ames-housing/3_descriptive_visualizations.ipynb
Alexander Hess 7775a89f7b
Update rendered versions of the notebooks
- Run notebooks with new Python & dependencies
- Remove manually discovered 'interesting' features
2020-06-29 01:10:19 +02:00

4970 lines
2.1 MiB
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"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": [
"pd.set_option(\"display.max_columns\", 120)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sns.set_style(\"white\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Data\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = load_clean_data(\"data/data_clean_with_transformations.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2898, 86)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></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",
" </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",
" </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": 6,
"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": 7,
"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": 8,
"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": 9,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(derived_variables)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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": 10,
"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": 11,
"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": 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 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": 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 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": 14,
"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": 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 Pool\", s=15, data=df);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Porch\n",
"\n",
"Most houses have a porch."
]
},
{
"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 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": 17,
"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.set_xticklabels(ax.get_xticklabels(), rotation=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": 18,
"metadata": {},
"outputs": [],
"source": [
"neighborhood = pd.get_dummies(df[\"Neighborhood\"], prefix=\"nhood\")\n",
"df = pd.concat([df, neighborhood], axis=1)\n",
"del df[\"Neighborhood\"]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(neighborhood.columns)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2898, 28)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[neighborhood.columns].shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></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_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",
" <th>nhood_StoneBr</th>\n",
" <th>nhood_Timber</th>\n",
" <th>nhood_Veenker</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",
" </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",
" <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",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <th>526350040</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>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",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <th>526351010</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>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",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <th>526353030</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>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",
" </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": 21,
"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": 22,
"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": 23,
"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=\"Alley\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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": 25,
"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": 26,
"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": 27,
"metadata": {},
"outputs": [],
"source": [
"build_type = pd.get_dummies(df[\"Bldg Type\"], prefix=\"build_type\")\n",
"df = pd.concat([df, build_type], axis=1)\n",
"del df[\"Bldg Type\"]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend(build_type.columns)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"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": 29,
"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": 30,
"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=\"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": 31,
"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": 32,
"metadata": {},
"outputs": [],
"source": [
"new_variables.append(\"air_cond\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"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": 33,
"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": 34,
"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",
"dtype: int64"
]
},
"execution_count": 34,
"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": 35,
"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": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"86"
]
},
"execution_count": 36,
"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": 37,
"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": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"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": 39,
"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": 40,
"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": 41,
"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": 42,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Condition 1\"]\n",
"del df[\"Condition 2\"]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"major_street\", \"railway\", \"park\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show summary of counts:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"major_street 264\n",
"railway 94\n",
"park 60\n",
"dtype: int64"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"major_street\", \"railway\", \"park\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"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": 45,
"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": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEVCAYAAAAsHqjeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXhN1/rA8e8+U05GkcggaNWsplDUzEVKE5FQlE7owC3larVFlbqmcqtKqwNtf9ftpIaq1NiUqqmoIampagwSksg8nnGv3x+HQ0giIRHD+jxPnydnnb33WidPnTdrepcihBBIkiRJUhnSVHQDJEmSpHuPDC6SJElSmZPBRZIkSSpzMrhIkiRJZU4GF0mSJKnMyeAiSZIklTldRTfgTvHoo49SrVq1im6GJEnSXSUhIYHdu3dfVy6DyyXVqlVj5cqVFd0MSZKku0rfvn0LLZfDYpIkSVKZk8FFkiRJKnMyuEiSJEllTs65SJJ017FarcTHx2MymSq6KfcNo9FI9erV0ev1JbpeBhdJku468fHxeHp6UrNmTRRFqejm3POEEKSmphIfH89DDz1UonvksJgkSXcdk8mEr6/vdYFFVe3YVRtCqBXUsnuToij4+vqWqqcog4skSXel6wOLjTxTKplZcViseTLAlLHS9hBlcJEk6Z4ghEpefgo2u4Wc3POowl6u9TVs2JCIiAjnf4sWLSr2+s8+++ym6pk4cSInTpy4qXsB1q9fT1hYGA0aNODgwYPFXpuVlcW3335703VdTc65SJJ0b1AUtFoDdrsFvd4dpYi/nVW7DYQKigaN9ua/Ao1GI1FRUSW+fuHChfzzn/8sVR12u50ZM2aU+h6tVut8Xa9ePT766CPeeeedG96blZXFkiVLePrpp0tVZ2Fkz0WSpHuCVqPH2+tBfLxr4+EWgEajve4aVbVhyT6PKfUElsyzjkBThrKzs+nRowenTp0C4LXXXmPZsmXMmTMHk8lEREQEY8eOBSAqKop+/foRERHB5MmTsdsdPa3mzZsza9YsevfuTUxMDM8++6yzx7FmzRrCw8Pp1asX7733nrPea++5Wu3atalVq9Z1bT1+/Liz/vDwcOLi4nj//fc5e/YsERERzJ49+5Z+F7LnIknSPUOrucEyWSFQLbkAqFYTcPOnvF8OFpcNHz6c0NBQJk+ezIQJE3juuefIzMxkwIABAHz77bfOns7JkydZv349S5YsQa/XM2XKFFavXk1kZCR5eXk0bdqU8ePHF6gvKSmJOXPmsHLlSry8vHj++efZuHEj3bt3L/Ke4nz//fc899xz9O7dG4vFgqqqjB07luPHj5eqR1YUGVwkSbpvKIoGg2dVrLkX0bl6oyg3P3hT1LBY+/bt2bBhA1OnTi3yS3rnzp0cOnSIfv36AVdWvwFotVp69Ohx3T0HDx6kdevW+Pj4ABAeHs6ePXvo3r17kfcUJzg4mM8++4zExEQee+wxatasWar7b0QGF0mS7huKRovWxQuNwQNFUVAKGTq7VaqqcvLkSYxGI5mZmQQGBl53jRCCPn36OIfIrubi4lJgzqQkbuae8PBwmjVrxm+//cawYcP497//TY0aNUr1jOLIORdJku4risYxkV8egQVg8eLF1K5dm/fff58JEyZgtVoB0Ol0zp/btm3Lzz//TGpqKgAZGRkkJCQU+9ymTZuyZ88e0tLSsNvtrF27llatWt10O8+dO0eNGjV47rnn6NatG3///Tfu7u7k5ube9DOvJnsukiRJN+HaOZeOHTvSt29fli9fzvLly/Hw8KBVq1Z8+umnjB49mgEDBtC7d28efvhh3n//fcaMGcPzzz+Pqqro9XomT55c7JlS/v7+jB07lsGDByOEoHPnznTv3v2G7fzll1+YNm0aaWlpDB8+nIYNG/Lll1+yfv16oqKi0Ol0VKlSheHDh+Pt7U2LFi3o1asXHTt2ZNy4cTf9+1GEEDc/o3UP6du3rzzPRZLuEn/99RcNGzas6Gbcdwr7vRf13SmHxSRJkqQyJ4OLJEmSVOZkcJEkSZLKXLkFl1OnThXIu9OiRQsWL15MRkYGQ4cO5bHHHmPo0KFkZmYCjqV506dPJyQkhPDwcA4fPux81o8//shjjz3GY489xo8//ugsP3ToEOHh4YSEhDB9+nQuTx8VVYckSZJ0e5RbcKlVqxZRUVFERUWxcuVKXF1dCQkJYdGiRbRt25bo6Gjatm3rTPa2detW4uLiiI6OZtq0aUyZMgVwBIoFCxawbNkyli9fzoIFC5zBYsqUKUybNo3o6Gji4uLYunUrQJF1SJIkSbfHbRkW27lzJzVq1KBatWps2rSJyMhIACIjI9m4cSOAs1xRFIKDg8nKyiI5OZnt27fTvn17vL29qVSpEu3bt2fbtm0kJyeTk5NDcHAwiqIQGRnJpk2bCjzr2jokSZKk2+O27HNZu3YtvXr1AiA1NRV/f38A/Pz8nJuIkpKSCuxkDQwMJCkp6brygICAQssvX19cHZIkSWWlYcOG1KtXDyEEWq2WSZMm0aJFi+uui4+P55///Cdr1qwpUL57925GjBhB9erVAahcuTKLFy++HU2/Lco9uFgsFn799ddC0xwoilLuR5TejjokSbr/XJ1bbNu2bcydO5dvvvmmwDU2W/FZl1u2bMnChQvLrY0VqdyHxbZu3UqjRo2oUqUKAL6+viQnJwOQnJzsTMIWEBBAYmKi877ExEQCAgKuK09KSiq0/PL1xdUhSdL9ybbvCKZpn2F67T+Ypn2Gbd+RMn1+Tk4OXl5egKNH8tRTT/HPf/6TsLCwAtedO3eOyMhIDhw4UOhzDhw4wJNPPklkZCQDBw50pu632+3Mnj2bXr16ER4eztdffw04FjU988wz9O3blxdeeMH5vXcnKPfgsnbt2gK/4K5du7Jq1SoAVq1aRbdu3QqUCyGIjY3F09MTf39/OnTowPbt28nMzCQzM5Pt27fToUMH/P398fDwIDY2FiFEoc+6tg5Jku4/tn1HsC3bAOlZjoL0LGzLNtxygLmc/qVnz568/fbbjBgxwvnekSNHmDhxIj///LOz7NSpU4waNYpZs2bRtGlTAPbu3etcUfvpp59Sq1Ytvv32W1atWsXo0aP54IMPAFi6dCkJCQmsWrWK1atXEx4ejtVqZfr06Xz44YesXLmSJ554wnn9naBch8Xy8vL4/fffmTp1qrNs2LBhjBkzhhUrVhAUFMS8efMA6Ny5M1u2bCEkJARXV1dmzpwJgLe3NyNGjHCmph45ciTe3t4AvPPOO0yYMAGTyUSnTp3o1KlTsXVIknT/sa3bCtZrhqesNmzrtqJ75OGbfu7Vw2IxMTGMGzfOOa/SpEmTAhmG09LSGDFiBAsWLKBOnTrO8muHxS5cuMC4ceM4c+YMiqI4E13u3LmTgQMHotM5vrK9vb05duwYx44dY+jQoYAjG7Ofn99Nf56yVq7Bxc3Njd27dxcoq1y5Mv/73/+uu1ZRlCKP4ezXr58zuFytSZMm102SFVeHJEn3ocs9lpKW34TmzZuTnp5OWloa4Pjuu5qnpydBQUHs27evQHC51vz583n00Uf5+OOPiY+P57nnnivyWiEEdevWZenSpWXzIcqY3KEvSdK9rbJX6cpvwsmTJ7Hb7c5RlWvp9XoWLFjgHNYqSnZ2tnPu+OoN4+3atWPp0qXOBQIZGRk89NBDpKWlOY81tlqtHD9+vKw+0i2TKfclSbqn6UI7OeZcrh4a0+vQhXa6pedenXJfCMHs2bOLPbDLzc2NhQsXMnToUNzc3PDw8LjumhdffJHx48fz6aef0rlzZ2d5//79iYuLo3fv3uh0OgYMGMAzzzzDhx9+yPTp08nOzsZutzN48GDq1q17S5+rrMiU+5fIlPuSdPcobcp9274jjrmX9Cyo7IUutNMtzbfcr0qTcl/2XCRJuufpHnlYBpPbTM65SJIkSWVOBhdJkiSpzMngIkmSJJU5GVwkSZKkMieDiyRJklTmZHCRJEkqpWeffZZt27YVKFu8eDFdu3a96cMJd+/ezfDhwwFISUlh+PDh9O7dm9DQUF566aVC7xk/fjwbNmy4qfrKm1yKLEmSVEq9evVi3bp1dOzY0Vm2bt06Zs+eTatWrW75+R9++CHt2rVj8ODBABw9evSWn3m7yZ6LJEn3PFvMekyzwjCNb4lpVhi2mPW39LwePXrw22+/YbFYAMeBYMnJyZw9e9aZqHf8+PFMnz6dgQMH0q1bN2cP48033yxwOu7YsWOvOy03OTm5wGGIDRo0AByZAKZOnUqPHj0YMmTIHX0QogwukiSVmNmSTVZOArl5ydjtlopuTonYYtZjWzkdMhIBARmJ2FZOv6UA4+3tTdOmTdm6dSvg6LU8/vjj1x1MmJyczHfffcfChQt5//33AUci3ss72rOzs4mJiaFLly4F7nv66aeZOHEizz77LJ9++qnzlN1ffvmF06dPO3tJl/OK3YlkcJEkqcTOJGzlu6hwvvspgty8O+dgquLYfl4AVlPBQqvJUX4LwsLCWLduHXD9uVWXde/eHY1GQ506dUhJSQGgdevWnDlzhrS0NNasWUOPHj2cqfQv69ixIxs3bmTAgAGcOnWKPn36kJaWxp49ewgLC0Or1RIQEECbNm1u6TOUJxlcJEkqEbtq5ez5HY6f7WYysuIqtkEllZFUuvIS6tatGzt37uTw4cOYTCYaN2583TUGg6HQeyMiIvjpp5+ch3wVxtvbm/DwcN577z2aNGnCnj17bqm9t5sMLpJ0DWErONxjFyqnsy/wyV+rOJGVgE21V1DLKpZWo6dV05fx921Ezer/wM/3LsnV5R1QuvIScnd359FHH+Wtt94qtNdSnL59+zrPnCrsfJedO3eSn58POI5QPnv2LFWrVqVVq1asX78eu91OcnLydedl3UnkajFJukRYTKhnYrH/sQpd5+dQqtZD0epIN2fzwvb3yLTmsuTUr/zYbRpVjJWKfo7dBrnpCKsJxdULxa3oa+82lTxr8HiXD9FodLgYPCu6OSWi6/GKY87l6qExvRFdj1du+dm9evVi5MiRzJ07t1T3ValShVq1atG9e/dC3z98+DDTpk1Dq9UihKB///40bdqUJk2asGvXLkJDQwkKCiI4OPiWP0N5KdeU+1lZWbz99tscO3YMRVGYOXMmDz30EK+++ioJCQlUq1aNefPmUalSJYQQzJgxgy1btmA0Gpk1axaNGjUCHIfmfPrppwC8/PLL9OnTB4BDhw45jznu3LkzEydORFEUMjIyCq2jODLlviQykzHPDgfVBq5euLy2HMWzCimmTJ7eMp0UcxZeejeW/2NKscFFzUzGMrc/mHPQ9hyFrsNTKLrCh0ekm1PqlPsx6x1zLBlJ4B2Arscr6Jo/Xo4tLF5+fj7h4eH8+OOPeHreHUEaSpdyv1yHxWbMmEHHjh3ZsGEDUVFR1K5dm0WLFtG2bVuio6Np27atc8PR1q1biYuLIzo6mmnTpjFlyhTAceLaggULWLZsGcuXL2fBggVkZmYCMGXKFKZNm0Z0dDRxcXHOlRtF1SFJxVI0cKmXoXj5OV4Dvi5e/F+HN3mj8ZP8r+MEKrvc4MsgOwXMOQCIE7vBai7XZks3pmv+OMbxazHO2otx/NoKDSy///47oaGhPPPMM3dVYCmtcgsu2dnZ7Nmzh379+gGOiS0vLy82bdpEZGQkAJGRkc713ZfLFUUhODiYrKwskpOT2b59O+3bt8fb25tKlSrRvn17tm3bRnJyMjk5OQQHB6MoCpGRkWzatKnAs66tQ5KK5emL4ZWv0Q/5EMMLH6N4+ACgKArV3P0YWKsrD3j4o1WK/2ejVK6K5pFwlKAG6HqNBeP1Jw5K96927dqxefNmhgwZUtFNKVflNucSHx+Pj48PEyZM4OjRozRq1IiJEyeSmpqKv78/AH5+fs5NQElJSQU2DQUGBpKUlHRdeUBAQKHll68HiqxDkoqjKAqKd8AtT/Qq7pXRh78BNgu4Vbpu74Mk3Q/Kredis9k4cuQIgwYNYtWqVbi6ul43PKUoSrn/w7sddUh3P5GXhZp4EjXlLMKUc8vPU4zuKB6VUTRyQaZ0fyq3//MDAwMJDAykWbNmAPTs2ZMjR47g6+tLcrJj81VycjI+Po6hh4CAABITE533JyYmEhAQcF15UlJSoeWXrweKrEOSiqKe3INl3gAsc/ogkk5WdHMk6a5XbsHFz8+PwMBATp06BTjWbdeuXZuuXbuyatUqAFatWkW3bt0AnOVCCGJjY/H09MTf358OHTqwfft2MjMzyczMZPv27XTo0AF/f388PDyIjY1FCFHos66tQ5KKol44duXni3HlXp8w5yKyUhA56eVeV2kl52ewIf4P4nMvYr9P9/RIt65c97lMmjSJ119/HavVSo0aNXj33XdRVZUxY8awYsUKgoKCmDdvHgCdO3dmy5YthISE4OrqysyZMwHHLtURI0Y4FwaMHDkSb29vAN555x3nUuROnTrRqVMnAIYNG1ZoHZJUFF2b/oiUsygGV7QNOt74hlsgrGbUw79hXT4FpUYjDM++j+LpW651llSaOYtRu+ZzIvs8npeWXfsVs+z6fjVz5kyCgoKck/IvvPACgYGBzJgxA4BZs2YREBDA0KFDC9w3fvx4unTpQs+ePQuUx8bGMmPGDCwWCxaLhdDQUEaNGnVdvV27dmXFihV3xWhMuQaXhg0bFrr++fLO1KspisI777xT6HP69evnDC5Xa9KkCWvWrLmuvHLlyoXWIUlFUbyqoO83GRQFRW8s38rMudi2fQ1CRZw9iDDl3DHBRRWCLGseAPk2E0KoFdyiO1OLFi1Yv349Q4YMQVVV0tPTycm5MlcXExPDhAkTSvy8cePGMX/+fBo0aIDdbuf06dPl0ezbSu7Ql6RLFIPr7anIxR1tu0HYVk5DCaqPcgctVa7s4snHbcfw7clfCK3eBk+9e0U3qUykHV3P+d8XYM1OQu8ZQFC7V/BpcPN7XZo3b867774LwPHjx6lbty4XL14kMzMTV1dXTp48ycMPP4wQgmnTprFjxw6qVq2KXq8vvH1pafj5+QGg1WqdKWHS09MZO3YsSUlJBAcHc3nPe3x8PC+99BKPPPIIMTExBAQE8Mknn2A0Gjlw4AATJ05Eo9HQrl07tm3bVugf4eVNLmWRpNtM0bugbdodlwnrMQz96I7ptQBoFQ21PKvydrNneaRKPVzvgcwCaUfXc3bTdKzZjpT71uxEzm6aTtrRm0+5HxAQgFar5fz588TExBAcHEzTpk2JjY3l4MGD1KtXD4PBUOIU+YMHD6Znz56MHDmS77//HrPZsfH2448/pkWLFqxdu5aQkBDOnz/vvOfMmTM8/fTTrF27Fk9PT37++WcA3nrrLaZOnUpUVBRarfamP+OtksFFkiqA4uKO4uXn3Kh5p7mXlu+f/30BwlYw5b6wmTj/+62l3G/evDkxMTHExMTQvHlzmjdvzv79+4mJiaFFixYAJU6R/8orr/DDDz/Qvn171qxZw4svvui8PyIiAoAuXboUSGNVvXp1ZyqWRo0akZCQQFZWFrm5uTRv3hxw5D6rKDK4SJJ0T7NmF55av6jykmrRogUxMTEcO3aMunXr0qxZM2JjY53BprQeeOABnnrqKRYvXszRo0dJTy9+JeHV6fy1Wi12+521sk8GF0mqYGZTBqa8FGyW3Ipuyj1J71l4xoWiykuqRYsWbN68mUqVKqHVavH29iY7O5vY2FhncClpivzffvvNOZ9y5swZNBoNXl5etGrVitWrVwOwZcsWZ17Fonh5eeHu7s6ff/4J4DzMrCLICX1JKoSaGo9913I0jf6BJqgBisGxgsxiykKj1aPTl83kvzk/jdjfJpNy/g8atxtHtTph6Mp7tdp9JqjdK5zdNL3A0JiiMxLU7tZS7terV4/09PQCQ0/16tUjNzfXuVQ4JCSkRCnyo6KiePfddzEajWi1WubMmYNWq2XkyJGMHTuWsLAwmjdvTlBQ0A3bNWPGDN5++200Gg2tWrXCw6NiFoyUa8r9u4lMuS9dJrJTsXw+HJF8GjQ6XN78CcU7gJzMMxzYNh0v33rUDX4RF9fKt1xXblY8m5c5xtTdPKvTLvz/MLrdORP8d6rSptwv69Vid7Lc3Fzc3R2r/BYtWkRycjJvv/12mTy7NCn3Zc9Fkq6lKHC596DVgaJgteRw+Pf3SEvcT1rifqrX7VUmwUWnd8XbrwkZFw/yYMMnyqxHVBLm/HSEsKMzuKPT3b56K4JPg8fv2WByrS1btrBw4ULsdjtBQUHMmjWrQtohg4skXUPx8MHw3FzsR7ejqRkM7t5ogMoBTbiYsBOtzoiLsWxWebm4+tLqsbkI1YZW54pO71Ymz70Rc34a+3+dQMbFQzTvMgO/Gu3RagvfgyHdXUJDQwkNDa3oZsjgIkmFUSr5o3u0r/O1Fqj58JNUfSgEvcEDvfHWey2XubiW33Jku92C1ZwJKLi4+jqXGFvMmaRe2AvA8dgvqBzYDK227D6TJMngIkklZDB6YzB6l/h6kZOGyMtEcfVE8axSji0rWlbqMXauHYbO4E6HiK9w86gKgN7giYd3TXIy4nigfh90utvTY5LuHzK4SFI5EHkZWH+YhvrXVhSfahhe/r/bHmCEEJz9+0dUuxlLvpn0xFjc6jiCi9GtCm3DFqGqdnR6N7Q6l9vaNuneJ/e5SFJ5sNlQzx4EQKQlgN1225ugKAo1Hx6ATu+Bq0cgPoEFN/a5uPri6u6P3nDn5DaT7h0yuEhSeXDzQv/kNJRqDdH1eg1cKiYBpKd3bbr0/4EOEV/h6hF44xukErt48SKvvvoq3bt3p2/fvrz00kvlls04KyuLb7/91vk6Pj6epk2bEhERQe/evRk4cKDz7KxrPfvssxw8eLBc2lUcGVwkqRwoOgOa2i0xPL8A7aNPoLh6Vkg7NFodRrcquLjKvTNlSQjBK6+8QuvWrdm4cSMrV65k7NixpKamlkt9WVlZLFmypEDZAw88QFRUFD/99BORkZEsXLiwXOq+WXLORZLKiaLVg3vJFwBI5Sf+xHr+3ruA/JwkXD0CqN/yFarXufl9L7t27UKn0zFo0CBnWYMGDQD44osvWL9+PRaLhZCQEEaPHk18fDwvvvgiwcHBxMTE0LhxY5544gk+/PBD0tLSmDNnDk2bNuWjjz7i/PnzxMfHc/78eQYPHsxzzz3H+++/z9mzZ4mIiKBdu3Y8/fTTBdqTk5ODl5cXACaTiQkTJnD06FFq1aqFyVQwaeftIoOLJEn3tPgT6zm4bTp2u+NLNj8nkYPbpgPcdIA5fvw4jRo1uq58+/btnDlzhhUrViCE4OWXX2bPnj1UrVqVs2fPMn/+fGbOnEm/fv1YvXo1S5YsYdOmTXz22Wd88sknAJw+fZqvvvqKnJwcHn/8cQYNGsTYsWM5fvw4UVFRjs8UH+8MNrm5uZhMJpYtWwbAkiVLMBqNrF+/nqNHj9K3b9/r2nk7yOAiSdI97e+9C5yB5TK73cTfexfcUu+lMDt27GDHjh1ERkYCkJeXR1xcHFWrVqV69erUr18fgDp16tC2bVsURaF+/fokJCQ4n9G5c2cMBgM+Pj74+PgUOdR2eVgMHAkqJ02axJdffsmePXt49tlnAUdv6nKdt1u5BpeuXbvi7u6ORqNBq9WycuVKMjIyePXVV0lISKBatWrMmzePSpUqIYRgxowZbNmyBaPRyKxZs5x/Gfz44498+umnALz88sv06dMHgEOHDjFhwgRMJhOdO3dm4sSJKIpSZB2SJN1/8nMKT61fVHlJ1K1b13k419WEEAwbNoyBAwcWKI+Pjy+QIl+j0ThfK4pSIF3+tan0bbYbrzTs2rVrqY5Vvh3KfUL/f//7H1FRUc7EZosWLaJt27ZER0fTtm1bFi1aBMDWrVuJi4sjOjqaadOmMWXKFAAyMjJYsGABy5YtY/ny5SxYsMCZdnrKlClMmzaN6Oho4uLi2Lp1a7F1SJLIy8R+ci/qqf2I/CzM+emY8lKw261lX5cpB5GVgjDl3Phiqdy4ehSeWr+o8pJo06YNFouFpUuXOsuOHj2Kh4cHP/zwA7m5juMTkpKSymSS393d3fnMwuzbt48HHngAcKT5v3ys8bFjx/j7779vuf6bcdtXi23atMnZZYyMjGTjxo0FyhVFITg4mKysLJKTk9m+fTvt27fH29ubSpUq0b59e7Zt20ZycjI5OTkEBwejKAqRkZFs2rSp2DokST3xB9bPh2P5fBhmcyZ7N77O1pVPknnxMEKoZVaPyMvCtvUrzPMGYNu5DGHKLrNnS6VTv+UraLUFjzHQao3Ub3nzKfcVRWHBggX8/vvvdO/enbCwMObOnUuvXr3o1asXAwcOJDw8nNGjRxcbFEqqcuXKtGjRgl69ejF79mwA55xL7969mTt3LtOnO+aRBg0aRF5eHo8//jgffvhhoXNDt0O5z7m88MILKIrCk08+yZNPPklqair+/v4A+Pn5OaN6UlISgYFX1uEHBgaSlJR0XXlAQECh5ZevB4qsQ5JE9qX/F1wrkZdzgfSkWACOx3xBi26z0RtufT+KzZKLas9H/LUV8jKxR3+CrmVvMFbMcuT73eV5lbJcLQaO76L58+dfV16zZk0GDx58Xfnl3gRQIFNx9erVne+NGjWqyHvef//9Au8dOHCg0HYZjUY++OCDEnyC8lWuwWXJkiUEBASQmprK0KFDqVWrVoH3FUUp97O6b0cd0t1D26wHIjsFNFrcvB/E6OaHKS+F6vXCyyQFijk/naN7F5CTcZpmT05C/907KH41QSPXzlSk6nUeL/PJe6l45fp/fECAY0zT19eXkJAQDhw4gK+vL8nJyfj7+5OcnOw8sS0gIIDExETnvYmJiQQEBBAQEMAff/zhLE9KSqJ169ZFXn+5vsLqkCTFozK6HiMB0CsKHSK/Qag2dAZPNGUQAHIzz3Du71UAHDnwOc1f+gSdokcpp/0uQghETiqKokHxkP+fS3eOcptzycvLIycnx/nzjh07qFu3Ll27dmXVKsc/vlWrVtGtWzcAZ7kQgtjYWDw9PfH396dDhw5s376dzMxMMjMz2b59Ox06dMDf35ii76AAACAASURBVB8PDw9iY2MRQhT6rGvrkCQo2Js1ulXB1SOwTIbDAFw9AtFcGt/3DWyJ1t0HxaP8UtmL1HNYPxmK5fOXEZk3v/pJkspaufVcUlNTGTnS8Rei3W6nV69edOrUiSZNmjBmzBhWrFhBUFAQ8+bNAxxru7ds2UJISAiurq7MnDkTAG9vb0aMGEG/fv0AGDlyJN7ejr8C33nnHedS5E6dOtGpUycAhg0bVmgdklRWhNXkmL/JTELxfwjF3RFADK6+dB3wIzZbPgYX7zLpDRXHvnMZIv284+djO9G1iizX+iSppBQhhKjoRtwJijoHWrp3iewURG4GiodPqYeU1IxELO9FgN2Gtv0gdD1fQdEbb3xjGVPPHMCy6CXQGjCM+gaN34PlVpctPwNrfjpagzs618poKvDkysLOcpfKX2G/96K+O+Uso3TXEuY8MOeB3qXUiSFFdgrmjwdDRiKaBh3QD5iK4laKjbb52c40+uJinOPnCviuVYLq4/LmalAUcC+/4TfVZuZi7BIS//gCjd6Vhs/+gMHz5veJSPc+mRVZuisJUy72vT9h/qAftuhPELkZpXuA3QYZjgUhavxfYLvxJkqRnYr98G+oqefAswranqPQNO6KLvItFKMHwmZx9Iayb9/Sd0XvglLJH8XLD0Vbfn8rCruF3AuOpa+qNR9bfnq51XW3aN684Pk4K1euZOrUqcVeW5pU+bdq/PjxbNiwoVyeXRIyuEh3J0s+tp8/hvxs7DuXgbWUmV9d3NH1fhPlgaboB06HG/R8RF4m1uXvYP16LJZ5A1FUG7pOz6B/choanyDHNef/xvxeJJZPhyKyLhb+nNwMhOnWN9XdbloXT6p3eRP3oOb4BQ9EL3stN608UuWXJEXM7SaHxaS7k86AplkI6p4olIeag85w43uuorh6om3dB21wT3Bxv/Ff/ar9So/EakLYrY7J+ksT9sJuxbZjCVjyEWkJqAl/ofXyK/iIlHNYzh/BHlQHnfBBq3dFp7v98zQ3y6VyTWr1eh9FZ0Crd63o5pTK8dPr2B37MTl5iXi4BfJo8EjqPhRabvWdO3eO119/nby8PLp27VrkdVenyjebzUyZMoVDhw6h1WoZP348bdq0IT4+njfffJP8/HwAJk2aRIsWLdi9ezfz58/Hy8uL06dPs2HDBqZNm8aOHTuoWrUqen3FzYmBDC7SXUpx80LfczR0fQn0Llg0IPJSMbqV/FAsRWcocVBSPHzQP/0fbJsWoX24M4qrV8H3tXq0bfqhHvoV3L1RggpmohVWE/aDG8l7qB5uyXFw6keUdgPBp3qJ21vRFEVB53r3JYA9fnodW3ZPx3YpM3JO3gW27HakSrmVAGMymYiIiHC+zszMdAaSGTNmMGjQICIjIwucIAkUmSr/8nWrV6/m5MmTvPDCC/z888/4+vry3//+FxcXF+Li4njttdecE+hHjhxh9erV1KhRg+joaE6fPs26detISUkhLCyMJ5544qY/360qcXBJSEjgzJkztGvXDpPJhM1mw8NDnr0tVRzF3RvcvcnNiuf4vs8xuFSiZuOncStFQkJzfjp2Wz5anREX1+JXjGmq1EDf750iezma6o1wGeeYXFc8qxR8U6tHeaAxHq7eqAufQggV25mDaAbPK9d9MBLsjv3YGVgus9lN7I79+JaCi9FodKa8B8ecy6FDhwCIiYnho48+AiAiIoI5c+Y4rysqVf6+fft45plnAKhduzZBQUGcPn2aatWqMXXqVI4ePYpGoyEuLs75rCZNmlCjRg0A9uzZQ1hYGFqtloCAANq0aXPTn60slGjOZdmyZYwePZrJkycDjt3wl/ewSFJFs2Ul0cDQkDqJFvTm/BLfZzFlcnjnf/h1aTj7No3DXIJJ6uKGzxS9i2Ni/ZrAIoRA0WjRBjVAZ3AHzaV/djoDaGRqovKWk5dYqvKyUpK0U127dmXv3r3FXrN48WKqVKlCVFQUP/zwA1brlcUnbm5ut9zO8lKi4PLtt9+yZMkSZ0+lZs2apKWllWvDJKmkPDQeEPUe6q7liHULHEuUS0BVrVyI+xWAtMT9qGrhK8ZEdirqhWOlXgUmrGbUMwewrZyOeuE4GFxR3H3Qj/wKXcR4DINmorjJY5DLm4dbYKnKy0Lz5s1Zu3YtAD/99FOR112dKr9ly5asXr0acJxGeeHCBWrVqkV2djZ+fn5oNBqioqIKnP1ytVatWrF+/XrsdjvJycns3r27jD9V6ZRoWMxgMBQ4wOZOXJkg3V9ETjqodnCrhOLi5tjnIYRjp7ym6L+ZRG4G6tkDgIK+xsM0bP0vTsR+SY16EWi11yeuFDlpWL54GZF0EqVqPQwvfFzyDZf5WVg+Hw42C/bDm3F5dRmKZxW0QfUhqPjTAYWqohTzOaSSezR4ZIE5FwCd1sijweU3+jJx4kRef/11vvjii+sm9C/PuQgh0Ov1zlT5Tz31FFOmTCE8PBytVsu7776LwWDgqaeeYtSoUaxatYqOHTsW2VsJCQlh165dhIaGEhQURHBwcLl9vpIo0Q79//znP3h5ebFq1SomTZrEd999R506dXj11VdvRxtvC7lD/+4hslOxfD0WkXIO/XNzUarWhdRziJSzaGq1LHYOwx6zDuvSSQDon56NaNAemzUHrc4VveH6OUSRdRHzu6EgVNDoMIxfg+aaVWBFtjMrBct341BDR6LqdOi9AjF4+N/wPjUzCfumL9A82AxNw04obl43vOd+U9od+rd7tdi9qsx36L/++uusWLGCevXqsXTpUjp37kz//v3LprWSVEoi9Rzi7EEA7L9+jv6p2Y7VWTfoDQAF9pgIUw46vSu64pbVurijHzQT244l6Do+g2IsxSIWDx/E0zPYseYFTLmJ1Gr8DPVaDHPMuxTZvhxsP0xHPfY79j9WYnjtBxlcykDdh0JlMLnNShRcTCYTTzzxBAMGDAAciShNJhOurnfXWnfp3qD4VAMvP8hOQftIbyhFTi9tk+4Icy6KRoP24c43rsvFDc3DXTDUaQ0ubiilyKelaDTYVSumXMfEcXL8Dmo3ew4dxWRgVjRwedhNowV96c+YEflmRG6eY9WauyuK8dbPqZGk0ipRcBkyZAj//e9/cXd3/KMwmUy88MILfP/99+XaOEkqjOLlh2HkV6DaEC7uKFptye/1qIy+y5DrykVOOsKUjWJwQ/EquNpL0elBd3P7O/QunjzYsB8pCX/QuN04dIYrvRCRk+ZYSebh41xZpLi4oQ/9F2rDjih+NW9qwl89ewHrQsfeCcPIQSi1a9xU2yXpVpQouJjNZmdgAXB3d3fuFpWk282cn8ZfsZ+QfHYHTTqMx79GR7SXNkMKUzYi5RwiOxXNA42dqfCLI/Iysf70H9QD0Si+1TH888vr96mUkLBZIC8LtFoU98oYjN40aDUKtbkZnYsX2ks9H5GZhGXxv8BqRj/0QxTfKwFA8fBB26T7TdUPoMZfWWKrJiShkcFFqgAlWo7i6urK4cOHna8PHTqE0Xj3pK2Q7i2qasWv2qO07vEBF07/is2a43xPpF3AsuBZrP8bg23nMoSq3viBNivqqX2O+1PjEYUksRQ56YisFIS96ASXQrWjnj2I+YN+WL4ai8hxLNfXGzzQGr1Js+Zy0ZSB1W7DfnQ74sJxRMpZ7Lt+KOVvoHi6Vo3RNKmDpml9tMEyLb1UMUrUc3nrrbf417/+hb+/P0IIUlJS+OCDD8q7bdJ9TphyELmOjY2Ke2UUowcWUwaxv00m9cJe9C5etOv1JVrdlbk/kZ915efMi9jMWehdbzC05OqJvt9kbOs/QtO0u2Np89XtyE7F8r8xiLQEDIPnwQNNCt8gZ87DvulzyM9GnPkTkX7euWw5Pvciz217F5tq56uOE6j1UAvHXJFqQ9u46NxTN0Px8kA/KMzxcznOt4isXERWDkolDxTPsjnJU7p3lCi4NG3alPXr13P69GkAHnrooQpPiibd+9SEo1g/Hw6A/sXP0NZpharayM+5AIDVnIVWZwQEprwUNBo9+sA66ELHoKbFY20dxt71L9Pm8QW4uBadc0zRu6Cp0xrDS586NjoaCi5UUS+eRsQfAcC2+f/Q9Z/iSNnv4gaKBnHxNPaTe9E2fQxt+0Gop/aCVwAYPR2Hkbl7szvlL3Jtjn0WGxL+YGS9Xri8vgoQ4Fq61WCZllysqg1XnQvuRSa+tDoSbArzdXnQyoLIysXy0beI1AyUh4IwDO2L4nHn7hYvDw0bNqRevXrY7XZq1arF7NmzcXV1pXnz5sTExFRYu8aPH0+XLl3o2bNnhbUBbjAstnPnTgCio6PZvHkzcXFxxMXFsXnzZqKjo29LA6X7l5rw13U/G4yVeaT7ewQ82IXm/5iBVufG+VO/sHlZJAd3vItFI1AfjeAvHxvbN/2L3IzTCHHjoTFFZ3BMrBuuXwGpqfIgeFYBRYO2ZW9s+9di/qA/9oO/IPIysHwyBPu6eVi/n4hS7WEMr/2A/ulZWL95A/X83wB0CmhKdbcq+Bu96f1AOxSdHqWSH0ol/1JldE43Z/Pewe+J2PQ26+N3k2czX3eNMOVi2/0D5v9EYNvwcenPuikJVUWkOZ4rzqdASYYf7zGXc4utWbMGvV4vFzhdo9jgsmfPHgA2b95c6H8lYbfbiYyMZPhwx1+g586do3///oSEhDBmzBgsFgsAFouFMWPGEBISQv/+/YmPj3c+Y+HChYSEhNCjRw+2bdvmLN+6dSs9evQgJCSERYsWOcuLqkO6u+iah6Jp3A1N427oWjj2KGg0Wir51qf5P2YQVOsxVFs+x/YvxG7L58LpX7BZ89BqjVSvG4Zv1Udo3fMj9IZb+8tdGNwxvPIVhvFrUKo/jLp2LuRnYduwwLG58tI2ZF3XF7Fv/hLrd+PBlANuXs7TLau6+fJ/Hcbxdae3qKZ1Q+RlolpMqMmnsf0wFfuJ3QjLjRfJ5NvNrE/4A5PdwsK/V5NnK+QcG2s+9o2LwGrCvnsFWK8PQLfMaEA/KAylVnX0QyLA9c6eg91zdh2T14cxauUjTF4fxp6z68r0+S1btuTMmTMFyt588002btzofD127Fg2btzIsGHDOHr0KACRkZEsWLAAgPnz57Ns2TKEEMyePZtevXoRHh7OunWOthZXPnXqVHr06MGQIUNITb19h9UVp9hhsdGjR6OqKh07diQ09OY2IH311VfUrl2bnBzHpOucOXMYMmQIYWFhTJ48mRUrVvDUU0+xfPlyvLy8+OWXX1i7di1z5sxh3rx5nDhxgrVr17J27VqSkpIYOnQoP//8MwBTp07lv//9LwEBAfTr14+uXbtSp06dIuuQ7i6Kpy/6/lMAgeJScExfpzNiy88iN+scQbVCOHXwGypVeRitzohWZ8C3agu8/R6+NGx280RuOvboT1DPHkLfbzJUCkSp1hCR8BfaJiFgcMXwzy+wn/wDxcsP+67lANh++Qx9/3fAxQNht6Jo9fgavVAzElEPRGPLSETb4Rks//cKZCRij1nnyKhcSM/pakatgSaVa3Ew/RRh1dtg1BbS69Ea0AT3RN2zCk2dR0t91k1JKEYXNMENMDxcC1wMpVoOfrvtObuOJTHTsV5K/5Kef4ElMY6UK60euPWNlTabja1bt9KxY8cC5f369WPx4sV0796d7OxsYmJimD17NqdOnWLfvn1Uq1YNrVbrHELbu3cv//73v4mOjubo0aNERUWRnp5Ov379aNmyJTExMYWWx8bG3lGp9i+74WoxjUbDF198cVMPT0xM5LfffqNfv36AI8Lu2rWLHj16ANCnTx82bdoEwK+//kqfPn0A6NGjBzt37kQIwaZNmwgLC8NgMFCjRg0efPBBDhw4wIEDB3jwwQepUaMGBoOBsLAwNm3aVGwd0p1L5KQ5jgi+ajWWMOc7/uq+FCCEzYqafgE1Jx2RdRHFnEv88XUY3QNoG/Y5j3SbXeA8l1sNLJfbZd+9EnHhGNao2SiKgmHIfFzGrUHXfRga98poHmiC/h8vOHbSX9qXoqndEvux3VjmDUBcOHbleannsK2bj/33pYjUc1f2sRhcHRsob8DHxYu5rV9mbci7DK3bE49Csgs4zroZhcv4tegHzii3lP6KTovi5npHBxaA1Yc/dgaWy6x2E6sPf3xLz718nssTTzxBUFCQ83vustatW3PmzBnS0tJYs2YNPXr0QKfT8cgjj7Bnzx72799Ply5dyM3NJT8/n4SEBGrVqsW+ffucqfOrVKlCq1atOHjwYJHld1qq/ctKNKHfrl07vvzyS0JDQwvsyvf2Ln4VzsyZM3njjTfIzXWk3EhPT8fLywudzlFtYGAgSUlJACQlJVG1alVHo3Q6PD09SU9PJykpiWbNmjmfGRAQ4LwnMDCwQPmBAweKrUMqG0IIUsxZWFUrHjpXvIpJZ3I1c34aptxkXNyq4OLq61xxJbJSsHw5EpGZiOHFT0n3q06e1YRrTjoeP81B33M0IrAu4kwstuhP0feZ6MgtZrfR+IWP2PLbqxjd/GjZdXaZf1bF9VLAyMtAU6c16I0ohiKClocPLmO+R1hMYLdimT8IVBu2rV+jHzANNNoCmyLVc4fRD5mHiItFqdYQ3EuWENPH5cbDfIq7zLZ8WXp+4an1iyovqWvPcylMREQEP/30E2vXruXdd98FHGewHDp0iBo1atCuXTvS09NZtmwZjRo1uqX23GlKFFwuj+1dfaKaoijF9gg2b96Mj48PjRs3rvDUz1LZSjVn8cyWGaSYMxndsC8Da3XF5QZpUSymTP7cMoXk+B24uFahY59vMbo5NiqqiccRSScASLeZGLdnETFpx+ka0IzxHQZRKTkOjWcVbD+9h+Llh3pkMyL9PADiwCY6RnyDEPYbHvZVGkIIEKJAwFBcvYoOLICi0YKXHwqO5JO4VYK8TLSdB6PGH8a+50d0XZ5HP+K/kJGEUusRNB4+0DSkzNotXa+yayDp+RcKLS9vffv2pX///lSpUoU6deoAjizzVatWZcOGDYwcOZL09HRmz57N888/Dzjmb5YuXUqfPn3IzMxk7969vPnmm9jt9huWp6amsnv3bnr16lXun+1GShRcfv3111I/eP/+/fz6669s3boVs9lMTk4OM2bMICsrC5vNhk6nIzExkYAAx6mBAQEBXLhwgcDAQGw2G9nZ2VSuXJmAgAASE6/8hZGUlOS8p7DyypUrF1mHVDYyLDmkmDMB2JwYS8SD7W8YXFTVSla6I4CY81MKnJ2iBNR2rMbKTcfuE0Ti8TT+r/1Esq12VC8/7CungmpDU68taloCmoadYes3IFS0jbqgMTomzYUQmPNTMeUm4+oReF2wuRwwbpTKXuSmY9u5DMz56Do/5zgA7Npr7DbITUfYbSiuntcltFS8/DGM+gZFqAhFwTK3P5hzsRz+DZfXf0R5oGmxbZDKTnijkQXmXAD0WiPhjcr/wMMqVapQq1YtuncvmHHhkUceYdeuXRiNRh555BESExNp2bIl4EidHxMTQ0REBIqi8MYbb+Dn51ds+Z2Uat9JFCM2NlaEh4eL4OBgMWDAAHHixIniLi/Srl27xLBhw4QQQowaNUqsWbNGCCHEpEmTxDfffCOEEOKbb74RkyZNEkIIsWbNGjF69GghhBDHjh0T4eHhwmw2i7Nnz4quXbsKm80mrFar6Nq1qzh79qwwm80iPDxcHDt2rNg6itOnT5+b+mz3o1RTlhi3Z6EI/+UtEZNyXNjsthveY7NZRGrin+L3NcPE6SPLhcWU5XxPVVWhZl0UalaKyDZliyNpCWLQL2tE6x++EQOifxIX/94t8t96VNguxgl7/FFhXjNX2C8cF2p6olCtFudz8nOTRfS3j4nVn7cQu9a/Isz5GVfqyEkTluhPhWXNB0LNTr2ufaqqCqslV6iqXdj2rxP541qI/HEthGXjokI/jz39gsif0lnkj2shbPvWCNVudzwnN1OoWReFPeuiMC+d7HjGj+8K6+9LRf64FsL0n95CzU4p8e/6dknNN4m4rByRkm+q6KaUyJEjR0p1/R9n1opJ60LFKz+0EJPWhYo/zqwtp5YVlJeXJ7p16yaysrJufPFdoLDfe1HfncX2XP79738zbtw4WrVqxaZNm5g5cyZffvnlLQWzN954g1dffZV58+bRsGFDZ+r+fv368cYbbxASEkKlSpWcGQDq1q3L448/TmhoKFqtlsmTJ6O9NIE4efJkXnzxRex2O0888QR169Yttg6pbPi4ePJW02ewqFYq6d3Ram48oavR6PD2e5iW3eeg1RnRXM6xZcpB5KSRbXQnyZaLwWLFx6USZ7IdO+3P5WSjutZF26KXY9jJZkLj5Ydl3pMYXv+R8yYrv8Wf4x/VAqiMDXNeCgDZaccL9I7sf+907J4HcKuE/h9Dr7xnt5B58TAnDvyPB+v3oXLgQ873lCLObhEpZyE/23H/oV/RNO6GsJqx/bwA+/61GEZ9jbp/jeP93SswjFuD3t0HzYNNUDyK3tBZETLMFt7e9Sf7U9Kp7eXBR51a4nOPZVJu9UBomawMK43ff/+diRMnMnjwYDw9PW9r3XeCYg8L69OnDz/++GORr+8l8rCw8mM2pXPmyHKslmzqNBuKi6uPI+dXbhoiPwfb7hXkdh7IuQNf4e5Vnaq1Hmd/tplvj//Fk7Xr09rLE2NOCpaPngbVjq73G6jnjqDt+QpvH07gzRpVcd8RA50bcyHjD86fiqZ+yxGOpcmXgpj92E6s//cKALp+U9C1DHe2z5R7kd9W9MNmzUFRtHQdEIVLWjLCYkIT1ADF/dKwm92OyMlDtVtQRT4i6l1IO4/+mffQBNZBZCRhnuX4AtP1mYh65k/U/WvQtumP7rERKG5e2C25qNZ8FI0O3Y3S0twmKflm+q7fiuXSRsifwjrjf4fvWyntYWFS2Sizw8KysrIK7MS/9vVjjz12q22V7gOp5/dxbP9CALQ6Vxq0HIHIuIBt2zeQGo92wBTi9s4n4YTjzHFv9xo8GhBM0zadcNfp0Wo02M/sdxxrDIjEk+i6vYhQNIysFUQlNR/RsjribCLV6nelaq0Q9Hp3R0/nEk31hzH880uEzYImqF6B9ilC4OYZRFbaMccqNiHQPNiMa4n0LCxz/wdWG7wYRmaH3lTxb4ridWlOT29wzAsd24lIPI7usZchZDhoDY7AYs0n/Vg08b+9h1fN9tToOgG9W9ktQrhZ7nod77RuwuK/TtGnVg3c7vClxdLdodjg0rp16wI78a99LYOLVBIurlf2WRjd/LDZ7Zy057L6wer0bhVKzcxkjG5Xhp/0Bk80ljwUgwtajWN4RlOzOZoWvSAnFe2jfbEsfAnFw4egZ97D8sEgsFnQdR+BxvYAWlEwsAAobpVQahY+0WlwqUTrLrPIvvgXHt4P4aItfCOjeioeTI5sD8rBMyRX/ZNK1VtivLRAQHGv7FhybLcg7HbHJL4lD1346yjtBqJackn84wuE3UzmyV+p1vFfQMUHF1edlo5V/WlRpTJuOh0uOhlcpFtXbHC5vC5bkm6Fp09d2vdejM2aRyXf+mRYc3jhjwXk282sPr+HFZ0mUsO9Nz7+TTDqvXCxqFj1hgK7zxUPH/QR48BqwbbjWxQXd0RuBiIzCWyOL3z1wl8ojbqg6K/MaaiqHc0N5oQUvQsurr6IGi3Jzk1E1dgLPStSW68m9gBfhNmCtl0z6lZ6BBehQU1LQNEbUTx9nRsW1WM7wZLn+PncYbSqDY3OFd+HI0jcvRC3gEZoijte+TYzaDUYtPfWPItUsUq0FDklJYW5c+eSnJzMF198wYkTJ4iJiZET5VKJGFy8MPg3uVJgysRFqyffbnYEENVGXuY5vKs0RqsqgAqn/0Sc2I36j+fRVHZsrkUI1LN/IjKS0A/4N6rNgsavJto2/RAXz6B7fLRj2bBWh1Dt5GTGceLP/1Ktdig+gcHo9EVn7TUpVqK3T+BC8j7c3QLo2/Nr3F2vOTDMw4Bu1FNobHbwcEdrzsa6dh7q3iiUqvUwPL8AxdMR2DRBDdC2HYBIv4Cu5ysoWj1arR6/4IH4NopA0erLfEhM5OUjLqaDzY4SWAXF/c4JXtL9p0SHhY0fP54OHTqQnJwMQM2aNfnqq6/KtWHSvcvHxZOvOo7n7SZP83/NnsfzqzepFP0NBkWPVqtBk5eJ7btx2P9YiXXZZESeY0+NyM/G+vVY1Ji1WJdPQVPlARRPX3ShY9A//R/H60u5ucymdP74eTQJJ9bzR/S/sJqzi22TEHbSM08CkJuXhFBtV70nUJNPY106GXFoA8KSBvmZYLWg/rXFcc2FY45TKC9RPCqjC/0X+oEz0Hhf2aynM3ph8Awol7kW9VwilvnfYPl4CerRU2X+fKmg+vXr8/rrrztf22w22rRp40zSW5S//vqLLVu23PD5u3fvdj4rJSWF4cOH07t3b0JDQ3nppZcKvWf8+PFs2LChFJ+i/JQouKSnpxMaGorm0tiyTqdz/ixJpaVRNFRz9yPCvym+X0+A+COQkw6Kgv3oDscwl8bRqVbcvOHSsJai0cDloSRPX9DoENkpYM5z5PW6ilWoGIyOL3Cd3g3lUt4ukZfpyGFmyilwvYvBix6d5lAtoDVPdPsCN6FH5DmWQ4vMJKzLJqMe3Iht5XSwmrAd2IhAQRf2Gnj5o+3wNIqhYM9I0RtRjO5X8qbZyjc7t8i88pnUjOKDqXTr3NzcOH78OCaTY3Pmjh07SrRhu6TB5Woffvgh7dq146effmLdunWMHTv2ptp8O5VoWMzNzY309HRnLqjY2Nj7ct22VLYUVy8ML36CSPgLzQNNUNy8UAyu2LZ/h/6FjxEZF9DWb39l97uHD4YxSxAXjqN5oCkiLwPzZy+iGD3QD1uExvtS5oa8VL4/9RuD/zGTvLRjVK7SEIOrDyI3A+ua91EP/IL2sRHo2jzhzLas0ejx821KDnECFwAAIABJREFUz3az0aTGI07uc8zX1HbsmlYqBTgODNMbwcUdjZcv1q9fQ9t9OIYRi1GM7tft0gf4f/bOMzCqKv3Dzy3TJ73TAwkEQiR0kN6khI4ICgIqFhQLu6tiQ1cE1L8roijKYseCIqBSBKT3DqG3FBIgvU6m3vL/MBhgAcW2urvzfJq5ufecMzOZee8573t+P62yCN/7D6MXZWMY+xpifIufVAj4pUhNGqD3bAdeBblNyk9f8D/EitwdzD66hHxXCTGWcCY2HkzfWm1/dbtdunRh/fr19OnTh2XLlpGWlsaePX7LbKfTydSpUzl58iSKojBx4kQ6d+7M66+/jtvtZs+ePdx7773UqlWLadOm4fF4MJvNTJ8+nfr161/WT0FBAR06dKh+npSUBPhn1VOnTmXLli3ExcX9qUwcryu4TJ48mQkTJnDmzBlGjhxJaWkps2bN+r3HFuC/HEEUEcLi4IecCiDWbwmSDD43UpOuCJaLNzGCJCOE14LwWoBf1h5nGbqzDC1jD+IFz5fcinOMFSOwLngBc7thmOOCEUQJ3etC2+fXyVPXvovcvB+YbJR5PCzNPk2Oo5J7G6cQUpKL77MnAZAHTUZq3he5+3j0pt0R4hqhqwq+RS9AVRnK+w9ifGI5eN3oirfa1hig0l2ClH8C8Zzfu0Nd/z5izcZg/mmhT93jBK8LzHYEw/Ul2gW7FblPJ+CnJW7+l1iRu4MXDszHrfpnjnmuEl44MB/gVweYfv368dZbb9GtWzeOHz/OsGHDqoPL22+/Tbt27ZgxYwYVFRUMHz6cG2+8kYceeohDhw4xZcoUABwOB5988gmyLLN161ZmzpzJG2+8cVk/o0aNYtKkScyfP58bb7yRoUOHEhMTw+rVq/+UcvtwncElOTmZ+fPnk5mZia7rAZvjAL8Z/1rNJdhCkZp0ua5rpVYDUPcuBaMVsV4zdI8Txeukrj0W/Wwmev4phE+fgCeWg9kOBhNigzZop3citR4IF360MyvLeeOQ31Mjymxh3KWy/85yFM2HEhyC1xiP2RqCQQMp5SbExh0hJBotOx3l86cQYhpcltTfmPEF7SM6YguLQy/LR2o7zD/z+Ql0ZznK5k/RDn6P3PchxMS2CNdxHYAgCnCFEtr/NrOPLqkOLD/gVr3MPrrkVweXpKQkcnNzWbp0KV26XP5/u3nzZtauXct7770HgMfj4fz5KwU0Kysrefzxx8nOzkYQBHw+3xXndOrUie+//55NmzaxceNGhgwZwtKlS/+0cvvwE8HlWlbGWVlZQGCfS4BfjuJzUlZxFp+zmCh7HUTZhBh0uSxKqaeSbQVHCDcF0dhWk2BVQgi+uPQk1EjC9Ng3gAD2cNSibI56y3j8yOfUt8fy/LhXsX82xZ+bcRSDDvLIFxA0xS+df2FWFGK8WPKs6Rpig7bIfR5E9ziRmvbF6S5l87fjUHxV1G18CzVb3ovW6y4M277CVmBDPfg9aKo/qV9ZDPZwBEEgzBLDnPTnGHPbk0TbaiPaIi7zPlEUNwgC8r+UAOseJ+pav4eSb9E0TA9/el1BKcDVyXeV/KzjP5fu3bvz8ssv89FHH1FWdrml9Ouvv37FEteBAwcuez5r1izatm3Lm2++SW5uLmPGjLlqP6GhoQwYMIABAwZw7733VjsF/1n50eDyU1bGgeAS4FJ0TcO/JPPj+0pKPBWUeatQZQvrnUUMC4nH9vnTGEdMRQj2l//qus6CzHX884R/1/67zR8kafF+jKMHIIb75VgE2QiXaH85PZW8nbuBAncZBe4yzjfsT/IE/12j9+270R3FGMfPQajV5LLxxFhszO/RjyJnFU0FD1r2EYQm/dGdlTjKMtFDglB8fk+ioPq9eG7/R+wsOs6TTYbTo9yJqc1QlJzDCNH1weeCymIIjqRZjW5E2mqhyhZUe8hlCf8qVxFb9/wDkyGI1s0mYDFf3GgqyAaEyLroRdl+D5mruU0GuG5iLOHkXSWQxPxGFg0333wzwcHBNGrU6DJ7kY4dOzJ//nyeeeYZBEHgyJEjNGnSBJvNVu1xBf6Zyw+FANeS19q2bRupqalYLBYcDgdnzpwhLi6O1q1b/ynl9iGwiTLAb4TPWUrBno/QdZWYVuOuWWpb5nHwzN732V54hHr2WF5r8wBZjgKadRmLln8a6Yfggk4NawSdYlLYVnAYr+JFcDjRjmYgdmh+1bYt4XXo47mBHYVHiTQFE2OPQjCHombuA0EAt8NfLDD87yiecjTFgyibsVnDSAwJI9IAi7L2UISTsVI9giOseLPysVniSWoxgaL8fYj2OLYUHAbgvcw13Nh8PGZNwPjAR+hl5/F+9iTGu99BAKyKTqI98TKDsB9IP/YJp7P9dt2x0ak0jL8oqigERWK8dy66x4Vgtl9RCRfg5zGx8eDLci7gt4ue2Hjwb9J+bGzsVWcb999/P9OnT2fgwIFomkatWrV45513aNu2LXPnzmXQoEHce++9jB8/nsmTJzNnzpwrltZ+4PDhw0ydOhVJktB1neHDh3PDDTeQkpLy55Tb5yeEKy9l/fr1nDx5Eo/HU31s4sSJv9vA/t0EhCt/HYUHvyJ37XQAanaaRHSL0VecoztKKNa8DNk0Hafq/z/6pvtUbD6BYHe5/0fUYAKfB10QUPd8iyJKuFK6QU4Z1i/WYXxkDGLUtW17K13lODQfBslAhCnY7xFzeB2CPRwt9yhiYlv0GolkffcUldlbCWnQndo9nsJgCWVz3kEe3jkbgNviuzMpIQ3RYkdXFTSfG03QqVAVHt41h6Pl2Tyc0I/BuWextxzoz/d8/SJCQmvEdjcjqiq+Tx4H2YDx1hkIwVEo7koUZzGibCKreB9rtz4NwJDeHxET2fS3/kj+q/m5wpW/V7XY/xq/mXDlD0yZMgW3282OHTsYPnw4K1euJCUlUOoY4CJGe3T1Y0PQ5bX+ZV4HiuLFdGAl1vgWPN98HHNPLGNArTbYFLDuz0Rv0RBVBtb8Ex0BMTgSdeWbCECwPQK90Y1Ij94KNhu6oxR0FUy26k2TPxBkCcHudlwIUC7UlW+i7lriH+OkLxHCa+LzlFOZvRWA8tPrqN3tcQBCLrFrjpTMaKe2IyR3R5BkRKcHQVMIc1bwest78LkrMR3ZgOnYFvSEtmgntqENf4oDGV8RUrCVhFO56DmHAFAPr0duPxxX4TFOLboPgITbF3Bzv8+QRRNW678oAfxK3L4qvKoLUZCxm/4cyst/NH1rtQ0Ek38z11WvuG/fPl5++WWCg4OZOHEin3/+eXVSP0AAAFtcMxJveZ/Em+cRVKsN4J+plFTk8dy+Dxi07lm21ImH0EiSVA/TGqXRJqIR2ytO42hWA1Vz4/Q40MvykFJ7g3xJkttkRV88He/M4VBZhHf+3/C82B/12Ca8ztLq03RdR3OUoqx4A+/ce9DLzqP7LroPoqkIBhOC10N06igkUzBx7e9DlE3oXhd1TaF80P6vvJY8igFiKPrJ7eiqD630PL5lM9GObsI7ayTW6WlE+RSCohMwjHwBZeHfUde/j56xB5M1CsXnQkxsB4IIsgEhuRs+RcHn8o/VXqs1akUBkWGNCA2ph9Fw5f6YX4pHcbE7ZwVTVvTjkz3PUen+bZLWAQL8XK5r5mI2+ytVLBYL+fn5hIaGUlhY+LsOLMB/FrI5GHvcRetevaoM32dP4Oj/EJvyDwIw98RyUpoMwyQIlElGRm/y5/RG1uvKxCoZR0ILgvo9gl56DiGmPvKwZ9Bt4Sih0XB4nf/H2lGMnrUfAHXDh0gxDfCKEqKuUXxkKeFxLVB3LARAWTwDw8gXUCNqI8YmIoTG+K2O131IZHA4kV2eRbSFIwoyavpqjOveJ/mu2aiFBXD2GFLboei5x9ALM/x6ZblHfnh16EVnEBt3Rj3wHXrJWQBM4XVJPr4NMTYKsVY8xse/pUK2s+TsGY5XnOC+JjdSd+BrlOFkd+63tAiNJjQ4/ieFNX8OHqWKVcffR9UVDuVtxKM6CfoTKC8H+N/jumYuXbt2paKigvHjxzNs2DB69OhBWlra7z22AP9h6D43+gVfeTQFrTAbi9dDYrB/0+Pt8V0R7FFkGoIItccRc6FCqlJxoSW1J1oy43v3AXzzHwVNQ8s5RH5kHBWiAEGRfhkYezhCTAMApNS+aNu+RHZWolWVcW7zTFTVC8H+JTqhdjLqwTX+EuGqMnRNhYpCpK5j4cBq9IUvIAVFgqcKZcXrGPpPQlk8HT1jL0JKT9Q9S/F9+zJiYlukdsOROt+O0HYYFX9byKG4OpSqLqSkLhjvmYvxgQ/RS8+jbfoY5ctn0b0uxNBY8r1uZh7ex/KcTF5J34MclcCqrU9yKnslK9Y/gttTevU38xdilKx0iB8KQHz4DRivYR8QIMDvzY/OXNLT04mLi+OBBx4A/HIGDRs2pH79+owbN+5HG/Z4PIwaNQqv14uqqvTu3ZuHHnqInJwc/vKXv1BWVkZycjIvv/wyRqMRr9fLY489xuHDhwkNDWXmzJnUquX/UXrnnXdYuHAhoijy9NNP06lTJwA2btzItGnT0DSN4cOHc8899wBcs48Avx+6sxxlx0K0w+uRB05GCI3BeO88Qo9u5M2UMfhMFlTVwx1bZ1LkqaBpaD1ebX0fK8/tZmhMU9zeEkz5eegluQCoB75D7PsgR0pP41I99Jv4ERICWs4hDLe/Ao4S1GOb0bMPoKkjkarKMYc3IHPDDBLGv4EkGtEB36vDQVMgrAYc2YiyaCpCVDyGu9/2D1w2gSghpfREMNvRTm73v55zx5C6jMHQ6EaU72ajHViJ2GkMFTfdw6jNL1LiqaRNZBIzWt1NaP2W6O4qyDqAEJOAXpwDFxww7QYjIgIaOnFmC6IgYTTa8XorsVoiEYTf1jvFbLDSqf5w2tYdgCTIBJkDs5YAfww/OnN59tlnq3fi79q1i1deeYURI0Zgt9urpQuuhdFo5MMPP+Sbb75hyZIlbNq0if379/PKK68wbtw4Vq9eTXBwMAsX+pcwvvzyS4KDg1m9ejXjxo3jlVdeAeDUqVMsW7aMZcuWMW/ePP7+97+jqiqqqvL8888zb948li1bxtKlSzl16hTANfsI8Puhux2oK98CrxvBbMU37z68r41ArJFEqDWcKJ+KxRRCz9hUalojyXUWEeEoZ4IYScGBDzFbIhBrp4A9HGQjYquBuESVHlGNGVSvE4aQGMSQaASfB98XU8AaghobjzL8SXbtehlveBT1Bs+i9k3Pgj0CMbIOGM2IN/QCayhy835oZ48gdbgNMbkb+Lx4XxuJsuRF0BSkTqMhOBqhpr8SRmo7FDGhLWJsItoBf8mwtvljVHRKLigsZznyUDTVL+/vyueYfA7XrU8i/+0rBJs/kR5mMPJpj7681rYzdzRqitUSwfC+n9Gn86vc1PEljNLP3xyp+lx4HQX4qoq4WrGn1RhMqCU6EFgC/KH8aHBRVZXQUP+XZPny5YwYMYLevXvzyCOPkJ2d/aMNC4KAzeavvlEUBUVREASB7du307t3bwCGDBnCmjVrAFi7di1DhgwBoHfv3mzbtg1d11mzZg1paWkYjUZq165N3bp1SU9PJz09nbp161K7dm2MRiNpaWmsWbMGXdev2UeA3w9BNiEktscw/Dn0gkz0gkzwuVG3foYoyVQZDZRlrqZHyRHmNh/HnNTx2Na+j1CaT9N2f8MkWtDyTiFPeA/nxLl8nr+QD3Y/g0t1oZflVSsUi41uxDDkSTwmEzszP2XDynsoPrcDj7ecjUtGU+nMQ7xQ9SUFR2MY+BimSQsgLA4poS1S837gqULd9gWG0f/nl8z3utGyD+B9+y7kruMw/m0xYnI3f57FaEZqP8I/u+lwK0bVyzMpI2kflcz/tb6PUKMdj7uUbcvuIevw52xdMQHFICPIRnRNRfMUczx3AQfPvEr6+W/xqm4kZyXO9bM5+cFQXIUnftb7rOs6jtw9HH6vP8c+HYWvquA3/ywDXD/ff/89jRo14vTp0z96XvPmV9+btX//foYPH86gQYPo27dvtabYG2+8wbvvvvubj/ffyY8ui2mahqIoyLLMtm3bmDp1avXfVFX9ycZVVWXo0KGcOXOG2267jdq1axMcHIws+7uNjY0lPz8fgPz8fOLi/AKGsiwTFBREaWkp+fn5NGt20c88Jiam+prY2NjLjqenp1NaWnrNPgL8jgRFYBj6NMqGD5A7347xvnfR8k4h1m/pz0UY4cgW/z4Yd1U+LVo9itywA0JsAsK+7xAatEZZ+RbOmx/l2Z3jARAQUcrP43n9TqTu45E7j0GwhqAYjZw6uYR6TUeSefATaiakUZi7DZ+njGO73iQ8uhmSfEFKxhKE4ixG8rhQd36FWDcVdevn/vbt4UjtR6BLBsR6qRjHzULNPoCgH0f5dDIYzBgfWYDc6z7kbnfiQ+Wr5YOoXaMjt0ek0MASiixKqAjIBitedymSZPRv2ARwlOKtKmTZ8bkAnCjcRWrNHnjO7sZTkglAZc4ObHE3VCuO/xS66qH48BLQVRRnEe7iDIz2n5Z5v14UxY3XVYzXXYY1qCZGc6CU+cdYunQpLVu2ZNmyZTz00EM/+/rHH3+cWbNmkZSUhKqqZGZm/g6j/GP40ZlLWloao0ePZsKECZjNZlq18suPZ2dnY7f/dPmkJEl8/fXXbNiwgfT0dDIyAgZG/y3ojhL0iiJ0jwvwz1QFsw25RRreWbfhWzwdIa4h3pnD8c4cjkkwIIr+JVazLRYhOBpCY8Fdibr/O78Mfq97kE/sZFjjh4iy1WZE6hPI6X4JIm3fcnSfvy9ZMhMZkcSJ/G007fEi1tqdOHvKr3Zco/5NSJfYB/uqCjn+2Wi8VQX+JaSgi3tKhJj6iF3HoZ3Yinf27Xg/fwrphpvQjlzw2vC50fNO+q0AgiPxGSQMspUgQxhJ4akYPB50TcVkjaB92lxu6PgMHQd/jMkchs/nQtUVJKeD+uH+m6PUGj0wiAZCE3thq5GKNbYplsRu7MheSpW3/Lred1E2E9NqHJI5BEtkQyyRib/8Q7wKHmcR674Yyuavx5B1eAHaJaZp/8msyDnKgJXzaLNkJgNWzmNFztFf3WZVVRV79uxh2rRpLFvmlykqKChg1KhRDBo0iP79+7N79+7q86dPn05aWhpjx46lpMRfIl5SUkJUlF/CSJIkEhISqs8/deoUt99+Oz169Kg2Z8zNzaVv3748/fTTpKWlceedd1b7yaSnpzNgwAAGDRrESy+99IfLwPzozGXChAm0b9+ewsJCOnToUH13pWkazzzzzHV3EhwcTNu2bdm/fz8VFRXVs6G8vLxqTZ2YmBjOnz9PbGwsiqJQWVlJWFgYMTEx5OXlVbeVn59ffc3VjoeFhV2zjwA/nx8cGQXx4r+K7ijG+8Ek9PPHMdw6AzGpk18PyxKEmn0APA4w1EU/fxIu5ATEU3vpMnQBjrxDhFjiMJQVQlxDfPMmoBdlo+YewfiXhVhclbSLa0WLOv0wISNs/z80kx35pgnVfimCIBBjrUtU0wdRTBY0HVJueg0TAkaT/TI7Y1fhCXxVheRsf5N6aY8i6iKG+94FQUSwBIOjBF0QMNw6A1QfuB3IPe7Gl38awR6BEFEb3VmOYA3BokmM6P0JckY66ux7UGskIY56CSE0Fos9ljpJfjkRVfWRc34ruw++Q//W07gr5Sl8RhMmgw2rMQSMUKffDE4X7ef1XX/DJFtJieqA5lHBqyFYRQTLtRP9lqhGNB79BQjib+5o6XEVo+v+z7yi9CSa6kMUr2vHwp+WFTlHmb7/e9yq/3XluSqZvv97APrWvv5d/v/KmjVr6NSpE/Hx8YSFhXHo0CF27txJx44dmTBhAqqq4nL5b4icTidNmzblySefZPbs2cyePZspU6YwduxY+vTpQ5s2bejUqRNDhgzBZLqg1p2ZyUcffYTD4aBv377ceuutgP/m/tVXX+WFF17g4YcfZuXKlQwaNIgnn3ySqVOn0rx58+qc9R/JT5Yip6am0qtXL6zWi1/Y+Ph4kpOTf/S6kpISKir86+Rut5utW7fSoEED2rZty8qV/gTp4sWL6d69O+BXFv1BtG3lypW0a9cOQRDo3r07y5Ytw+v1kpOTQ1ZWVrWmTlZWFjk5OXi9XpYtW0b37t0RBOGafQT4eeiOEpRlr6EsnYnuKLnkeCl67mFQFbSSs36XxYoidE1DbNwZYhNxpd4ETTojthiA0KQrhsR2mDIOEfrNXHjnPtSdX4HBhFDngtJDUKRfEj++BbKiYncrGI3BGAZPxvTXry4k4T3+vh0l+D55DGX2WIwFOUSIJsK8GpbzWRgU7bLXYI1MxBRWD2fRcTzOIpQ1cyEkGvXwOryvDkPZvhAhKArfu/fj++Bh9NwjaGePIvd9CLn/X/B+8IjfGRPQFQWTD7RNn4Cq+HfgVxZd8b55lSr2H/mQkrJTfLbuDnSjmYig2tgvTbAbbewt3EykrTYjkx9h696XyMnbguu7fLQMzxVtXoooGTDYIn8Xq2R7SF0Smt1BTJ0uNGn3V2TDf34p81tHtlQHlh9wqwpvHdnyq9r9wRwM/L4uy5YtIyUlhUWLFvHGG29w4sSJ6hUeURTp18+vHzdo0KBqz5eJEyfy1Vdf0aFDB5YuXcr48eOr2+/SpQtGo5Hw8HDCw8MpLi4GoFatWtUSLMnJyZw9e5aKigqqqqqqczt/9KwFrnMT5S+hoKCAyZMno6oquq7Tp08funXrRkJCApMmTeK1116jcePGDB8+HPAriz766KP06tWLkJAQZs6cCUBiYiJ9+/alX79+SJLElClTkC7Ilk+ZMoXx48ejqirDhg0jMdG/RPDoo49etY8APw81fTXqls8AEMJqIHca5X9sC0OIjkcIiUEIicH77v0Yx70BRTlU2SwUjX4CozGE1099S8tW3ega2YTykhNE1m2G4nGAZPAHIZ8Hqd0w5M63gyDi+/hR9NKzGCfOx5F3CIOxGYoxiCBrCFpFEXid6BVFCCHR6GcOgepD+X4u8tCn8f5jGELtpkipfZFaD/IvabkcSNYQGg59B81TheTz4jtzEMntQD/kL/LQzx1Hj724FKEVZqKfO452dCNSj7uR2g1HN1hQXBUIJ7aiKR6kdjejfHXEr4IcdKV0i0G2ktzwFgq2HcZui8UgX/kDbTbYGJwyCY+njKWrxuP2lJKRs5bbOi1B3epESvbfzFV6naSXZnC68hxptdoSYQ75zT/nSzGaQ2nY4h40TblsBvifTL7r6pbP1zp+PZSVlbF9+3ZOnDiBIAioqoogCDz22GPMnz+fDRs2MHnyZO644w4GD75SIPPSHFudOnW47bbbuOWWW2jfvj2lpf69T5dun5AkCUVRrnr8Ur3HPxO/W3BJSkpiyZIlVxyvXbv2VUuDTSYTr7/++lXbmjBhAhMmTLjieJcuXa6qInqtPgL8PIRLHCKFsBoXHwdFYLz7HXRAWTIDw4gZKN+8jBoew9p6Zr7P+ARJkJnYdT6jt8wisdNkwkProEkmDKNfQdBVlL0rkGMaUGUQwCgglRdi6nw7YlgcThnmFX5GdNUmBqQ8hOLSEF0VeF+/DVQfUqfbkTrcirrpY8TUPuiCiPjA+xz3ZuMTIdVZBj4vmgDFhxZiskRi9eg4ImJg4lx0DAgDJiEsn41Yrxli405I+SP8wa7lALybPgFAjGmAO6E5e88t51TxXgbUuY2gT/6O1Gk0xse+9QdEo4yn5BQmcxgmq7+IQJaMxNfuRq3YNoiCjOUa0u5BpjAkXcdmjcbtKcVkDEYQROSeFwNIoaeMh3b4K4hOVuTy1A2jMMvX50z5SxElI+J/kcx/jCWIvKsEkhjLL7dq/2Ep6vnnn68+Nnr0aHbt2kXLli255ZZb8Hq9HD58mMGDB6NpGitXriQtLY1vv/2Wli1bAn5B4C5duiAIAtnZ2YiiSHDwz1fBDg4OxmazceDAAZo1a8by5ct/8Wv7rfjPXkwN8Lsi1k3F+MBHoGsIkXUu+5sQFIGuKcjd7gCzHd1ThZbYnvPlXwOg6goOTymtI5IwigYMspnzWeuIikxBLjyL3OMufD4XxZ48Vq9/miEdZiLvXYZycjtSvwepH9SINdlf0LbeIBoYaqOX5/tzIoBekIHU92G/Y6UtDO+79yMEhRORdg/R1hoo3/wfemURhqFP46k4R96ud6l9+ye8vuV+PIqTCR1mE1OvOcZ75qJLBgSzHTltkj8/5HVjvPtt0DWIrIvDk88XB14EoMJdzB1t0rDkHkGv2RJveTk7j06lsvQ0IRFJtOnzBqYLgcRosF1hAnY1rOZw+nadRVHJUSJCG2ElEtF+8WspXOIqKQrCxUq0ANfN/U06XJZzATBLMvc36fAjV/04S5cu5e67777s2E033cTkyZOxWq3IsozVauWll14CwGq1kp6ezpw5cwgPD+e1114D4Ouvv2bGjBmYzWYkSeKVV16pXpn5uUybNo2nn34aURRp3br1dRVd/Z4EgkuAayJYgxGsV+bWdF2n0l3E2lOfEGqKolNwPwx9nkPYd5zhPf6KKIjEBicQY6/NiPpWInUR86H1WE7uQO6ZilqUgy/vJN7U7hw89SWa5sMsmNFP+JWKhc0LSLrlATbmfkO4NQa94CyCNRSp6zgw2ZBaDUQ7cxBsYegZe6AgA70ggyD1Psg9inbYX2GmrHufkJY9cOYdJKPkIAPqjyPBEo9BNSMLBnTNi6s0G9UWhGwOwWgKBoOMXNv/mvWqMowayKIBRfMRbo3DENcGqXEoyso90CWZyjJ/6WhFySl0/WK+x+Mq4fjed5AkEwnNxlUHHa0sD3XXEsT4FggxDfAaJbbs/j+KS09gNAbRr+ssrFx05Iw0h/JW+0fIqDzPTTVaYf4vmlH8u/ghaf/WkS3kuyqJsQRxf5MOvyqZ//HHH19xbMyYMdd0kdz63csMAAAgAElEQVS3b99Vj/+w/P+vPPjgg5c9X7p06VUf33XXXdWPExIS+PbbbwGYO3cuTZv+sTYOgeAS4Gfj9ZRx+Oxa1pz8CEmQ6RDZB/XdxeB0Yz+eyW0PPIUoiUhVZUSZohBcDtT93wHgW/g80g290FfNwZDYmqaJt3C+YC9uPBjrpqJn70dqP5yaESk80+VTzHvXIiR3R927FKntzWgHV6Numo+U0hP17AkUQfff2wdHYwyKRjD7d/ijeBET2iAHxVCv1zR89mCkXd8grrgHJAPCpAW4PJWsOzGX3Pyd1KnRia6tn0QuzEGNqIsUHAUmK5a8Ep5oN5ci1zlqx7TEpBtBNyD37IhglWje9QUyD39Gg5QxqKKZ9WfzKfN4aVK+ijNH/UuzQWENqNNoEFpZPsoXz6Jl7EYVRIyPLkGTTZzN24HX5wBA0y73Tw8yWGgb1Zi2Ub/8hzCAP8D8mmDyn8CGDRt45513UFWVGjVq8OKLL/6h4wkElwA/G5cjjxCzvzY/IaolorMcLSQI3elGd3uxagbU7Z+irp2HYgvD+OAShPoPgQZSgoyeudFfCiwbqGNNYXy/b1HR/cKQ1gfAGoLl2E50dKTEG9HKC5DajUDP2oeyfNbFgUTW5VhcHWIe+hhBkgkxByMbfBj/stBfzeV2YnbaUDftxZrWATX3BBqA6kMtyoY6SeTm7wTgzLnNKJoXj9mA/fhmxBt648GHGlOXYK+LCIcb5c17EO6dhxAcCnYbIhBr7U5UzbZIBht5Lh8nysrpEBeJLaQn8sGPULwOLPaLm30RBAiJQR34CC6jhCQa6dz2GXanz6FhfH8M/yVJ9AD/fvr161ddkfZnIBBcAvxsLLYYTMXHmHTjHEzmUPQzGRhu6YBeUIFQry5a3iG007sAECLroh0pRlmUBYA8MhkxqSNycjc0kxX1s6fQsw8gD3y0uiKMlJ4oTdrhdJzHHhSKQQhBLy8D40UdLiGsBkLTHtTBx96yLFoExSNv+BhfjUZwdAOSJRip43i8L74HPgU9rwjDXRNQnGUQGotUozFi0Vna3PAAUcH1CbXGISsqFlscgjEPd3kuOzMWcPT0Ypom3EwLpRZySAz8y3q4JBmQJP8udoPoA8HNXetXcGNsTSYP+QqTpwhLkL8YQgyNQRr5AgoKyzdNovTAaXp1epG6NTpSI7oFBtkSCC4B/msIBJcAP0qpp5JDpZnEWiOoaYnADIiaRu1andEEHYMpBGfdYMw5RxGCbQi+UtS185DTHkH5+iWEpA7okj8JLURYECPM+IKsiB4nss+DN8u/Fq1uXYDh9ldQVs1BDQ1nw5LbULwOYmp3pqlpKHKZF6lzYwy3/wNdEBBrNkZd8TrBZhs9Oo9Byz5CabshfJKzGWOTFEaaahKqqwghdvSiMnSvD91RhdigNULTHvgWTEHI3EOTO2aSf3wVp44uxRhck8T+M1E/exL1gX9y9LR/39WhU1/RfOBSDE37INiubbGsorI48yRW2cChkiJ8gpHoyKTLzhG8Mm5PPqVlp9F0hQNHPyYuuiVWS8Q1Wg0Q4D+TQHAJcE28qo/3Tq5gcfZm+tVqy6PxvSjL2cH5He8Q2qg3MS3HIHqcmBFJj4yheVBt0FXE1D4ou79FGP0SjspcQiwmpHuTKa7pZW/eIlpovQjbtABaDUKolYyeexip/S2o+1agHVqD1m0Uitefg6iqzEGPMKHtyUBMrYlapwmVjhzsWz5F3+X/8RfiGiEkdCCsqJyJkV0oEBycxEVzwY1hTG/084UI8fFgUBFs3f0zIFe535nSVUFlrl+iw1txFk33a+YJ+Rkk1O3DqezvaBDfH6cAtpBoKn1OClxl+DSFOGvEZdbImubjmdQbiDEooHmxiz68igvjJftcKsUqikQHA/p+xKatU2ja8FYMcmC2EuC/j0BwCXBVdKcLye3h9piO3BbdnPBj29A9leRunonqLqdg9wdEJg9BdLkQygtoXqMheuYeMFmQEtshpvTEo2uEhMSjzJuAa9RzzNz6IC5fJRsyPuOpXp+jOcpwDLwXk2xDtYRi3OAXlJSyDpLS4Unyz2wiqeX9SKtPYhjWAzV3M0p4J07uf4/UsI7VYxXiGqJtP4T63RYQBGIm3YrJKiFoCm69FHPj+uiFWfjeuRu9eT/ocx+m0a+gbFuAGhZHrW6TOb95FsH1uyDJFuhxN5JHoUXK/dRqNIoTledRRX9Z8amKc4zf8n8AvNjybnrVbFU9DrvBSB1DFUtX3wlAh9ZPEBTZmLphyQiCQKW7hNm7HyKvMpNwaxyTur2L1RCMdMH7JUCA/yauy4kywP8Wuk9B3XUI3wtzCdt3iog176Mvn4V+bCvBdW8EwByZgFCWj15VihjXCHXvUnzz/4bv3QfQC7PQVC/Chg8QBAFf3wmo9jDEC8ZYoiCDKFHkOsuiTQ/y2bo72XLwTYTeEzA8+AnGpG7EFVbRzNoSszEIoV8LlGgbYoNWaJqCLaQu7hrxCHfNxvDARwgGK3pe8YXB61BWTpDbhYQBR0QiiwuKyLLH4hn7D3am1Gde+vOUmUBodCN6ZTHmgnwadP870UmDkCQjYsP2SAmtweejXIdm0SmEGu1UeKs4WZFb/T6drjx32ftml024nBf17soqMjldtBef6t9BraFR7Dzv/5urEEEQMf5IjsXnLMVddgZf1ZUSMwH+WKZPn84HH3xQ/fyuu+7iqaeeqn7+4osv8v777192zeTJk/nuO3/V5Lp16xg8eDADBw6kX79+fP7551eccyn5+fm/SHX5jyQwcwlwJT4f6kG/8RoeL1zwo9JXv0ONv35BbNPhCG4n2udTkO98E62yEBwX7HplEyg+BEHEkNAOvayAwuhIlux9lrvb/YPM4gPcENUea04GUo1kzKYwPN5yGsanUViRQYgpGMPGD5HbDUcxmTi56D685Wep2+tZgup1xqB6aBzRAW3PWuSuY/3jkk3I/TujaBpCRDBCjViErB0oCS2pchexJieLWaUlfNGzLwtX/QWAbw+/yW323oifPg2ahvTwZ/gUJ46iY9jiUpB1CfvWBTT3OBG6jsMgG1lwch3JYfUYUrcTXtXH8Hpdq98yp7MApaqY2LDGNG04Ere3jPj4fqiCgFH2FyJYDcFMuPF11p6cT8f6wzEbrr0TW/VUcm7rG5Qc/hpDUCyNRnyIwXal1EyAP4YWLVqwYsUKxo0bh6ZplJaW4nA4qv++b98+nnjiiate6/P5eOaZZ1i4cCGxsbF4vV5yc3Oveu4PxMTEXFPB5M9KILgEuAy9sgotvxjDyD4oKzahV7iRB0zCWyMBb2QNzpcdpe7ZfPRv/oFQu6m/eqq8wF9G3LgzYnAUenk+IoLfLTJjN8XxkWQU7+e9nY/Tp+FdhK5fiLpzEZa/LOTmNi+hhcVy4NgnHD6xgCb1h9BGNsGZdKTEttRseSc522dTeXYvIbGtEHQFZcmLGPr/FeW72eg5hxCGPoM3riFy72TkyhJ8H9yHXpCB8sA/Wb/9rzzW/V3u2rIbBBG7KQxd1+meOJpMbzlRkxcSpMqongqOLxyP5nNhr9mKup3+grbhAwBErxN92NOEGG08suNN+tduxy31exJh9gcHr7cKxVlK5pd3g66T0H4CIS3uQhHAckkAMUhGEiJbUiesCQbJjChce+FAU7w4cv3ihr7KPDTlcv0oVdMocns4W+UiPshOmDmwufLH+O5MJnMO7yff5STGYmVCcip96sT/4vaaN2/OjBkzADh58iSJiYkUFhZSXl6OxWLh9OnTNGnShOeff54tW7YQFxdX7epbVVV1mRGj0Wikfv361W3v3r2bDz74gMLCQh599FH69OlDbm4u9913H0uXLmXRokWsXbsWl8tFTk4OPXv25LHHHgP8jr7z5s0jKCiIpKQkjEbjT7oG/14EgksAAHyeSvD40BdtREs/gVA7FsM4v+DeKW8xlhY9WX7oVc6cOcITHd7D2qQHeKpQ1r2H3HkM2r7lCE26o1dUgE9AXf8+QkgsQlwijSIT6Bx/Cy6limZxXZA80Wg5hxFMVkyH1lLeUOXwiQUAxISmYojvhKAreN+7G0tQBE1GfOS3N/7oETDZMV6Qx9fSV/kHv2IWJSNmEGOxom36GL0gA2QjgtGCx1uOpFbxZY9emCSdJ7p/gVtxsCj9H5ytOMnYJo8SFH4DyEY0n98XQ3GVgMHs35Oi6wjR8SBIdI1LJcocilkyEHOJIrEgSgiCeOF6ndIj3xDRqC8W25UVYIIgYLqOBL5kDqJOj6fI3fAKwfU6Il1SOABQ4vFy26qtVCkKnWtE80yrpgQZA7mbq/HdmUxm7NuB+4LBYZ7LyYx9OwB+cYCJiYlBkiTOnTvHvn37SE1NJT8/n/3792O322nYsCHr168nMzOT5cuXU1RURFpaGsOGDSM0NJTu3bvTrVs32rdvT9euXenfvz+i6L/ZKCgo4NNPPyUjI4MJEybQp0+fK/o/evQoS5YswWg00qdPH26//XZEUWTOnDksWrQIm83G2LFjSUpKuuLafxeB4BIAVfGQe2o5RtVCZFEZyBKGoT3xvfkZemUVcXcO5OWqddxU7zYGBMVhSN8MjTvjm/+Y/4dXVVDTVyPX7oZv7kqwWzHeMQK9MgdMVkzfvsHAdsNAENBfG4MSVQ/v3a+x58xK4lKaEyWH06nVZARdpn55Fzz/KEKoZcQ4+mV880YiuJ2oOxai5/mX6rSCDMTE9hASA+X5eBt1JMvlJqbkPFLviYg39EaIrMXuU/MZ0OtDDLZYCkrSOZO1jA4t/4ZJMFFUlcvE1OmE5xcguI6hl54lvt+LlGduIrrlGERTCPJfvgJnOUJkHQRRJNRop0PMlZIaBtmMagmnXtrLVGRsIKb1nci/Ug5flIzYajQnYejbiLIZyXh5QPJpGlUXVHJzHU58mna1ZgIAcw7vrw4sP+BWVeYc3v+rZy/79u1j37593HHHHeTn57N3716CgoJo0aIFu3btIi0tDUmSiImJoV27dtXXTps2jePHj7Nt2zbee+89tm7dWr2jvmfPnoiiSEJCAkVFV8+3tW/fnqAgv/BmgwYNOHv2LGVlZbRu3bp6RtSnTx+ysrJ+8ev7tQSCSwBUxcXZU8tAF4i4+WnEnRno5Q70Er87omnbIXr3asGyszv5W5MGGBJao3odVI6cTEbeZhpaJGzN+6FuTQefAqUV6MUu9KgYxKBwpOSu6JUlqBs/gspilFZpLD40i925KxAQmNJjIUnUgKAG+L6sBFHA20+gKsqE4YG5GAUBsX5L1O0L/XL94TXRinOR7/+AKncV2V6VpIhYxP37wBqGsng6xNSjyfBnWJF/kLd3/ZNecakMiOtA+tH53NB4DONazyCSSISwYLwf3g3OcizxLQge9RKi/UJgsF2/xa/ZGoE5oTuh9bsgiL9MePBfESUD4jWCVJDBwJMtk9l0roAJTRsSagosi12LfJfzZx2/Xlq0aMG+ffs4ceIEiYmJxMbG8t5772G32xk6dCjbt2//0esbNWpEo0aNGDhwID169KgOLpdK6l+Lf5Xdvx7b+X83gWqxAMgGOw1bTsDrKafEl4HYqzlCjQgICwZZwts+mdrBdbi57jDcuhmPouDR3CzZ/DB7j33E12vuQU3thdQ+BQwyhNgRasVwLHMJmteF7/On0A59j9jzHrTBj+NLTcOn+XMIOjoqOsp3b6Ee/Aa5ZxDKYAMrxY/4+5rBzD42g0pvGVqtxhgnfYnxnndQNn+KfnA1e70lzD6/lVVl+1idvR7RHgFGK5TnwYnteEWJt49/i1P18HXuDuwhDYiKSGbf4fc4m70a/egZtLwSvy8LoJeeg8riq75Huq6jl1einsxGr3Bc9RzgNwssP0WQ0UBa3Ro83/YG6ofY/YrJAa5KjOXqy5DXOn69tGjRgnXr1hESEoIkSYSGhlJZWcn+/ftp3rw5rVu3ZsWKFaiqSkFBATt2+Jfiqqqqqh8DHDt2jJo1a/6qsQCkpKSwa9cuysvLURSFVatW/eo2fw2BmUsAREkmIrYFXfrNR83MQD99DhLjMdw7CNVgRhVVvsksIDHUjCh6kMPisKuO6tLimPAUDE4HevkxjI+NA10h69wKyktPIEgGpB734DabOGTM5xA76C63oF/yX4kLakCt4ARs5aVIKd3Rco8iJGSjN43h4Ga/j31eZQa+0Cg2pr9Dq/rDMH8/D9wOhLRJuLzFLDqzEYAXm41D3bwEud8jSLf8HUrPIwoSN9VsxZIzW2gZkUiINRpBEPh+yxOEhyaQGt8DfcFajGMeQxfdCCYzekUhxF3Fl76yCs/Mj6HCgVAzGuO9wxHstivP+zciiSIWMXB/+FNMSE69LOcCYJYkJiSn/qp2GzZsSGlp6WWujw0bNqSqqorw8HB69erF9u3b6devHzVq1CA11d+fruvMmzePKVOmYDabsVgs1cUBv4aYmBjuvfdehg8fTkhICPXr169eOvsjEHT9gsn5/zhDhw5l0aJFf/Qw/jA0TcWdd5yz22Zhj2lORNPBVJ7bg+IqpUrVqajfkzeOfsyB0gwebTqCtEo3vrqNyMleR+NavVA//AuCKPll6id+jO/UNuTgWHRnGdrRTVSm3ctzqwcBEBecQMuEqbSIro2cs4VgRUbZ/ClSy/4IDdqgCDqHi3ey+MTbpMR0pE/Du1i96VEcznxaJY4ioXYPtjuLOFl1nqZh9TAKMk0kO5Km4jUaWH76YzyKg74N78KFAS86NslEZEUpDqvMl9+NQlHc3NrjU6wuA6JoQggygzMfIbwWgvXKEmG9rBLP1Lf9+2gsJkyP34UQ/Mf6Zfwvc/To0Wqr3+vht64W+7NSVVWFzWZDURQmTpzIsGHD6NWr12/W/tXe92v9dgZmLgEA8FUVcWbDNFwFx3Dk7iY0qRdVeQfQvE7cRScIa3wT+0tPA/BZ5lq6J40kXDWQtGMnYnBLpJufRcs94s+NHFiFvnwmPsAwdiZa5j4kTcMs23ArVYRbauDw6ehAUFRjfP+42V/91fFWio4uwVOWTVKbe/hr/ccwqBpmt0L3Zn9lx8n5IIrookhKWF12FB5ho6uMh+v1RFg9B/XIBrjpHno3uY2zjgxyyo4SdnwbBtlCqKkOvu/nYXvwY0b2/wpvVSFlx5aSd+4A9fq/gskeAeE/ou9lMWG4cwjqjnTk7m3BZsHpKuJcwV6iwhtjt8YhSYGv05+VPnXi/yuDyb8ye/Zstm7disfjoWPHjvTs2fMPG8vv9m04f/48jz32GMXFxQiCwC233MLYsWMpKytj0qRJnD17lpo1a/Laa68REhKCrutMmzaNDRs2YDabefHFF0lO9ps2LV68mDlz5gB+y+MhQ4YAcOjQIZ544gncbjddunThqaeeQhCEa/YR4OpoVWVorlKskY1wFRxDMtqRjDZsYQlYat5A0cGFWFWF1PAGHCjJ4LbaHbF63Qj2aHRJRjAY8f7zPvBUIdRuitx7ItULEF4XgiwjOqqY3P1zChxniA5OoNTtZOupf9K/zi0Ybp2OlnMYt1Egf9c8AARBpGaD/kg1E9DOpGPLPkgXoQayxY6Ql02I18XEzCx0yYAhshjv7m8AkNa8j6teY4rObqNZ49GozWrhyz0AmacQwmIRDRZUScQs2VCC4ojtOxJRNKFXlSPYrv0/ouFFqWWF2DZothB8vgpWbvwb+UXpGGQrIwcsxmaN+p0/qQABfpzHH3/8jx5CNb/bgq0kSUyePJnly5ezYMECPv30U06dOsXcuXNp3749q1aton379sydOxeAjRs3kpWVxapVq5g6dSrPPfccAGVlZcyePZsvvviCL7/8ktmzZ1Ne7q9ieu6555g6dSqrVq0iKyuLjRv96+/X6uN/DZe7lCpnIR7vlf7hl+EoQVJ1wpL6kjB0DkmjFsDRrQQ7fJhNEdRqdR/hmsD/NbmVFR0m0yeoHsbDG0DxIKY9AtYQ8Lr8bVWVIQRHIXUegzzgb+j1mqPc9QZFkoZPE6lpqceSAy9RCxhYZwQcXIuy/DWEsBoYIurBhY2FptA6CLWa4lO8CLWaIHW8FVOH0YjhNREEEGIaIB5ci7T9KzDZEGr66/m1pl2QDFZyzm2hyplHVuEuIpr0x9jrPox3vEGRBMM3vMBXBYcJSupDXmUGa3Y9R37JYVTH1ZP5AJ7yHI58MIAj8wdRemIFuq7h9pQBoKhudF3FpyoUusspcpfze642O3wuzjuLKXSVoWq/vEpId1agVxSiV5X9hqMLEMDP7xZcoqOjq2cedrud+vXrk5+fz5o1axg82L85b/DgwXz//fcA1ccFQSA1NZWKigoKCgrYvHkzHTp0IDQ0lJCQEDp06MCmTZsoKCjA4XCQmpqKIAgMHjyYNWvWXNbWv/bxv4TLXcKaLU/x8eLeHD65EK+v6prn6rIB2WDDYquBL6oR53WVyvgbwFHit+6tLEA7sp5QRSVCUTG+Php18yf4PnsCyWBFlQ0YRr2E1Goghttfwbf2nxBVB90ailfQOLtuGq7vniLYU4koqIxJmoTw9at4RR1vaneU8a+j7lqC1xhGzRGfEzHgLeTGQ/Ee247+f4PQ1r2PoPjAU4Uem4ge2xDVHobnvjcxPLoY1WxDHvMq8mNfI3Ydy84j/8RgsGKQrdSMao5kDkYIjkKwh5PpyKNjZCM6+1y4ys/w3cZJZOVu4LsdT+PW3Fd9fyp9TpzlF3XE3CVZmE1h9O06i6QGg+nX9XWMxmBOO84xZM0z3LbhBc67/p+984yPolz78DVl+26y6ZVQQui9d5AuELpgQ8QCKHZEUfF4RPRYXsEKKhaKvQFSDnhApPcOoQYISSA92WwvM/N+WIxyENsRa65P+T07+zyz+2zmnrnL/y77tbc0vFeaxqbCAwxa/TAj1/6TYp/jl83jdRJaNw//U/0JLnoSzV3+K59pNX93fpNUk7y8PA4fPkzz5s0pLS0lPj4egLi4OEpLw3eLhYWFJCZ+27EvMTGRwsLCi8YTEhK+d/yb44FLrvF3IhjyklcQzrM/eOQDgiHvJY8V9CbwVKLlH0Y8d5zVZzZzyF2A0LArQtBL4O07CS17nsDrN4POBN9kKEl6NFEERISUhpBUL3zH3mscuYWbqBBdBEuzceftJODIo3D7m+glU9h91vtWlICTilPrCChulLHPkOtTuGbLaW7P8vL4/hwC7vAFWmrRj8DciYSWz0IoPIm66Em0E9sQDGaceoHNhat5O+sZyqQA2r7VdK45igH17yRCshMlRqA6itCUcMFhui2ZK2Ia4D2wCC0UwGQI15HYLEkIl1An3l16nHxLDPYW1xLVcCCJbcchiiL2iJp0a/cINZI7odeZWZm3HavORKm/kl0lx36djfwvfAEXq8/tBsAV8nL6v8QzfzIhP8rmsCqCevArCPp/5A3VVPPzuOwRSLfbzV133cXDDz+M1Xphdo0gCAiXOT//t1jjj4hONlEzpRsxEXWondwlfFE/j+YsBVFCQ0NzloGmoh5YjbJhIUZgzL0f43EWE3rzZnQ3zwY1fGFGCYEgoJ+0APX4VsTarQguehJp8P0oBguCKRLVU07ugQU4z2zFmbOFBtd9hKS3ogRc2Gt2xhd0Y9Sb0Mw2cpbcjbXpYHzlORgSokgkQIrVRE6lm+vq1sJUUBzWzNSZwFGAlDmZ4AcPg6sUjmzA+NAynEE3deyNWLR/Jg5fCRNSxyNnbUKq0wYhayPKkn+hGKwYJn8KEXHEGiNpkdgUf8trKdrwEoP7vozLX060PR3zJWImhd5yph76hIEp7eif0p9allhKfQ6OOM7w5dld3JDel2i9gatSW3JFTAoOVaKuPf2y7KushLilZjdOVOaTaIwi43yXy58/kQGp89UoX89DbNoHdIZf90Sr+dtzWY1LMBjkrrvuIjMzk759+wIQExNDUVER8fHxFBUVER0dvnNMSEigoOBbufKCggISEhJISEhg+/btVeOFhYW0a9fuksf/0Bp/J0zGaHq2fYSi7W9TkvUMpl6PIMc3QnOWEFo1G6nVAJQdSxA7jERISAfPt+4VwevE7HOjAsq6+ehvegXl8HrEZn1QRTEcFD+9l9BXb4PfheIpR1QVtLI8hNgUDFFpOM9sRVNDIMrUz3wFNBXB78UtCnyVt5wr0oYQ1/8fvJc1C8kpMyalFbai08xslQF6I+aS08jmCIQHl4EgIvW8GU1VEaKT0VylqF2uJr9sPzsPvkHdmv25pe2/KHTn4o60ssd4igamZsTUb41280yMi2ehBbx8c4thM0ZiqtOdiBptERCwx9T/we9yYEJTekTWxKkESLDE4/dVUhZwcs+2V1HROOk8yxNNh/H82usAGNLkbhIT2/zgnL8USW8hWVF4sU4f9IZIIsVf9i8smGzI3ccid7oaJB3Cz1Aj+DuhaRqaqgAagihfcKM6Z84cli1bhiiKiKLI9OnT2bNnD6NHj8ZkMl160ovWUEED4S9Ws3TZPo2maTzyyCPUqVOHcePGVY337NmTxYsXA7B48WJ69ep1wbimaezduxebzUZ8fDxdunRh48aNOBwOHA4HGzdupEuXLsTHx2O1Wtm7dy+apn3vXP+9xt8FTdPwhzyoSoiS/R/jKz1B3lf/IuSvRD26GalhV4JLniPYdRTbSlbj8RQhdR+L1HE0cuYUgkIIqUYTpCtuRohJBVMEWtdrCO39N0LhKZSN7yI17gEmK0Kn0YQUP9qG91FWv07ojdtIbDGGusNfJ+Oqtyne8x5KyIvOHI0YlYzF46O3vhli/nF2FG0gu3QPx4p3sPfsV5TZzAiCA7u/AvG1GwnOu5vQsuc5UXmYc8074EpMQbjmSULjXkHtdi3rts+g3HGSHftnkxqZQdvUvqxYdzc5+ev5csMUypUKXjw1C98tsxAsdlRNJRDyomkasjECvS0RnS3hB79Lxe+i8sDn5C8ciS50a/kAACAASURBVLbpZdSS45z96ilskgGzHL7bTzBGUeEtQkCgZWp/bKZE4PJofYmyHkt8A5ISmhIXVw/ZeGnZ/h9DMJ2PRVUblkuiqkFcjlO4Kk6hKsGq8T179vD111+zaNEili5dyjvvvENiYiILFizA6720C/ri+UN4XQV4XGcvmP+vwGUzLrt27WLJkiVs3bqVIUOGMGTIENatW8f48ePZtGkTffv2ZfPmzYwfPx6A7t27U6NGDfr06cOjjz7KY489BoDdbuf2229n5MiRjBw5kkmTJlUJsz322GNMmzaNPn36kJaWRrdu3QAuucbfgaASILt0D/O2P0y26xhRbW4AwJzaCkQJMb0NWsCLOGIalWYTvpAHoSSXwJxxaN5KNCWILiIRNeTHm9EUZ8PWlEs+1myfTnZaLEF7DIGm3Tljl+GWVwg07YrHmR9uHQzhDDK3gzXlG1AFjYDzHH7nOZTyfDRZByYLoQNrUI5vo25cawREREGihr0+a7c/yuIvx+HXfyuhoukMZJfv59Udk9EsUfgkDVdKI9wqJMaFK56jIusgCCJlFSeIsKaGP68xhqDip9h1BicB/L5yzm58CWfBAYoc2YR+4j+yGvJRsi/cyMmZswVRkqk4/h/kgkO82WUK01uO4/6moxH1cUzs8iZSVBc+PpdNvufyBPQhrDmmM0ch6X763fHfnZVnzjJ0xTo6frqKoSvWsfLMT4tVBf1OVCWIqoYI+r99ui8uLiYqKqpK4ys6OppVq1ZRVFTE2LFjGTNmDBAWt6w6h5UrmTp1KgAlJSVMmjSJIUOGcNXocezauZ2Ar4LFixeTmZnJ4MGDmTJlChCOWd9www1kZmYyduxYzp79hXG235jL5hZr06YNR48e/d7X5s+ff9GYIAhVBuW/+caw/DdNmzZl2bJlF41HRUV97xp/B7zBSl7bfBf+kIeswk38s89iojP6IOotyAYbIVGPv1FHDp9YhLeknJbNJiBXVoDPibr330jRyYiCjE+nEDRZEC12Vm95lLKKE+Tkryd10CJKJBdfbn4UQRDp1v4fnIlMpEvXTpjajQBRImA0smbbQnok9ieFJNjxH5S8LELX/IMTKx8kY/ArBNUQhwu3MLnHPBAEjIIRhzMXWTKGn3TGzUKoKKaydgPWbrud1il9EAUd8sliDCl+XHoL7ds+REfFj05n4j/rH8AfdDLwilepdOdjsSQyd9uDJNhqEylayP5sIgHnOYR9H5E46jXcQQeR0o833xJ1JuJaXsu5zbOJqNXlfFdIAUFvIsUUTbotGVEQ0QkyzqCHl7a+BkBFwMXz7W7Hrq+u4v+9WXnmLE/vOoRPCT9NFnh8PL3rEAD90344ZqXTW/F7isN/G76VUuncuTOvvvoq/fr1o2PHjgwYMIAbbriBefPmMX/+/B91xc+YMYO2bdvy4gvP4SjNxuv1cfJ0HnPmzOGDDz4gOjqaioqKqmOHDRvGsGHD+PTTT5kxYwazZ8/+xd/Hb0V1SfFfDAGRGHMKZyuPE2mMw+8tI8KaiFEVCW18HyxRFMaa2HUgfBEUBJnWjW7CcMdCNE8FodhUykMlbNr1fxSW7Kd/t5lEWGtQVnECg96OKBuIiW1Et3bTOHTsE+zWNGpbUtEVnyHw5u1gsKC77S0GNbiNykA5pvwjaKd2I3a6GnfJMTQ1hKs4C3NGL46fns3q4/OJMMbyYLcFXNv/Q3SyGUQDJaZK5EAJsimSOzq8hMGcxAtHl9HElsJQuTGmirMErZGcCHqoK5no1+15VBR0Ogsp1jaUe8vp3/xhHAE3x53nMJ53YQmijChIFzXq8gadCEgY/6vtsKS3ENNkONENMlHRcHuLSLtmHhWqiyhJXzVPjDECRVMxiDr8apCalgR0QvW/1x+B1w4erzIs3+BTVF47ePxHjYso6bFFhZMzvitKarFY+Pzzz9m5cyfbtm3j3nvvZfLkyT/5nLZu3cqzzz6LKEnYY+thR+Or9z+if//+VYbpGw/Nnj17ePnllwEYMmQIzz333E9e5/ek+tf/F8NmjOb2zi9ztuww8bbamGQTpRUnSMzJQ1k+CyE6BdPYx6uON5vjCJXkItui8VvMfL5mHH26PkthyX70OiulpUfo1nYqTWsPJTI6nd2H5pF1/GPS0/rQt8vTlOdtR7Sloez5NyhB8FSg5h+ha53BKIKKPGgyQsiPIyYFl7eUxPq9iAxqsOAhxt/0HPllWaTENIGSU5z84l4kg426w+cQMsfji6hDpDcXZ8UJ1lScZUXeVia1u4/g8yMg5MfQ/QZSG7dl/9pZNGx9BzZrbfIrjxIXlY5ONrK9LIc5R75gVK3u3DX0FSpPbcCS2gos0VgM395ZVngL+WD3E5h0kYxoNhmb8dvXQt5yCre9ibf0BKl9HkO2JRJUAyTp0hD/K5hu11v4rOfjnPOWUduaiEVnvPwbXs2PUuj5/vqlS41/F0EQLpmiLkkS7du3p3379tSrV68qznsp/P6L071FUYLzRkv4gc6kf0b+Wp/mb44a9BGoPAf+EAZLM3aW+ynz+4iMqBkO2hqtaKEAkaKNEf3epU+XZ6md3BnJGoGogTF7PyPb/x9KwEv99KEM7/oSTU8UoVs+m6SIeiCIHDkRFqjLPvMfQkE3CREZaIfWIve6BSGtOUJsTTwp9dlRfhKdP4hmi6FSkph78j+M2jKTMdvnUIkGjkKsQY0kdwiDolF+dCWa4ifkKcFbcIgIfwWrcguxRdShYa2BpJhjsclmBK8Dvmn5e/YYlYX7KS/cx+51jxLMOU0KibiOr8WkhhhVuwcr+z7DhAaZ6KwJxDW7CktMXSzGC10Wq4/NJ6twM7vy/s3R4m0XvBZwFVG8/2NceTs5u/ZprJKZWEsKZv3FgXS9pCPJHEOrmAyiDL+fGm01F5Jg/n4jf6nxn8LJkycvaMR1+PBhkpOTsVgsuN3fFizHxsaSnZ2NqqoXFHN37NiR999/HwBFUXA6nXTo0IGVK1dSXh4uaP3GLdayZUuWL18OwNKlS2nT5vJkIv7aVBuXvxAhbwXHP78NJzombljNP3ft4O3sXEoq83DWrIvu3k+Rb5iFUY7FnO8n1dqUMlc+BtGM8v5DKJ/8E+mNO4g3pdCh+R1YsrNQdy5BzdmLemY/EhJN6l8NCNSrPQiDbEFY+BBCXE2cZ/fAtY/jv+FJ/lOZzRunv8Lpc6Ce2stpk4HdZeEukuUBJ16zFeHuBQRkHcbkpoiiTHSDgYg6MzpbIpb4hliMdlrG2pEElYCnhBZR6SzvcB92cyxSj3GIGR2RMu+nqGgPAJHR9RAq3KilJRRtfpWQz4mkeLHrjIRUlecOfsQ7x/9NReDiXix1YsKJAQIiibawC0RVgvgd+QTdJTS8cQmJvR7CnNgMQQoHcDVNI+guwVeeQ9D7bXW72++gtCIbpyMXf/CnZw1Vc/mY2CQDo3Thpc4oiUxs8j2tFX4iHo+HqVOnMmDAADIzM8nOzuaOO+5g1KhR3HLLLVUB/cmTJzNhwgSuvvpq4uK+raN65JFH2LZtG5mZmQwfPpwTJ06QkZHBxIkTGTNmDIMHD65qHvboo4/y+eefk5mZyZIlS3jkkUd+8Xl/F03TCCoqrmCQ0GXoZFotuX+eP7LkvqaphM5nH0nGSARPJZqzBMEWC0YrqqsUxV1G0BpJSNAwYMRZdAYtIo6PCotppe3l6LGFjLryA8wBI4GXPgz3JUmI4dw1TYk1RaObdz9aaS6IEspd8/k661X6J1+Df8tHFA28k2x/ORlRNTGH3KiKD1GUicJKaO8K8l1HcJxciyAbaTDmE27a/TZj6/TiiugMHKKAomkU+h08e+BD2kTVYaAlBtVxilr1hnF66WRqD3gaV/5uzAmNEHVmBFVBkAxUylZ8e+cRVbc3QcGC4fVx4K5A6nkzauuBuMUQBiRCATcGr4S49TjBtol4nSex1ezIudIDWCJrMe/sHj48tRaAF9vfQZeEpkBY1iWgBDEI4AlUIEt6LPpIDLKZgKuIw/OHoYZ8RNTpjqnVSKKj6mM0h5WTg+4SjnxwHSF3CdENB5PafTKCzoizMpeitc+i+j2kXTkDU2SN3+U381fn50vun+W1g8cp9PhIMBuZ2CTjR+Mtf3WCqsqpSheKqmGSJVKtZuQfqbX5OZL71U8ufwICzgKOvHc1h+YNQa0sJvD2HQReupbA3Anhfikb30ddcD/SuWwqy44jfPEctrcmEPH6OCampXLy5Gdoqoo/6EITBHCF27tqFU5kQceHJ+YgX/88UrsR6Ma9jCbLNEjrh5ZSj8Cox4hwO+i66QtseUcIKQqfr7yeRavGEpBEhMY9CLqLgHDwE0HkhXa30SM6nVJPCU8f+pjXjy3HE/LzQutb6OEt5Pi6Ryk89RWqphHd/W6c/jKK97xPyFvOqaX3cmj+UMpzNrPy1BmEtG44z2zFKArgLgc1hLLpfQpdp6lUKvHLEjkhGy5zNGqflggREXhKjpE1LxMl6z8ovnLijd/WcUSfd1eV+53MOvgpt256nmx3MdGWVKLNSRjkcEBfU4KoobBPPugqxOspQRXC92F+bzlBxU9Ch/EIkgFVDaIG/aiaijt3B64z2/EUHqRkzwe/eM+VgAf1G2WEav5n+qcls3hAd7aM7MfiAd3/9oYFAA0UNfybDqq//jNGtXH5E+DK303IW445th4iAlrRSQC04pywJpirHP1tbyMlNcBmjIfzr+NxIIYC1K89iCt7vMC+I+9R5s9Hd8twxGb1CN3Un1W575IaUR+3xYyv/3hc0bEcf/9a5Jz9hFCwhIKYFz6AuvffmBY+QLQQrq2wWZIJihpBk4XkXg8R1+Ymoq9ZyOryk4Q08IVCOHRGJtTLJN4YxbLczYiSntikljTocB+de72AW/Pwyr7HeHXPNKL6PIQgyHhLjgMaZQc+poZRRI2oga/0BJJkQB4zE7Fpb4LXzWB17udogBL0EHHgDSx6Px99NRZv0EnpwUUAVGavxaS3k1mjA692uJt3uz1MsjGKSmc+YsjN7rLj5LgLefbAhziDF/ZTlww20no/hj2jD4lXPIDOEoteZ8XvLWfvun/w1ceDOVd2kFqZM4lpMJAzax7HnbuD6BodzgeABSJqdfrZe61pGr6yU5xe+TAl+z8l9AuFKaup5scQRYFUqxmbXkcNqxnpV5bJqs4W+xNgS2mDzppAQuMRIIjorn4q3Lmx41UoOxaj7ltJSBAQmvTEllgXYdR0QofXoWa0QTPZqJPak0gpkvgaVyOYYtBEF9KwbqD6yYy+Hb3JyjNfj6HSV8KVDSbQovv9hJJbsKT4EJlRDZAsUWgeBxhtSJKOgT3nYDXHc65wF5WuXE7kfEnnrs9x05YXKA84STRF8WbnB5iy+RXubDicN48vp0dCMwoqj7Hq5Ds0T+5FgiyyPXsJ5d5zABwq303n5P6YE5rgKT5CfKsxpEWbCeDH0vNhtJ1H0I6XERp0L9nug1zR4EY0VaUcFVPHCXgUP/VqX0m5K5f4ltdStPtdohsOwmiOwWC001CUWZ63jdXecoantsVZdpAXWt3IiA3P0jm+KcbzsRQIS9oHBYGohoOw1e1BSFNIkozIspGgz0Fx3mYA8rNXUa/VBI7OG4amBKg8s43G45bSaOwSNE39RdXzIW8FOV/+A09hFpWnNhBZqwuysboXUTW/PpIgYNPrsOhkxMugv1htXP4E6CMSqX/NuwhI+FU/kk6PkHkfgtlO6KNpAAj2RLTcQ2jOEvwo5NetxfHTC2llvZUYYzJC1jrUrPXIPW9GcxSDqEf37+NElFRQ8dBgKn0lABwq3EDbljO4fddb5LqLWBKRyoKbX8VVnosal0xZ0Ekw6GXF8lF0ajWZCFsaDmcOgaAbrxJ2I7mCPjRNQydItLUm8Un7uxD0Bt7aMgmHr5hTZftplNCJpjX6sObURwiCSMOkrmiiTK0BzyBoImga2UvvwJzQGEvXexHi7Cgfr0LMOkn6TZmcsUisLdrDOydWYpT0LOh8Dw0bXINekNGndie+1fUIog7ZFL4wbyo6xPMHP+aBxsPwK26skbUQCLGi91MYZQOm83Uw5X4nMw99wilnAU+0GkdtWxL67+yFJBuo2WAkuceXktHyZkRBQh+RjL/8NHprAoIooTP/QEfLH0GQdBiiauIpzELUmRBk/Y+/qZpq/gcuh2GBauPyp0DTVNRQgHLvWbbsfYnUpA7Uir6KUGU+cXe/j1BeCAIg6lA2vY/Sdxxrvr4F0CgpP8qI3u8gLXoKgGBJTrj18IldEB+D8/reqJJI2xoDOV22n6FN7kEyRBJUw/Iop12FVOoNlFhgzurhmPWR3Nv9HXp0+CcJcc1RkRjc9x0k2crrHSfzRe4WhqZ1QUNjdse7cex6D9+p9cQOf5m0qEYcOLcOuykBX8iN1ednaofZyMZIzHIkxTvewV92mpQeD6B6JWr2fxI14EYNuCDKjPzAOLSQQqVZ4HjlcbYUZwHgUwIE1CB+xYvVnIyihdDJBvwVuZQfW0lkeg8SjVG0ja1PvOBh1tfXIyBwW+dXqGFKwPqdKvocVyEr8sLpyC9mfcZTrW+t0hAD0Bvt1G19G7Vb3IIm6jGYI8kY8Tq+ijMY7Wn/k2EBkA1WUrpOJrbpSPS2RGTT3090tZq/BtXG5Q9OqbcCU8hHZf4ONud8hs2aTE17U6I8LkLGGNbsm0mT9BFEmuIJmWLQhj+ALIm0bTaRnQfeINKWFi7SMkeCx4EQUwMEAbFhNxwZCpMOvsFZTyl31h/I3U3vRQu4cDtOMrv9XXyRu5VeMfUxHfqazdoOQmqQSl8J+RVHCbrPsW7b48THNuXKzs/jObuHyPxd3N9+PF8WHeSxvfMxiDo+7HAXJlnPC0dWMKHR3fStfxN6yYRBMlK8cgrekmPoI1OpM3gWJXvDAfBzG18g+YqpHHtvIorPQULbmzE0G829+1aS53FQLzKO8Q1aM6PlOF4/tpx2Men4/SUYTfVZljWHYvcZxjS+n6MfjkFTApRmLaVh5iweaHI1e0+HdcI0NMo9hdgs6Wwr3U3LmLpEGyJIscQSo4+gNFBJ+9iG6P+rUDKoKGwv8/OPbftpEBXBvzq2INoSi87y41IyPxWdOQqdOepXm6+aan4Pqo3LHxynqxgbOiJT2tIztSWy349u0XOEsncg9J5I29YT2Z31Duk1+6EJGiX5X5N19AMa17uKof3m49MCeNGIvvV1tJIchIS6BCUJWTSi6nwU+SrwKwEaG+Mxrf8IPBXQ7koETeH2mj0Izb8PIaUBPTqN5GDBemyGaNLsDfh84z/QyWZ6Nb0PcfPH2OJqoqvZlZITa/jaE26F4FeDFPgrifc7qR/ThOHr/kWfpFbc32QUEQE/5aZoEETiW16HKBkQJB2aEkSMrUso6Ec5H8x25e3A2GQ4hx3hrLRD5QUkmqLQaQEmNxyJKmocrcjFpaocKdpMvuM43owJYSlzwplfsihSx5pMTMYYyj3nMOmsNEzsTOZX0/EqAfqntOO+xqM4Xengg25TUNUgOsmI/B3JDwB3SGH+kVP4VZV9pRU4AkGijdW9UP6urF69mkmTJrFixQrS039+D58xY8bwwAMP0LRp0wvGvV4v06ZN49ixY2iahs1m480336S8vJyJEyd+r6biH41q4/IHJqSEiC84jfreVIKPfMGnK0YzovOLyCd3Ebj6Mfxp9fly3b043WfJzvmSawYv5cv9cwDYdWAuCckd+WDf09zSYRZ7AhXUT22ILOuRlBCCL4A1v5BXW9/O6uL91C0tQv3qTQCMOj3BK8YS9DjQXXknXiEAh1YxtdMbSHoLFlVHz85P43bno885jDujKXm560hLHoJV1jGpZnvKAk7SzPHUia6DtUU8AzSFTpFpmGUjZlWAnV9Qo2ZfaDUOKTIJTTTSYMznONxFFAoicToDMU2G4yk4SGr3KfhkM/c26caqvKPcWK8t80+sZGPRPuZ0nMydm18kz11MvNHO083v581NEzjrzSNj5FwqT20gpsmwKndVpCmO69s8jiCIFHqdeJUAAGX+SrYUniLRqGPulgfJdxyjV8YN9G9wK0adpWpPzLLEsDqpZO1yUMtmIUL//dIg1fw9WLZsGa1bt2b58uXcddddv9q8CxYsIDY2lueffx4IKwLodH+u31p1KvIfmKDiQz69DwBVUwmFvJws2IR07b84YQmRXXEIsynsjtHJZgRBIC2lKwCpSR0x6uyMafME+aX7qR2dhjNYjipoCDoLAc1BYdFH1PS7GV+7N5L528wmMSoVLaig10RCQQ/522ZTvv9Tct8bg1xZgqYGkO31qZnaDzW9JZu/up/TRz5hy8rb0UUmkyKZeabxKG5PaEbl2v9DcZXCyc24P76ZondHo9MUtMKTaJ9MR3ttAkL5ObStn6Avr8B0TiDBlIAzpJHcbgK12tyGbI7F4MxjUHwqz7QdyKbCrSw+s55mUekYRIlSXyUA5QEXsdZa3NVtHrXiWmNNakZUu/EcCqi8f2IXpb6wLIdBNqOXjETKBma0uJFhaZ15tPkNFPs8pJrN5DvCLYp3531JQLmwyl4vSVyRmsAXA7szu3tbYqqfWv4UrDpdxrAvsuj84T6GfZHFqtP/e0sEt9vNrl27ePLJJ6vkWYqKirjuuusYMmQIgwYNYufOnUBYwuWpp55i4MCBjB07lrKyb9dfuXIlI0eOpF+/flXHFxcXVzU/BKhTp06VvL+iKEybNo2BAwdy00034fOFE2nGjBnDc889d9FcvxfVxuUPhuZzo1YUoFQUUuarxNdxJGJ6W3SKxhWdnqTMdw61Thu8osLyo3Np0/o+enZ5mhFXvo8gGGjbaiq9+nxEVMYd7KrwsfTgS9hkK76Di9GLEh5Jx2n3Wc5seApdXF1OOw+ybsc/CUbFI946G/mWOYj1OqGfNZrgvLuQo2tgS+sIgGyOQW9LxOsuwSRK6J2FCAYL0vmAtySbUUNeUATsBT6iiozEtZ9EuUEmMr0H6UNept5Vb6N4K5EH3IPYaiBSn9sQolNR175F6MsXsMRFYkFHlGyBE9sRopI5vHA4xz4cg+vgZ1g8hVyZ2JSP293DPytFIo5sYXaHO+mT3Jpn20xkU0Eesba6WAzhLLFCr5MJGz/hpUMbyC7OIeAqwn3uAAFnARafm16r32PK8ZPEHtlO16QaHHLk0zL1Ssz6SDIb34FRvlgy36rTEW8yVrvD/iSsOl3G0zvyKPQE0YBCT5Cnd+T9zwZmzZo1dO3aldq1axMVFcXBgwdZtmwZXbp0YcmSJSxZsoQGDRoAYbmYJk2asHz5ctq2bcsrr7xSNY+iKHz66ac8/PDDVeMjRoxg7ty5jB49mlmzZl2gY5aTk8N1113H8uXLsdlsrFq16gfn+r2odov9gfCF/Min9xCafw9Iesx3zKPUbGV/t6HU8pWTbK+HObYlQihIo4SuuAJOskp20rnmUCqLjmOwx4NgRG+MJVanUEen0dx8K4Hj64jM6AuSkcVndxHyu+hqicOY2pKNq8NdQp2us/RqPY2QtTb25c+ArENIaYRWWYovYwANGw5EUxUqfB5y5TiMvhA6wYBBMNA5822Kz2wkJrElsmxBLK0kNPcLAOTebThTt5gETyT6DQsRajRFyuiAltwAIfM+QCDw/ChQVYSazVHjYrDozQiShFqrJf6K06jnNbo8RVnYM/pSszyfCEWH+uVsBKDRiEeZ3uomgqqCFgPW7/SD/6bu+NY6zUn3F1K4fQklBz5FkAw0GvMp6vFtoKmIRiunE+N5bN8H3F6vP2PTx1AnIg29XK1s/Gfntf0F+JULK9D9isZr+wvoV+uXZ+MtX76cG24IN+MbMGAAy5cvp2fPnjz88MOEQiF69+5dJZUiiiIDBgwAwrL5d9xxR9U8ffr0AaBx48bk5+cD0LBhQ1avXs2mTZvYvHkzI0eO5KOPPsJgMJCamlo173ffc6m5fi+qjcsfhMqAm6yKHFqV5oIlGlylKDn7kOq0ppM1FSyxGEWRoKbikI2MW/clDaPSSTZbaB2EwsW3k9DjAajZjighhE5V8QpmDMYECur24rWCPVyf3pduCc1xBN3YkluhFwV0soVgyI3NmoJiq82MXYd5os1wjF1GU3RsORa1nCyHymlTBHVNBra7Ajy3L6zTNbtjF5pWFmL0e0lNH4DPU8zejdNplnxTVb96wReilqU2yuePQ0UBWv4RpI5XoYqQU7AFmyWZmElvo/lc+HQ6/v3VrWT2mo1JikawJ6LXycQ0GYGv9AQpXe/DY45mq7eIdEs8yZ1GY9j8ESgKeklGL138c441mHm54zBqSBDK2YCvIgcATfGjBNzoBk1Gzc9C6jaGVkYT3RKasb7oCL1SOl7U26WaPydFnu/vOnqp8Z9CRUUFW7du5dixYwiCgKIoCILAAw88wLvvvsu6deuYOnUq48aNY+jQoRe9X/hObck37i5RFFEUpWrcYrHQt29f+vbtiyiKrFu3jr59+1YdD2HZ/+9K+V9qrt+DauPyByGkBKgZClCqcxN10yzErYuR67YjzmBB05kQETnmKeb5I1/wWIvxlPn9rD+Xh11vYFScBdkcQ0RsPWRBhxhSkAwRKJLMwty1zD0W9gfHmaLZVXKMjUUHeKLlOHpG12N4z9eodOZht9YgAJT5AxyWo4ndMQtf6UlESwwtGw1mce5WGkV1oeg7CsDFwRCO6CgsFaA7mscp1xcU52/BWWc49mE9odKNr306suZAbNobdecXiGOfxy8EkQSVlPi2ZJ1czFlRJimhNUu+vB69zooaCgfZBUFAZ40jKa0HqrUu/lP7mSWU8O/8HYgILLnin1jrdUGs0eh7v1NHwEdIVWganYRRU6gwRZHU4TYKJT3mhCborHFIHUchaQqCpCMaeLjxVfi9FVh8FYQkHXK1dP6fnnizjsLvMSTx5l8eIF+1N4+KbQAAIABJREFUahVDhgxh+vTpVWPXX389O3bsoHXr1owaNYpAIMChQ4cYOnQoqqqyatUqBg4cyNKlS2nduvUPzr9r1y7q1q1LZGQkgUCAEydO0K5du198vr8Hly3m8tBDD9GxY0cGDRpUNVZRUcG4cePo27cv48aNw+EIp5pqmsaMGTPo06cPmZmZHDp0qOo9ixYtqrLeixYtqho/ePAgmZmZ9OnThxkzZvCNuPOl1vijYw4FKFo0iYItc8j+8mG0njdi3vsl+DxMP7EUpwgzDn3KwYrTLDmzjpkdu9MntSYvtu1CrDWJ2gOfJX/jixyeN4Szu97Bq3jIdpyhob0mkiAiCyItotPJcRcCsKHwAKoo4T6+FvXYevyWZBae3Mn09k1ItFgxRtehxsCnKQ2V4Ss+iBpyc8um5xiZnsGI2hncUK8hEYYQQ75+gkJbBFpuCRktx9Ox36sY7PE4WqTi6d0Sk8WK3RAD3cYg3rWAM/vmcfSD6zjx2QQkVaFFQi8ai7VRgz4aZ4xkYIen0Icg4CrG7zhLyFeJ4K5EW/wcmqbiOi8mqaIRFEBq0Cncq+a/cAS8vJa1iQEr5zL3yFbciESm90AfmUJKt/uJbjgIUTYgiOIFzaC8R1aQu3AERxZehb/8zG+z+dVcViY2S8QgXViFbpAEJjZL/MVzLlu2jN69e18w1rdvX6ZOncqQIUMYOnQoK1asqHKbmc1m9u/fz6BBg9i6dSuTJk36wflzc3O5/vrryczMZNiwYTRp0oR+/fr94vP9Pbhskvs7duzAbDbz4IMPVuVkP/vss9jtdsaPH88bb7yBw+FgypQprFu3joULFzJ37lz27dvHk08+ySeffEJFRQUjRozgs88+QxCEKmnnyMhIRo4cybRp02jevDm33norY8aMoXv37pdc48f4vSX3g65isuYPRdNUMgbOxKjKCDoTmjWKY2oIk97KguzlLMndxDW1enJ3SS1CFQ7Ek2cR+3VESbNyeN5gAES9FdOwVzFb41hwcg2Da3TEIhuxySYe37eAYp+Dp1vfQqRsxVG0g+T4Vrx4bDcfn9qHXpR4scMQGpt07Fw9BUfpEUCg2dB3uXHHG3zUbRpoOraWHqAiUE603kyCOZH6tjQUfzlFqx4lUHmOGgP+xcYjbyGJOrrKLZA2fox4+5sc/fB6Qt5wE6RGN36BNvMavH0nkFe7CUGdgdpuD5aoRA6/fzVqwE2N3o/iTqxLtByJQZMpDjn58OxOmkak0T6hCZGmiw0LQLHXxYBVc4GweMGK/uOxo5CzchqVOZtAlGl84xfobd9m5GiaSv76mRSfL+asnTkTe53ul2/Tq/nF/FzJ/VWny3htfwFFniDxZh0TmyX+T/GWn0vLli3Zs2fPb7be5eIPIbnftm1bIiMvFNxbs2ZNlf9x6NChVZ3ZvhkXBIEWLVpQWVlJUVERGzdupHPnztjtdiIjI+ncuTMbNmygqKgIl8tFixYtEASBoUOHsmbNmh9c44+OZLJTb/Q86gx4Fv3BTQTnTiTw+i0IgkgAIzes/Q9dEzrzbrdp3FJ/IAGdgLBxL9q5IoSEKCSPi9hmo5CMduztb+XLogOcqsyjk702RypyiJRNZFfm8kjTa3i57XgkVeSVw5uxxbckoPioZQ5nRQVUBYsko4k6ZH24vkOUdJh1Zt7qMoUNxQc57DpF57i6+EvXs+foy0RLIYp9ZVCRi/vcfoLuYkp3v0dMRG0qnDmQXA+paR9E0UDNvjMwJzQhpdtkQrKRwPjXOZpSmxt3zubWLbPYrdfwV+ajBsJpw5UnN7A3bxXLsueh6CTKPr+N4Xn7yTi8AvMPSNLrJIm+KfUBGFijETpBBE1FCZ7vEqiGQLvQJy0IIgltxhHTdDiJ7W7FmtTs197man4n+tWKZtHgRmy6ujmLBjf6TQ3L35XfNOZSWlpKfHw8AHFxcZSWlgJQWFhIYuK3j6iJiYkUFhZeNJ6QkPC9498c/0Nr/FEJBdwE/A5AQxeRhN6SiPL1R+EXlSBqKECJT8GvKEzdupUb6tbnlkZJqM3rI9RKRTIaUUU36pyJJAy6B/PIq3gvbwuL83cwok4v7ILMknwHHm+A5pYEVCUIQR++E2sYX7c3iqqx+PAc+qXfQr22/bDojMTKApqrlOY9ZnA2dyNx8c0JyDYEJciHp9Zy1lPKe50msu/sfwBYevAlrms1HWNUbWSTnZDXQURGb0q82fTu8jRGa03Emm0JVZZi2P5vagx4hq0VxUxf+yEPNbsCv/BtF7wcVyHdUjsQUacHgco8bK2v5VDWM9hN8aiCQFKnO3Cc+IqkTpOQTZeWSLHrTUxpdgV3N+mKQZSJNJgAE7X6P0nRnvexpbVDMlyoWqwEPEgGC6k9HkQQxL9cT/Nqfj/+Ck8tP5ffLaAvCMIFGRN/1jX+F5SAG0fJYbasmAhotL9yDi5bBlGDpqCWn0GJiEPWW2hhFBiXUR9HSGFknQwUxU+p+yinCr6iuOQw/ds+ii6tKeon09FdeRejW1/J1YntsPu85OpMpBjB5D7D2bPHOH3oI2o2HIkRqFjzBCn9nyQlIh05WEEDWywBVyHnvn4Cc9ubWFZ2jFYxjXnv1AmW5WaRYLLxWKvruG3L/2E1RGPR23EHKkiPa8e2khN0SmhG7Ih5aKrCCX+IhmkdiTBGVO2BYrBCs/5UCDoe3B1+onzmwNd81PNanm49gURTLIkmOzpTBKm9H8Xpq+BEZRap9vpc2WACStEJYhpmElWvb7hj5Y/srd1gumhMb0sktdt9F40HXEXkff0ssjmW5A4TkKu1vaqp5n/iN701i4mJoagorA9VVFREdHT40TQhIYGCgoKq4woKCkhISLhovLCw8HvHvzn+h9b4o6EpIRSfk7Jze/imGqO8aD87igrIk3U8VLKdd4t2YRACmIOVXF8rDaM+j6cOLMDnKybKGEeGFkufJncgGe2Iwx8mNGku1mZ9iXxlHBGzrkZ7byonC/eRbgGjLZasrTPxOPM4vP0FohsNonb7OzEg0TalH4e3v0AgUMnp5Q/iKztFmdHG3OPLcQS9bC0Op+8Wep1EGyJY0G0qHq+bad3f4+4rPsSrT+Plo8sIOgqQdSqF/mzqR0cQaYq8wAAYzRaMDTqhl2RaxoQ7AfZMSkdQNbwhPfdsWcZrR7ZS7vdiMNmRLbEkRTZlQP3bqdz6DqLOiCDJSHrLr3rToGkqBdvn4sheS+mBT3Cd2/erzV1NNX9XflPj0rNnTxYvXgzA4sWL6dWr1wXjmqaxd+9ebDYb8fHxdOnShY0bN+JwOHA4HGzcuJEuXboQHx+P1Wpl7969aJr2vXP99xp/BILuUvI3vEjJgc8IekoJuItISu9LfFp3Ymt0wZDWjQ4JcZz1FHO8Mp/RCc04Nn8YRxaOxHlqPadc5yj2Owj5KynZ9jammLpIegsBBIpkA2dx4Qm5wOcCQImrRVHQw2F3AYKoIzqxFQBRCS0gFESdcwvahveQfW5adf0H53K+pvawl6nR+zFibUnoRJlV+VuZ1qIXTaOSuLdxF2zeMmprAu4vHyN/xUNEoefdUxu4q+FQZFnmuXU38Pb2Kby17X7cfgcel8rx/QHKS0L4g+EU41hzJE+1uZIlvcdyTUoSTk8Rr2ZtojLo54ucQ3hDAULeckzeCpJkE/rS0yQ2Hoox5ucLA/4UBEHEHP9NkFLAEJlyWdapppq/E5fNLXbfffexfft2ysvL6datG3feeSfjx4/nnnvu4dNPPyU5OZkXXngBgO7du7Nu3Tr69OmDyWTiqafCvUfsdju33347I0eOBGDSpEnY7eHsoMcee4yHHnoIn89Ht27d6NatG8Al1/i9UZUgZ7fMoezQIozxDTCndUTxVuDX28hPv5LKgJvHd73Nm53uo0lUCjUscfjKz6CdD1oHzh2gbZ3O6CQLVnMClhZXc2b1dHylJ0joO4PKpKasdVXQ01qDmvd9ilSeT5HRxNrjS7k3uS2qKNGow72oIR+ibAT1vGLwmYM446LI3/4aDcZ8hqvoMCU73sHWMJNFVzxOWcBJvD6Cp1v3RSnIQnb7KD95EG/RYQBCpzbwToc7MYh6/N5ifOcD5k5/KWrAwKYv/JQWqEgyDLhR5rwqC7GmCPYcmse5gp10bDiJPgm1+OhMFg3tCehFkbObX6b04CIMUbXIGPnmry5BX+JzEFRDWGQTEXoz9rq9sCQ0QdSbfzCWU0011fw0Llsq8p+Ny52KrKkhzm6ZgzN/N3SfzHv523mw7kBkSSak+vCEApSpIZINdmSfA6c5CosSonjzK4TcxST3nEaJYMPrLsOiNxAr+jmyMGx040a8zoTDn1LgLcco6Xm/091s3vAAvbu9guoKohOMmCI0dq2dSlRcEypKsmjVfQbie9MQB97FyU0z8RQdIn7E69gj05A1BVE24Di9CceJNeQ0nsITu0tpn2hjUvMkrI79nF50B4IgUGfIi+R9/RwZI15HEUSyHYfYmbeSPvVvIkqqzVef+qgo0RAE6DM2SGz0t64yj7eU4oLdJK3/N64mPfElZmCwRhOhkzj6wXUEXWH3ZqMbl2KITP7V9qLE5+CG9f+i0FfOlCajGV6zK3rpz6U4+3fn56YiXw4aNmxIvXr10DQNSZJ49NFHadWq1UXH5eXlXVImf//+/TzzzDOUlJRgMplo3Lgx06ZNw2S6OF74R+DnpCJXV+j/RnjVEPqW12FvNop/HniPHSVHKfNVMqNubzYvvQkNjQ79X+Hc6ieJqtcPe3JrimWJLbXaE6u3EqE3YyzPpXLFZDy2eMRBz2NJaYOnYD+SJQ7hvIdTRMBoiKJ/l6cRvSVYiSO0eQ/ala2o1/JWco99Qd3m40DWs6H37TS3RKOzxhJfewIVsgGTTo/FaCfkd1J+eBmuvJ3UqdmT1664Ap1Oxm6UkeR0Go1djOJ3ULT7XWSTHUQJoymKxuauNEjoiHS+yVbXwXqO7PUTV9OPoAteECsxm2JIrdEDukZjnnc3lpga6G96BU1vJrXHg+Svn0lkeg8k/a8rw1IecFHoCysNfHl2J1emtq82LtX8bIxGI0uWLAFgw4YNzJw5k3ffffeCY0KhS6fLl5SUcPfddzNz5kxatmwJhBWS3W73H9a4/ByqjctvQEAJ8vW5ffxz7zya2GszuckobtjwLwySnrLCvWjn6y1K8rejM0ZybutrmAY9h3fjWwzv+zgVgEGF8r0LCXlKCHlKcBYfJ7rPo9QQ9fhEmTkd72FtwR46xzcmUpQR9XZUwUuQAOKgjqiKj52rp6AqfgrPrKf7VYt5K/cw/tMHGJkxkgFpjTGhEG0Mux0lnZnkTpM4teJBQqf+Q52MrujM56VQ9OHeKEG3gcR2tyAZI9B9x5X0jWEJKEFUs49GnVQ0TcCsv7gFsCTr0NKaYpiyGAQJwRqFAETU7Ihl1DuIshHJYLnoff8LMYYIuiU047DjDJMaDMVaLU75l2dTdpCPdwUpcWvEWgRGtdbROf3Xu6FwuVxERIRT27dt28aLL75IREQEp06d4q233qo6Ljc3lzvvvJPp06ezdu1ahg4dWmVYAPr37w+ElUYefvhhcnNzMZlMTJ8+nQYNGvDyyy+Tl5dHbm4u586d46GHHmLv3r1s2LCB+Ph4XnvtNXQ6HT179mTgwIGsX78eSZJ44oknmDlzJjk5Odx8881cc801v9pnvxTVxuUyoQQ9AGiSgXK/l1rWFEbU7M7Hp9dilg0s6PoQ8UY7VjVAYc46NE0hpU5fTu1ZjD39CjyFWbjyduI5uw/PsZVINToS1XAgFdlfIRsjMFtjqQz6OIyHZFMcYsDLdTU6c27HWxw78Dnpw+dQvOcDKk+tJ6nrPaipLTGaY/E48zGYolHReLHDYAq8bpItkdiNF17AA6qIGN2I+te8iyDIyKbIiz6jzhKDznLpnvHZzrPcvPE59JKOhd0ewiZ+/89NkPVgu7BNsCgbEOVfLmlf4XdxtPIMVtlMmjUe23dEKKMNNv7Z8kaCaohInQXpv7pNVvPXYlN2kDc3BQicr5ktcWu8uSmcXPK/GBifz8eQIUPw+/0UFxczf/78qteysrJYunQpNWrUIC8vDwg3/Lrvvvt4+umnadCgAW+88cb3iloCvPzyyzRq1IjZs2ezZcsWHnzwwaqnpDNnzrBgwQKys7MZPXo0L730Eg888ACTJk1i3bp1VbI0SUlJLFmyhKeeeoqpU6fywQcfEAgEGDRoULVx+bMSdP9/e3ceF3W1P378NRsMuyCCaZISYF5zDUVT01BQVNCvganllv4sy2umeW9pWnFdstIWl6Rr3Wtalg/XRCvLNTVQEW9u4K5gCALDvsx2fn9MfBJFY1OUzvPx6PGAM5/5zDmTzHvO9j5ZpO5diFqnR9Pl7zy7+yuKzSb+FRhKsbkEV50TXvpGXMwv5GihhW695lEszJzPT8dryDKcBZxb+xxqrR5H77/h0qwThQJUFjOPPLsWc1EWKTvnoX+gHdd8e9BY50zB9jcwh83nWsIXAAiLEUPyNgCuxi1HH/EhD/d+j5LcizTxaktycQmTDnyDu70Dy7pF4nldcMktFqw5ZKTELBjdxR13h+otKvz+yiFKrSZKrSYOXkuimZNXzd/cSvouNZ73T6wF4D/d/0lbD99yj7vZ1W5vSLp3rU0wKYGljNFiK69JcLl+WCwxMbFcqqs2bdrQrFkz5drs7GxefPFFlixZgp+f35/eOyEhgcWLFwPQtWtXcnJyKCiwrQJ94okn0Ol0BAQEYLFYlMVMAQEBSiADlJWyAQEBFBUV4exsy8JhZ2dHXl6e0tO6U+QW5DvAkPw9Oad/oCj9BCczUyg0G7EiiM9IZVqbp2modyXXaGT8zjhmxf9KXGYhJo09rx5bzRtJm8hWq2g1ZjN/e24rdi6NMWqdKEbN/3KuYjEVc3bDixRdPY5j044YLSaM53dTlH4SVGocvR8FQKXW4fD78lp3vz54OzbkeJEBu0ZtyRIqdqedxyKsZJYUcjSr/LkP/7ti5udzZg5dsvD9ieqnJR/s0w0PexeaODbkca/W1X9Dq6FsTgVsRxhLf12ZhRWvWbpVeXV06NABg8GgnDDp6Fh+ntDFxYUmTZqQkJCglPn5+ZVL0ltZ16fV1+l0yjzmjWn2y45FVqvV5dL0q9Xq284F1RbZc7kDHBoFAFBqSKG954M86t6YHGMxI/0DcdHZJurMVqEcZPXDbwa6Nm7IN0+8gTbnMlmHVyI6/z+yzvyEc5P2WD18efHAJlILcxnVog3jR9lWZhRrtAQVZnHl5w9x8PRHpbGjxYAFCKsFjZ0LvuGLMBVcozjzNBmF+Xx97hwZJf/jad/2RLVoT1zGZfQaHd28W5Srf1M3NSpsWzt9Pf98yMhqMWH5PRmlxsEd9e/nqvg4e7Om5yxUKhUN7e/st6QbjXw4FKPVjLudC+08/vybolR/eTqpKgwknk61txH33LlzWCwWZavEjXQ6HUuWLGHcuHE4OjoSHh7Os88+S1RUFL169aJdu3YAbN++nY4dOxIYGMi3337LSy+9RHx8PO7u7krP434hg0stEkJAfiZOTk1oM3oLZmFCq7VjUZdBWIXA3f6PbzPu9nZ82L0jJquJVu5uOOid0BZmcvq7GTRqP4yUnXMpuHIEVGpajdmModR2GuOaSyeJatEWtcqevRnZPOH5AK2fs3XFf9v3MYakrTTwC6ZZ8Bto7F24GvcpuRd+xthvIUm5tqW9F/KyeMCnNTHdo1CpVHjYl/+W1cRNxcKnHDBboYHDn/8BlhoucvqbMaBS03LYF+g9bMFKo1Ljqb95ruZuaKh35dVHh6Li3k4BJN15Qx/TlZtzAbDT2MpromzOBWx/+wsWLECjufWXMUdHR2JiYhg7diyOjo707t2bRYsWsWDBArKyslCr1XTq1IkePXowadIkZsyYQXh4OA4ODrzzzjs1qmtdkPtcflcb+1xE3jVKFz8L+ZloB72GptMg22T1LWSW5PLesW/QqNVMaz0UNwSXfngTl2aB5J7fS8GVBFCp+duYbzlrUbH2/FEG+7QmwMUDvb0jpRYLDhoNKpUKY0EGJz4Ls91YpebRcd+hc/LEVGyg+NppzA0D+P63c1wqMDDePxBPvdNt61YVafGfcjUuBoAm3afg/djIWrmvJN1KVfe53OnVYn8Vcp/LXSJKixHFuSCsqBxcEfmZkJ8JgPXYj2ja94PbfIBvSTnAT2m2Mdi27r4M8w3GJ+RNTIWZNPDrgyFpG05NO2LR2LPy1H7c7PQsT/qFOYH9cVKpcNT+8b9PrdXj3ek51EKF20OPo1bb/nB0Du7ofIIAGOEfiNliRlvBccAVts9iReTkIVLTUbdoisq14m65e8swso5vBJWaBn7Blbq3JN1N3R6WweRuk8GlBkTmJYxLR4GwontuKeqmj6B+pAfWtDNo+04Ce0eySgopMhux06ixV2toYP/HB3RLNx/lZ3/XBwHQObqjc3THVJhNw7ZRqDQ6ciwWTude40pRLjq1hj9ma/6g1bvi3WYY1gNfY13zFoRNRrR8HJWu/B6OygYWAAqKMC5aCcWlqJp6Yff8UFTON29otHdrSsthqwAVWsd7M1GoJEl3lwwuNWBNOQ5W20Cu9dwhNP5B6Ia+jbCYUDk2wGAsYfIvGzmde40+Tf3p36w5bT1aKMtg27i3YEPw26hR437dWe3GgmucXjsGU8E1fCM+wN2nC4sf/z82XzrOk038cbOrePeuymzEsutzAEwb52I/5RvQ1WCDoBBQatsPIAqLlXxkN72uSo3OybPCxyRJ+muSwaUGNK17YT21B2EsQdM1CgCVoxtl08fG0iJO514DID7jMv2b+WK67vREF51juc19ZUoNFzHl244UyPx1Hc5NO9DM2Z1JrXvctj4qrR2qRs0R1y6i9u8KmhrOqTjq0U2IwpJwAm2vzlBBr0WSJKkiMrjUgMrFE92wuSAEKsebV0U5aO0Y7R/ID6nJjPLviEWY0VfiA1/v4Yvewxdj3m94dxyJWlu5PEMql4bYTYhBGItR2TujcqzZ8l+VnQ5NQHPUfj6o1HJLlCRJlSeDSw2pHG79Ae5mp2dsQBBRLdqhUanQa7U46/48UOicGuL3VAwIKxp71yotpVW5eFLbC29lYJEkqapkcLnDnHR2OOmqPjylkxPjknRPu3btGvPmzePYsWO4urrSsGFDZsyYwaBBg2jRogVCCBwdHZk3bx6+vr7Ex8fz+eefExMTU+XX6tChA4mJiXegFXeODC73qHxTKbnGYnQqDa52ehy0tmWUhtIiiswm9BotDfUyP5Yk1QUhBJMmTWLw4MF88MEHACQlJZGVlYWPj4+Sc+zrr78mJiaGBQsW1GV164Qc77hHHbp2mf/78T8M+vEzrhTmApBnLOHD43sZ/OPnTDqwgaySwjqupSTdHy6cMrHx0yK+XFjIxk+LuHCq+jnzAOLi4tBqteWyCz/yyCM0bty43HXXp+K/Xk5ODi+++CLh4eEMHTqUpKQkAAoLC3n99dcJDw8nPDycH374odzzsrOzefrpp9m9e3eN6n831Nuey969e5k7dy5Wq5WoqCgmTJhQ11WqkoRMW3ZTixCczbuGn5snRquF/ekXADibl4nRarndLSRJwhZY4rcbsfy+ULMoXxC/3bbEvkWr6m2sPHPmDK1bV5yM9fLlywwaNIjCwkJKSkpYu3btTdfcKqX+smXLcHZ2ZsuWLQDk5uYqz8nMzGTixIlMmTKFbt26Vaved1O97LlYLBaio6NZsWIFW7duJTY2lrNnz9Z1tapklH8ggZ7NCG7iR6dGts2Wzlo7prd9kgccXRnpF4ijVu44lqQ/c/RnkxJYyljMtvI7oWxY7KeffmLGjBnMmjXrpmsSEhKUvGTXp9T/5ZdfeOaZZ5Tr3Nxsq1BNJhNjxoxh+vTp90VggXrac/n111956KGHlPMUBgwYwI4dOyp1jsK9wtvBhXc6D0SjUuGssx2apdfq6Nn4YQI9m6HXaHHSVf8wLUn6qyjKrzh94q3KK8Pf3/+mIauKBAcH8/rrr1f7dcpotVpat27Nvn376Ny5c43vdzfUy55Lenp6ubFPb29v0tPT67BG1eNmp1cCSxm9VkdDvZMMLJJUSY4uFS/Ov1V5ZXTp0gWj0cg333yjlCUlJXH16tVy1yUkJODj43Pj05WU+kC5lPqPP/44X375pXJd2bCYSqVi3rx5nD9/nk8//bTa9b6b6mVwkSRJKtO+h44bU+pptLby6lKpVCxZsoQDBw7Qp08fBgwYwKJFi/D09FTmXCIiIli0aBFz5sy56fmTJk3ixIkThIeHs3DhQiWl/sSJE8nLy2PgwIFEREQQHx//R501GhYtWkR8fHy5AHSvqpfDYt7e3uW+QaSnp+Pt7V2HNZIkqa6UTdof/dlEUb7A0UVF+x66ak/ml/H29uajjz66qfzXX3+t8PqgoCCCgmwZyhs0aMCyZctuusbJyanCZctle1zs7Oz47LPPalLtu6ZeBpc2bdpw8eJFUlJS8Pb2ZuvWrSxcuLCuqyVJUh1p0armwUSqmnoZXLRaLbNnz2b8+PFYLBaeeuop/P3967pakiRJfxn1MrgA9OzZk549e9Z1NSRJkv6S5IS+JEmSVOvqbc+lqq5cucKQIUPquhqSJFXClClT0OnkHMrddu3aNWbOnFmu7MqVKxVeqxJCVH8nkSRJUh04deoUrVq1qutq/OVU5X2XPRdJkqRqaNWqFQEBAVgsFnx9fVmwYAEODpU72A/gwoULzJs3j0uXLuHk5ISPjw+zZs3C07NqR4YvX76cF154oarVv+PknIskSVI16PV6Nm/eTGxsLDqdjq+//rrc42az+RbPhNLSUp5//nmGDx/O9u3b2bhxIyNGjCA7O7vK9ajO+TB3g+y5SJJU7+UmmMj4zoQ5R6BtoMIrTIfbY7U3ZxN6xl8cAAAR90lEQVQYGEhycjLx8fF89NFHuLq6cuHCBbZt28b777/PwYMHMRqNPPPMMwwbNowtW7bQvn17goODlXuUbbBMTU3lH//4B8XFxQDMmjWLjh07kpGRwSuvvEJBQQEWi4W33nqL3bt3U1JSwqBBg/Dz87un9vPJ4CJJUr2Wm2AibZ0R8XsSZHOOIG2dLeV+bQQYs9nM3r176dGjBwAnT55ky5YtNGvWjG+++QYXFxfWr1+P0Whk2LBhdOvW7bYp+xs2bMh//vMf7O3tuXjxIlOnTmXDhg3ExsbSvXt3Jk6ciMViobi4mMDAQL788kvlcLJ7iQwukiTVaxnfmZTAUkaYbOU1CS5lPQaw9VwiIyNJTEykTZs2Skb2/fv3k5ycrGRQzs/P59KlS7e9r9lsJjo6mqSkJNRqNRcvXgRsmUdmzJiB2WymT58+9/yCBhlcJEmq18w5FS+IvVV5ZZXNudzI0dFR+VkIwRtvvKH0asqkpaVx6NChCu/73//+F09PTzZv3ozVaqVt27YAdOrUidWrV7Nnzx5ee+01xo4dy+DBg2vUhjtJTujfZ15//XW6du3KwIEDlbKcnBzGjh1LaGgoY8eOVdJ0CyGYM2cOISEhhIeHc+LECeU5GzduJDQ0lNDQUDZu3HjX23E7aWlpjBw5kv79+zNgwABWrlwJ1K92lpaWEhkZSUREBAMGDODjjz8GICUlhaioKEJCQpgyZQpGo234xmg0MmXKFEJCQoiKiiI1NVW5V0xMDCEhIfTt25eff/65TtpzOxaLhcGDB/P8888Dd7+N2gYVp9a/VXl1JCcnc+bMGa5cuUJhoe34cbPZzCOPPMK///1vzpw5g9ls5sKFCxQWFhIYGMjBgwf56quvlLmVQ4cOcfjwYS5fvgzY0u1v3rwZi8V24uyVK1fw9PRk6NChREVFKf/OtVotJtOdOfisRoR0Xzl48KA4fvy4GDBggFK2YMECERMTI4QQIiYmRrz77rtCCCF2794txo0bJ6xWq0hMTBSRkZFCCCEMBoMIDg4WBoNB5OTkiODgYJGTk3P3G3ML6enp4vjx40IIIfLz80VoaKg4c+ZMvWqn1WoVBQUFQgghjEajiIyMFImJiWLy5MkiNjZWCCHErFmzxJdffimEEGL16tVi1qxZQgghYmNjxcsvvyyEEOLMmTMiPDxclJaWisuXL4vevXsLs9lcBy26tc8//1xMnTpVTJgwQQghaqWNJ06cqPTr5xw2ilOvFYiT0/7479RrBSLnsLFG7Wrfvr3yc1JSkjCZTCIuLk5pZ1pamrh69apYuHCh6Nevn+jbt6949tlnxW+//SYuXLggzp49K8aMGSN69eolwsLCxMsvvyx++eUXcfbsWTFw4EARGhoq3nnnHeV1NmzYIAYMGCAGDRokhg8fLi5fviyEEOLdd98V/fr1E1OnTq1Reyrj5MmTlb5WBpf7UEpKSrngEhoaKtLT04UQtg/m0NBQIYTtD3fLli03Xbdlyxblj7ii6+41L7zwgti3b1+9bWdRUZEYPHiwOHr0qOjcubMwmUxCCCGOHDkinnvuOSGEEM8995w4cuSIEEIIk8kkOnfuLKxWq1i+fLlYvny5cq/rr7sXpKWliVGjRokDBw6ICRMmCKvVWittPHr0aJXqkXPYKE7/q1CcnFYgTv+rsMaB5UZlweV6ycnJwmi0vY7RaBTJyclCCCFSU1OFwWC46TqDwSBSU1OV8huvuxdUJbjIOZd6ICsrCy8vLwAaNWpEVlYWcPOJnI0bNyY9Pf2+OqkzNTWVU6dO0a5du3rXTovFwpAhQ7h8+TIjRoygWbNmuLq6otXa/izL2gG2Nj7wwAOAbRjExcUFg8FAeno67dq1U+55r7Vx3rx5TJ8+XRkqMhgMtdLGsqGiynJ7rHaXHlekbOLdw8MDDw8PzGazkqJGq9Uq+16uLwfQ6XSYTCZMJlOF5fcrOedSz6hUKlSq2htLrkuFhYVMnjyZGTNm4OzsXO6x+tBOjUbD5s2b2bNnD7/++ivnz5+v6yrVql27duHh4cGjjz5a11W543x9ffHz86N58+ZkZWUpwbTM/f5vtTpkcKkHGjZsSEZGBgAZGRl4eHgAN5/IefXqVby9ve+LkzpNJhOTJ08mPDyc0NBQoH62E8DV1ZWgoCCOHj1KXl6e8g23rB1ga2NaWhpg++abn5+Pu7v7Pd3GI0eOsHPnToKDg5k6dSpxcXHMnTu3Vtqo0WjufoNu4/oeiqurK0VFReUm2k0mk9Jbu3ECvqzHcmNP5caezP1GBpd6IDg4mE2bNgGwadMmevfuXa5cCMHRo0dxcXHBy8uL7t27s2/fPnJzc8nNzWXfvn107969LptQjhCCmTNn4uvry9ixY5Xy+tTO7Oxs8vLyANt+iQMHDvDwww8TFBSk7InYuHGjsoM7ODhYWe32ww8/0KVLF1QqFcHBwWzduhWj0UhKSgoXL15Ulq7WtWnTprF371527tzJokWL6NKlCwsXLqyVNt5LH7oWi0UZprNYLBQUFKDX63FxcSEnJwewrXR0dXUFbF8mcnJyEEJQVFSERqNBp9Ph7OxMQUEBZrMZs9lMQUHBTT32+4mcc7nPTJ06lYMHD2IwGHjiiSf4+9//zoQJE5gyZQrr1q2jSZMmfPjhh4DtwLQ9e/YQEhKCg4MD8+bNA2znd7/44otERkYC8NJLL9GgQYM6a9ONEhIS2Lx5MwEBAcomtalTp9ardmZkZPDaa69hsVgQQtCvXz+efPJJ/Pz8eOWVV/jwww9p1aoVUVFRAERGRjJ9+nRCQkJwc3Pjgw8+AMDf35+wsDD69++PRqNh9uzZ99y3+htNnz69xm28l4aZLBZLuY2Rbm5uuLi44ODgQEpKCgaDAZ1Op2ysdHZ2Jj8/n9OnT6NWq2natClg69E0atRIGR718vJSejv3I5lyX5Kk+45MuV83ZMp9SZKkO+yTTz4hNjYWtVqNWq0mOjqaxMREnn766Sql3q+vZHCRJEmqosTERHbv3s3GjRuxs7MjOzsbk8nEF198QUREhAwuyOAiSdJfgOmXfMwbDIgsM6qGWrRD3NF1dan2/a5du4a7uzt2dnaAbW/LF198QUZGBqNHj6ZBgwasWrWK2NhYYmJiEELQs2dPpk+fDkCHDh0YNWoUu3btQq/Xs2zZMjw9PcnOzubNN9/kt99+A2DGjBk89thjNX8D6oBcLSZJUr1m+iUf08pMRJZt+bPIMmNamYnpl/xq37Nbt26kpaXRt29f3nrrLQ4ePMioUaPw8vJi5cqVrFq1ivT0dN5//31WrlzJpk2bOHbsGD/99BMARUVFtGvXjm+//ZbAwEDWrl0LwNy5cxk9ejTr169n8eLFvPHGGzV/A+qI7LlIklSvmTcYwHjDuiWjwLzBUO3ei5OTExs2bODw4cPEx8fzyiuvMG3atHLXHDt2jM6dOyv7scLDwzl06BB9+vRBp9Px5JNPAvDoo4+yf/9+AA4cOMDZs2eVexQUFFBYWIiTk1O16lmXZHCRpGrKzMxk/vz5HD16FDc3N3Q6HePHjyckJORPn9uhQwcSExPLla1ZswYHB4cqpVE3m810796dyMhIXn311Sq34a+grMdS2fLK0mg0BAUFERQUREBAgLIHqzJ0Op2ynFqtViv7ZKxWK2vXrsXe3r5GdbsXyGExSaoGIQQvvfQSgYGB7Nixgw0bNrBo0aJyO8nL3O4s9esNHz68yudz7N+/n+bNm/P9999zq10FVc3DVd+oGlb8HfpW5ZVx/vx5JZcY2JboNmnSBCcnJyX1S9u2bTl06BDZ2dlYLBa2bt1Kp06dbnvf7t27s2rVqnL3vV/JnoskVUNcXBw6nY7hw4crZU2bNmXkyJEAbNiwge3bt1NUVITVamX16tV/es/Fixfj6OhIr169+Oc//8m6desAW/LOiRMnsmXLlpues3XrVkaNGsWaNWtITEykY8eOgG23e1hYGAcOHGD8+PG4ubmxePFijEYjzZo1Y/78+Tg5ObFkyRJ27dpFaWkpHTp0IDo6+p7aoFgbtEPcMa3MLD80ZqdCO8S92vcsKipizpw55OXlodFoeOihh4iOjmbr1q2MHz8eLy8vVq1axbRp0xg9erQyod+nT5/b3nfmzJlER0cTHh6OxWIhMDCQ6OjoatezTtV2SmZJ+itYuXKlmDt37i0fX79+vejRo8ctU6ZffxZImY8//lisWLFCCCFERESEcl5HTEyMWLp06U3Xl5SUiG7duoni4mLx9ddfi+joaOWxJ598Unz66adCCCGysrLEiBEjRGFhoXK/xYsXCyFEufq9+uqrYseOHbdt972iKqnfhRDCeCBPFL16SRSOPSeKXr0kjAfy7lDN6jeZcl+S7rK3336bhIQEdDod69evB2wriqqbbiYsLIzvvvuOCRMm8N133ympUK63a9cugoKC0Ov1hIaGsmzZMmbMmKGkf+nfvz8A//vf/zh79qzSyzKZTLRv3x6A+Ph4VqxYQUlJCTk5Ofj7+yu5vuoTXVeXGi09lqpOBhdJqgZ/f3+2b9+u/P7mm2+SnZ2t5DEDarSRrn///rz88suEhISgUqlo3rz5Tdds3bqVhIQEJRjk5OQQFxdHt27dyr2+EIJu3bqxaNGics8vLS3l7bffZv369TzwwAMsXryY0tLSatdZkq4nJ/QlqRq6dOlCaWkpX331lVJWUlJSa/f38fFBrVazbNkywsLCbnq8oKCAw4cPs3v3bnbu3MnOnTuZPXs2sbGxN13bvn17jhw5oiRXLCoq4sKFC0ogcXd3p7CwUMlULEm1QfZcJKkaVCoVS5cuZf78+axYsQIPDw8cHBwqvRy4uLiYJ554Qvn9+qMFyvTv3593332XHTt23PTYjz/+SJcuXZQd4gC9e/fmvffew2g0lrvWw8OD+fPnM3XqVOWxKVOm0KJFC6Kiohg4cCCenp60adOmUnWXpMqQWZElSbrvyKzIdaMq77scFpMkSZJqnQwukiRJ1dChQ4cqXX/+/HlGjhzJoEGDCAsLY9asWYCtN7Bnz547UcU6JedcJEmS7oKypJRlGymTk5MBW3A5fvw4PXv2rMvq1ToZXCRJqvfMB69g/jYZYShB5a5HG9ESbeemtXLv+Ph4Fi9ejIuLC6dPnyYsLIyAgAC++OILSktLWbp0KT4+PmRkZNC4cWPleS1btsRoNPLxxx9TUlJCQkICzz//POfOncPR0ZFx48YBMHDgQJYvX86DDz7Ipk2b+Oyzz1CpVLRs2ZL33nuPzMxM3nzzTVJSUgB46623lEwNdUkGF0mS6jXzwSuYvjoGJisAwlBi+x1qLcAkJSWxbds2GjRoQO/evYmKimLdunVK+v2ZM2cyZswYRo8eTYcOHejevTtDhgzB1dWVyZMnc/z4cWbPng3Y0gBV5MyZM3zyySesWbMGDw8PcnJyAJgzZw6dOnVi6dKlWCwWioqKaqVNNSXnXCRJqtfM3yYrgUVhstrKa0mbNm3w8vLCzs4OHx8fZSNrQEAAV65cAeCpp55i27Zt9OvXj/j4eIYOHXrTsvHbiYuLo1+/fkoK/7LsD3FxcYwYMQKwZWp2cbk3MhHI4CJJUr0mDBVvbr1VeXVcv99IrVYrv1+fTh/A29ubyMhIPvnkE7RaLadPn77pXhqNBqv1j2B4v2ZNkMFFkqR6TeWur1L5nbJ3715MJhNgOyY5JycHb2/vcmn6wZZd++TJkwCcOHGC1NRUwJYV4vvvv8dgMAAow2Jdu3ZVMkVYLBby86t/wmZtksFFkqR6TRvREnQ3fNTp1Lbyu2j//v0MHDiQiIgIxo0bx/Tp02nUqBFBQUGcPXuWQYMGsW3bNvr27Utubi4DBgxg9erVSl45f39/XnjhBUaOHElERATvvPMOYEvTHx8fT3h4OEOGDCl3kmVdkjv0JUm671R1h/6dXC32V1KV912uFpMkqd7Tdm4qg8ldJofFJEmSpFong4skSZJU62RwkSTpviSni++uqr7fMrhIknTf0ev1ZGVlyQBzlwghyMrKQq+v/PJtuVpMkqT7jslkIjU1tVZP/5RuT6/X8+CDD6LT6Sp1vQwukiRJUq2Tw2KSJElSrZPBRZIkSap1MrhIkiRJtU4GF0mSJKnWyeAiSZIk1br/D6O2Iihf0xK/AAAAAElFTkSuQmCC\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": 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 2nd\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 48,
"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": 49,
"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": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PConc 1282\n",
"CBlock 1242\n",
"BrkTil 310\n",
"Slab 48\n",
"Stone 11\n",
"Wood 5\n",
"Name: Foundation, dtype: int64"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Foundation\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"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": 52,
"metadata": {},
"outputs": [],
"source": [
"foundation = pd.get_dummies(df[\"Foundation\"], prefix=\"found\")\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": 53,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"found_BrkTil\", \"found_CBlock\", \"found_PConc\"])"
]
},
{
"cell_type": "code",
"execution_count": 54,
"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": 54,
"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": 55,
"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=\"Garage Type\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 56,
"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": 57,
"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": 58,
"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": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEGCAYAAACpXNjrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeVyU1f7A8c8sDDDsIIv7ikpqmrlEoBaFa4S4ZauaXSu30jI1s8ylujdvaVnevPbLtqupoSRWWmriiiua+76AwrAOyzDDLM/vj0cGkUUQENHzfr14xZx55jkHwvnO2b5HIUmShCAIgiBUI2VtN0AQBEG4+4jgIgiCIFQ7EVwEQRCEaieCiyAIglDtRHARBEEQqp26thtwp+jevTsNGzas7WYIgiDUKUlJScTHx5coF8HlmoYNGxIdHV3bzRAEQahTBg0aVGq5GBYTBEEQqp0ILoIgCEK1E8FFEARBqHZizkUQhDrDbDaTmJiI0Wis7abcc5ycnGjUqBEODg4Vul4EF0EQ6ozExETc3Nxo1qwZCoWitptzz5AkifT0dBITE2nevHmFXiOGxQRBqDOMRiM+Pj4isNxmCoUCHx+fSvUYRc9FEIQ6pczAIklgs8hfSjWoKjZ8I1RMZQO6CC6CINwdbBZIPQk2Mzh5gGcTOcgItUIMiwmCcHeQbHJgATDnyz2ZMq+99WOsHnjggWKPo6OjmT179i3f71YlJCQwdOhQIiMj6devH59//jkA8fHxHDhw4KavnzZtGr///nuNtU+EdUEQ7g5KFbg3BGMWuDWQH99IksBihLxUcPYGBy0o6+Zn7KlTp7Jw4ULatm2L1Wrl/PnzAOzZswetVkvnzp1rtX1187cqCIJwI6UaXOqBVwvQuICilLc3mwXSToMhHdLPgGSp1iYkJibywgsvEBERwYgRI7hy5QpQspdQ2PvR6XQ8++yzREZG8sQTT7Bv3z4Atm/fzlNPPUVUVBQTJ04kLy+vRF0ZGRn4+voCoFKpaNWqFYmJiaxYsYJly5YRGRnJvn37CAsLw2yWe3S5ubnFHhc6cuQIzz33HIMGDWL06NHodLoq/y5Ez0UQhLuHQgmqm3xmVqrBar3Ws6n8qjOj0UhkZKT9sV6vJywsDIC5c+cSFRVFVFQUq1evZu7cuXz55Zdl3is2NpbQ0FBeffVVrFYr+fn5ZGRksHjxYr755hu0Wi1Llizhm2++Yfz48cVeO2LECPr27Uu3bt3o0aMHUVFRNGrUiOHDh6PVahk9ejQgJ+XdunUrjz/+OOvXr6d3797F9qqYzWZ7O729vfn111/59NNP+fDDDyv9u7meCC6CINw7VA5QrxWYcuXezS1M+Ds5ORETE2N/HB0dzZEjRwA4ePCgfe4jMjKSjz/+uNx7dejQgbfffhuLxcLjjz9OUFAQW7Zs4cyZMzz99NOA/ObfqVOnEq8dP348Tz75JNu3byc2Npb169fz/fffl7huyJAhLF26lMcff5zo6GjmzJlT7Pnz589z6tQpRo0aBYDNZrP3iKpCBBdBEO4tKg1ovW9vlSoVNpsNkN+8C4elunbtyg8//MDWrVuZNm0ao0aNwt3dnZCQED755JOb3rdJkyY888wzDBs2jODgYDIzM0tc8+CDD/L+++8THx+P1WqldevWxZ6XJInAwEB++umnavhJi4g5F0EQhGrywAMPsH79egDWrVtHly5dAPlIj6NHjwKwefNme3BJSkqiXr16DBs2jKFDh3L06FE6derEgQMHuHjxIgAGg8E+WX+9v/76C+naqreLFy+iVCpxd3fHxcWlxBzNwIEDeeONN0pNj9+8eXMyMjI4ePAgIPeUTp8+XeXfhei5CIIgVJOZM2cyffp0vv76a7y9ve3zFsOGDWPs2LE8+eST9OjRA61WC8gru77++mvUajVarZZ//vOf9tdNnjyZgoICAF5//fUSaVdiYmL48MMPcXJyQqVSMX/+fFQqFY8++igTJ05k06ZNzJw5ky5duhAREcGCBQt44oknSrRZo9Hw2WefMXfuXHJycrBarYwYMYLAwMAq/S4UklSFBd93kUGDBonDwgThDnf8+HGCgoJquxl1zu+//86mTZtuOgd0M6X9/st67xQ9F0EQhLvYnDlziIuLY8mSJbe1XhFcBEEQ7mIzZ86slXrFhL4gCIJQ7WosuJw7d47IyEj7V+fOnVm2bBlZWVmMGjWK3r17M2rUKPR6PSAvh5s7dy7h4eFERETYV1YArFmzht69e9O7d2/WrFljLz9y5AgRERGEh4czd+5c+8qJsuoQBEEQbo8aCy4tWrQgJiaGmJgYoqOjcXZ2Jjw8nCVLlhAcHMzGjRsJDg62jwPGxcVx4cIFNm7cyJw5c5g1axYgB4pFixaxcuVKVq1axaJFi+zBYtasWcyZM4eNGzdy4cIF4uLiAMqsQxAEQbg9bsuw2K5du2jcuDENGzZk06ZNDBw4EJDXXv/5558A9nKFQkGnTp3Izs5Gp9Oxfft2QkJC8PT0xMPDg5CQELZt24ZOpyM3N5dOnTqhUCgYOHAgmzZtKnavG+sQBEEQbo/bElzWr19vX1+dnp6On58fAL6+vqSnpwOQkpJCQECA/TUBAQGkpKSUKPf39y+1vPD68uoQBEGoqunTpxMcHFxsz0hV09/fjWo8uBQUFLB582b69u1b4jmFQlHjx5XejjoEQbh3DBo0iKVLlxYrmzp1KnPmzCEmJobY2Fj69esHyJskC3e+V5TFUr2ZmmtLjS9FjouLo127dtSrVw8AHx8fdDodfn5+6HQ6vL3lHD/+/v4kJyfbX5ecnIy/vz/+/v7s2bPHXp6SkkK3bt3KvL68OgRBuLesPZjExxtOciUrnwaezkzp04aBDzSs0j27du1KYmJisbLy0t8rlUp++eUXZs6cSUBAAG+//TaZmZn2nfgNGjRg2rRpaDQajh8/TufOndmyZQsrVqzA29sbm81Gnz59+Omnn+rUe1mN91zWr1/PgAED7I/DwsJYu3YtAGvXruWxxx4rVi5JEgkJCbi5ueHn50doaCjbt29Hr9ej1+vZvn07oaGh+Pn54erqSkJCApIklXqvG+sQBOHesfZgEtOj/yYpKx8JSMrKZ3r036w9mFTtdRWmvx83bhwrVqzAZDLZ09+PHDmSmJgYunTpYk/Jv27dOiIiIpg7d679HikpKaxYsYLp06fz5JNP8ssvvwCwc+dO2rZtW6cCC9RwcDEYDOzcuZPevXvby8aMGcOOHTvo3bs3O3fuZMyYMQD06tWLxo0bEx4ezsyZM3nvvfcA8PT0ZOzYsQwZMoQhQ4Ywbtw4PD09AXjvvfd45513CA8Pp0mTJvTs2bPcOgRBuHd8vOEk+WZrsbJ8s5WPN5ys9rrGjx/Pzz//TEhICLGxsbz00kulXnfw4EH7XE1kZCT79++3P9e3b19UKvn0zMGDB9vT+v/888+lJpy809XosJhWqyU+Pr5YmZeXF99++22JaxUKhT2g3KgwsNyoQ4cOxMbGligvqw5BEO4dV7LyK1VeVRVJf18eZ2dn+/f169fHx8eHXbt2cfjwYebPn1/dza1xYoe+IAh3pQaezpUqr4qKpr8vKyV/aYYOHcqUKVOK9WjqEhFcBEG4K03p0wZnh+Jvys4OKqb0aVOl+06ePJnhw4dz/vx5evbsyapVq4iJiaFv375ERkYyZcqUYunv//jjD/t59jNnziQ6OpqIiAhiYmKYMWNGmfWEhYVhMBjq5JAYiMSVgiDcpQpXhVX3arHSTogcOnRoqdc2b96cdevWFSv77rvvSlz30UcflSg7ceIEbdu2pWXLlrfY0tolgosgCHetgQ80rHIwqQ1Llixh+fLlVT5/pTaJ4CIIgnCHGTNmTJ1f5SrmXARBEIRqJ4KLIAiCUO1EcBEEQRCqnQgugiAIQrUTE/qCIAiVcPXqVd566y3S09NRKBQMGzaMESNGkJCQwLx58ygoKKCgoID+/fszYcIE4uPjcXBwoHPnzrXd9NtKBBdBEIRKUKlUTJs2jXbt2pGbm8vgwYMJCQlh6tSpLFy4kLZt22K1Wjl//jwgp93XarWVCi4WiwW1um6/Pdft1guCcPtZLaBQgrIOjKofXgmbZoM+ETwawWPvwv3DqnRLPz8/+2GErq6utGjRgpSUFJF2/wYiuAiCUHE5ybB5Lng2hS4vgotPbbeobIdXwrqJYL6WqFJ/WX4MVQ4whRITEzl+/DgdO3a0p93v1q0bPXr0ICoqyp52X6vVMnr0aABeeeUVoqKiiIqKYvXq1cydO5cvv/wSKEq7r1KpcHNz45dffmHkyJF1Mu1+HfjoIQjCHcFqkQPLwe9hy1xIOVLbLSrfptlFgaWQOV8urwZ5eXlMnDiRt99+G1dXV5F2/wYiuAhCBejzC9DlGMkyFNR2U2qPQin3WAq5+NZeWypCn1i58kowm81MnDiRiIiIYudVFabdX7ZsGSdOnKjWtPuF51XVFSK4CMJ10nJNJGXlk5lXFET0+QV8sfksD32wiX/9frJCAcZmkzBbbTXZ1NtPqYSuL8ILMfDqTvBoXNstKp9Ho8qVV5AkScyYMYMWLVowatQoe7lIu1+cCC6CcE16romJyw8S8tFm5v163B5ETBYb/91+DpsE/9tzCZO5/KCRZSjg210XmLLqMEk1dDBVrdH6QItHwL8dOLnVdmvK99i74HDD2S0OznJ5Fezfv5+YmBh2795NZGQkkZGRbN26VaTdv0GNTuhnZ2fzzjvvcOrUKRQKBR988AHNmzdn0qRJJCUl0bBhQxYsWICHhweSJDFv3jy2bt2Kk5MTH330Ee3atQNgzZo1LF68GIBXX32VqKgoAI4cOcL06dMxGo306tWLGTNmoFAoyMrKKrUOQShPgcXGzrPpAKw7dIW3+srnfmhUSoZ1acRPexN5okN9NOryP5Nd1Rt5f90xALKNZj4b3glXJ4eabbxQUuGkfTWvFuvSpQsnT5Y8KrlXr16lXn+vpt2v0Z7LvHnz6NGjB7///jsxMTG0bNmSJUuWEBwczMaNGwkODmbJkiUAxMXFceHCBTZu3MicOXOYNWsWAFlZWSxatIiVK1eyatUqFi1ahF6vB2DWrFnMmTOHjRs3cuHCBeLi4gDKrEMQyuPkoGLkw81wd1LzRu+ig6Y8tRqm9Qti9/THmD2wPV4umnLv4+akRqVUANDIyxm1SgwQ1Jr7h8GkIzArS/5vNa0Sux2WLFnCxIkTmTx5cm035ZbU2F99Tk4Oe/fuZciQIQBoNBrc3d3ZtGkTAwcOBGDgwIH8+eefAPZyhUJBp06dyM7ORqfTsX37dkJCQvD09MTDw4OQkBC2bduGTqcjNzeXTp06oVAoGDhwIJs2bSp2rxvrEITyeLlomBTemj8n9+KZ7o1xu6634aXVEODhhPdNAguAt4uGPyb15LsXu/H644E4OdStsXLhzjBmzBi2bNlS7pzMnazGhsUSExPx9vZm+vTpnDhxgnbt2jFjxgzS09PtG5B8fX1JT5eHIVJSUggICLC/PiAggJSUlBLl/v7+pZYXXg+UWYcglCfXaEatVODh7lSl+2g1alr4utLC17WaWiYIdU+N9VwsFgvHjh3j6aefZu3atTg7O5cYnlIoFCgUippqwm2rQ6j7UrKNTFp5iOnRf5OWY6rt5ghCnVdjwSUgIICAgAA6duwIyJuDjh07ho+PDzqdDgCdTmffcerv709ycrL99cnJyfj7+5coT0lJKbW88HqgzDoEoSzf7brAH8dS+OXQFf48kVLbzald5nzISQFTbm23RKjDaiy4+Pr6EhAQwLlz5wDYtWsXLVu2JCwsjLVr1wKwdu1aHnvsMQB7uSRJJCQk4Obmhp+fH6GhoWzfvh29Xo9er2f79u2Ehobi5+eHq6srCQkJSJJU6r1urEMQytKpsScACgW09Xev+QpzdZCwHFKOQsEdtFy5IA+Ox8LX4bBjIRgqtwlQEArV6FLkmTNn8uabb2I2m2ncuDEffvghNpuN119/ndWrV9OgQQMWLFgAyMv4tm7dSnh4OM7OznzwwQcAeHp6MnbsWPvCgHHjxuHpKb8RvPfee/alyD179rTvYB0zZkypdQhCWbo392HzG71wUClvuhqsyvKzIGY8nN4ASjW8fhg0DWu2zooy5cKvb4BRD3H/ggdfALxqu1V3lOnTp/PXX3/h4+NDbGxsiefj4+MZO3YsjRrJmzXDw8MZP348AEFBQbRu3dp+7RdffMGbb77JihUrbk/jbyOFVLil9B43aNAgoqOja7sZwr3AkAE/PQsXd8qPX/8bPJvUbpsKGTJh/WQ4Gg3+7eH5NeDqV9utsjt+/DhBQUG12oa9e/ei1WqZOnVqmcHl//7v//jqq69KPPfAAw9w8ODB29HMGlHa77+s906RFVkQbjetNwz6L+z8HFo8Ck6etd2iIlov6P+xvNlQo72jAsutWH9uPQsPLCQ5L5kAlwBe6/waA1oMqNI9u3btSmJi1fOTFSoMOPHx8SxatAgvLy9OnTpFu3btmD9/fp1dkCSCiyDUBo9G0O+ftd2K0rnUk7/quPXn1jNr5yyMViMAV/OuMmvnLIAqB5ibSUhI4Mknn8TPz4+pU6cSGBgIgNFoJDIyEoBGjRrxxRdfFHvdsWPHWL9+PX5+fjz99NPs379f7HMRBEG4kyw8sNAeWAoZrUYWHlhYo8GlXbt2bN68GRcXF7Zu3cq4cePYuHEjAE5OTvY0+qW5//777fv32rZtS1JSUp0NLiIvhSAId6XkvORKlVcXV1dXXFxcAHmhksViISMjo0Kv1WiKFpOoVCqsVmuNtPF2EMFFEEqRnW9Gl20kI6+Gz2+xmCDtDPy9St5bIlSbAJeASpVXl9TUVHvq/cOHD2Oz2fDyuvdW3IlhMUG4Qa7Jwoq9l/nwt+P0DPTl38M6Us/VkSxDAfp8M04OKnxcNNWTkNKQDv8JAYsRmoXCsO/lCX+hyl7r/FqxORcAJ5UTr3V+rUr3nTx5Mnv27CEzM5OePXsyYcIELBYLAE8//TQbNmxg+fLlqFQqnJyc+OSTT+rspHxViOAiCDcwFFhYuu0ckgRbT6WSX2ClwGJj5b7LfPDrCdyd1Gyc1IsAj6rlIANAsoH1WrqZ/Cyw1d1hkDtN4bxKda8W++STT8p9/rnnnuO5554r9bnSliEXlnXv3p3u3bvby999t2rnztQ2EVwE4QZaBzWjQprxz99PEtLSB2eNCqPZStypNACyjRZ0OcbqCS5OHvDMKjgRCyGvg+ttOjrYnA/6y5B6Chp3v3313mYDWgyo8ZVhQulEcBGEG7g6qXmme1MGdW6Eg0qBt4sjkiTxzhNBTP7pEG3ru9HQy/nmN6oIRzcIDIdWj8u5Z24XQwYsfhisZmg3CCIWgtNtSHsj3DNEcBGEUng4O+DhXHSei0KhoLWfG9+P7oZGrSx21ku5zAZQOcnnz5enpgJLXhqc2SRvjmzYVf4vgLVADiwAuSlgs9RM/cI9S6wWE4QKUioV+Lg6ViywWC1wJQF+fkke8qqtDMP7v4E1Y+DHoZBypKjc2QuilkCnZyHqP2IRgVDtRM9FEGqCIR2WD4ecq3DyV3j9CDjWwuFh5us2EVqu+97ZEzo+BR2GgFKclClUPxFcBKEmKFXg2VgOLs7ecvbj2vDQK+DoDi4+0PDBks+LwCLUEBFcBKEmuNSDp34A3XHwCQSXWkoA6eILoVXb1yGUtHjxYmJjY1EqlSiVSmbPns38+fPR6XQ4OcmrCF999VX69u1byy2tPSK4CEJNcfWXv4S7ysGDB/nrr79Ys2YNGo2GjIwMzGZ5ccT8+fPp0KFDjdZvsVhQq+/8t24xoS8Iwl1Lv24dp8Me43jQfZwOewz9unVVvmdqaipeXl72PGDe3t72I9ZvlJWVxdixY4mIiGDYsGGcOHECm81G79697fnGbDYb4eHhZGRkkJGRwYQJExg8eDCDBw9m//79AHz++edMmTKF4cOH89Zbb1X5Z7gd7vzwJwiCcAv069Zxdea7SEZ5IYPlyhWuzpR3vXtERNzyfUNCQvjiiy/o06cPwcHB9O/fn27dugHw5ptv2ofFli1bxqJFi7jvvvv48ssv2bVrF1OnTiUmJoYnn3ySX375hZEjR7Jz507atm2Lt7c3b7zxBiNGjKBLly5cuXKF0aNH89tvvwFw9uxZ/ve//9nvf6cTwUUQhLuS7tMF9sBSSDIa0X26oErBxcXFhejoaPbt20d8fDyTJk3ijTfeAEoOi+3fv5/PP/8cgODgYLKyssjNzWXw4MGMHTuWkSNH8vPPPzNo0CAAdu7cyZkzZ+yvz83NJS8vD4CwsLA6E1ighoNLWFgYLi4uKJVKVCoV0dHRZGVlMWnSJJKSkmjYsCELFizAw8MDSZKYN28eW7duxcnJiY8++oh27doBsGbNGhYvXgzIk2RRUVEAHDlyhOnTp2M0GunVqxczZsxAoVCUWYcgAPZMx94umptcKdRllqtXK1VeGSqVyp4LrHXr1qxdu7ZSr69fvz4+Pj7s2rWLw4cPM3/+fEAeIlu5ciWOjo4lXuPsXE1ZIW6TGp9z+fbbb4mJibGfsbxkyRKCg4PZuHEjwcHBLFmyBIC4uDguXLjAxo0bmTNnDrNmzQLkMctFixaxcuVKVq1axaJFi9Dr9QDMmjWLOXPmsHHjRi5cuEBcXFy5dQjC1ax8Xvp2L//4bh/JeiNndblsO51KRp6p2utKyTYSdyoVXbbx5hcL1U5dv36lyivq3LlzXLhwwf74+PHjNGjQoNRru3Tpwi+//AJAfHw8Xl5euLrK+52GDh3KlClT6Nu3LyqVvCQ8NDSU77//vti966rbPqG/adMmBg4cCMDAgQP5888/i5UrFAo6depEdnY2Op2O7du3ExISgqenJx4eHoSEhLBt2zZ0Oh25ubl06tQJhULBwIED2bRpU7l1CMLPB5I4cCmLI0l69Plmwj/dyvNf7+GLzWcxmasvI3FqjomoL3bwwv/t4aklu0nLrf7gJZTPb9LrKG4YRlI4OeE36fUq3ddgMDBt2jT69+9PREQEZ8+eZfz48aVeO378eI4ePUpERAT//ve/+eijj+zPhYWFYTAY7ENiADNmzODIkSNERETQv39/li9fXqW21qYan3MZPXo0CoWCp556iqeeeor09HT8/OQ1/76+vqSnpwOQkpJiP94TICAggJSUlBLl/v7+pZYXXg+UWYcgPNzKB9WfCrQaFfkFFmzymU4kZhmw2CRKDkZUkrUADOl4mwxMfzSAiTEXuKrPx1ZYkXDbFM6r6D5dgOXqVdT16+M36fUqzbcAtG/fnhUrVpQov77HUcjT05Mvv/yy1PucOHGCtm3b0rJlS3uZt7c3CxYsKHHthAkTqtDi2lGjwWX58uX4+/uTnp7OqFGjaNGiRbHnFQpFjR+iczvqEOqOtv5ubHvrURQKcFApmTEgiGNXsnmrbxtcHKvhn0OuDr7ohqogj/7hH5DavzcdGvngqRXzO7XBIyKiysGkJixZsoTly5fz8ccf13ZTakyNBpfCtd8+Pj6Eh4dz+PBhfHx80Ol0+Pn5odPp8Pb2tl+bnFx0tnVycjL+/v74+/uzZ88ee3lKSgrdunUr8/rC+kqrQxC0jmq01wWR0SHNsUoSDtVxqiRA1mUokFf3qC5u5fmoF3Bwdquee5fGkAHpZ8DBGTybyOfDCHe8MWPGMGbMmNpuRo2qsTkXg8FAbm6u/fsdO3YQGBhIWFiYfWXF2rVreeyxxwDs5ZIkkZCQgJubG35+foSGhrJ9+3b0ej16vZ7t27cTGhqKn58frq6uJCQkIElSqfe6sQ5BuJFSqbjlwGIwWcjMK7Cflw5AvUDo+Iycx6v3vJoNLAAnf4evw+E/oZByrGbrEoRKqLGeS3p6OuPGjQPAarXyxBNP0LNnTzp06MDrr7/O6tWradCggX18sVevXmzdupXw8HCcnZ354IMPAHnMcuzYsQwZMgSAcePG4enpCcB7771nX4rcs2dPevbsCcifCkqrQxCuZ7XaMFpsaDWqSg+dpueZWPjHaY5ezeajQR0I9L8WRFzqQf9/gaXg9qSxzzhX9L3+MhBco9UVFBSgUqnsq5sEoSwKqdjHrnvXoEGD7MulhbtfjtHMlhM61hy8wqTHAwlq4F6pHszRK3oGfLYdgJBWPix+9kHcnSt4gFh1ytXB5rnyiZahk+TgVkMyMzPZsGED9evXp2vXrmi12hqrqyzHjx8nKCjottcryEr7/Zf13il26At1li7byLGr2bTxd8Pf3QmlsuK9jxyjhYkrEgA4dlXPugmh+LmVv/vZbLWiz7fg5KDEx8URF42KvAIr3Zp74+hQS2n6XP1gwHxACaqa++dsNBpZv349Z86c4cSJE7Rp06ZWgotQd4jElUKdlJ5rYtSyvYz8Zi9PfL690vtI1EoF9VzlFVzNfFxQ3yQwma1W9l3I5KmvdvPpH6dxVCvZ/OYjbHqjFy8EN8NRrSIjz8TvR66y/2Im+vyCW/7ZKk2lqdHAAvKO9Hr16tm/r2u7xavb4sWLGTBgABEREURGRnLo0CGef/55/v777wq9Pjo6mtmzZ9dwK2uX6LkIdZLVJpGsl3e+Z+WbsVVydLeeqyOxE3pwKSOPFr6ueLuUv8NFbzAzY80RzqXlcTY1lxeCm9LUx4XCXLg2m8Q3Oy7w+WY5L1TshFA8Gt6w/Dg/E4x6UDvLp1JqXCrV5trk4OBAz549ue+++3Bzc7uney3lpdwXioiei1AnebloWDaqG/3aB7D0hS6Vnu9QKhUEeDjRrbkP9VxvvnXSyUFFaKD8yb2BhxPODsUntG1IZBmKeiu5JkvxG9iscGI95GfJZ9lnnIeclEq1ubZptVqaNGmCl5cXDg61ML90C07FJ/Pt2zv44pXNfPv2Dk7FJ9/8RTdRmZT7w4YN4/Tp0/bHlend1HWi5yLUSQ4qJR0aebBgeCfMFhsnk3NQKhQ09dHWyIZFVycHXn88kBdDmqPVqPBzLz4/o1YqmfhYa7QaNY28nGnjf8MSZGsBWExgM8P2T+DiTuj/MXR6Bhzu3V5ATToVn8yWH09gKbABkJthYsuPJwBo3T2gvJeWq7yU++gomSYAACAASURBVDfq378/v/32G4GBgeh0OnQ6HR06dCgWcO5WFe65JCUlsXPnTkCe3CvcwyIItclRrWLfxUwyDWaMFiuXMw0Vf7HNCqmn4I/34OpheflwObxdHGlWz6VEYCnk6+bI9P5BPB/cDK8bMy47OEPbAaByhAvbQbLB7i/BJP4d1ZRdMWftgaWQpcDGrpizVbpvYcr92bNn4+3tzaRJk8pcadqvXz82bNgAwG+//XZPHXtcoeCycuVKJk6cyLvvygftJCcn2/ewCEJta+yt5f11R3nmv/FcSDNgtdpu/iIAQxos6w87FsD/9QZD6TnorDaJXJP51vKD5aVD9hUwZIJbgLxUuFFX+bmuY+rUvEtdk5tR+iKPssorozDl/sSJE5k5cyYbN24s9Tp/f388PT05ceIEv/32G/369aty3XVFhYLLjz/+yPLly+2pops1a2Y/olMQaluWoYCL6QasNomf9l7GcJPsxmk5Jnl1mUIF6mu9EJUjlLKR0lBgIe50KuN+PMj2M2kYK5M5OS8N1k2ET4LkvSj5meDeAJ5eAZNPyENiIrjUGFfv0ufSyiqvqMqk3Ad5aGzp0qXk5OTQtm3bKtVdl1RozkWj0dgnrwAsFks5VwtCzTKYLFzR53Mly0j7hu408XYhqL4b51LzGNOrBVpN2X/WiZkGXvp2H0qFgqUjutDgxd/h1AZo8QhofUtcn2O08I9v92GxSew6m872qY/i5FDB3ekWE5yIheY95bkW67V/Nzfb6GjKkb+Uankfi3BLgiNbFptzAVBrlARHtiznVTdnMBiYO3cu2dnZqFQqmjZtyuzZs3nttdd4+eWXUavlv79OnTrx2Wef0adPH+bNm8fYsWOrVG9dU6Hg0rVrV/7zn/9gNBrZsWMH//vf/wgLC6vptglCqVJzTfT+NA6bBC+FNuetvm34fnR3bDYJd2cHVOXsWVlzMIkTyTkArD98lX/0bAFdR5d5vUqpoJGXMxfSDTT21lZqoyYOTjDkGzmR5aVdUJADlAxgxVgK5Hxha/4B3i1h1K/gWvpKJKF8hZP2u2LOkpthwtXbkeDIllWazIfKpdwHqFevHseOFc/7NmjQoGLnuNyNKhRc3nzzTVavXk3r1q356aef6NWrF0OHDq3ptglCqbLzi85huZyZj8UmVWg5MUCv1r58tuk0ChQ83MrnptfXc3Vk5cvBXMww0NRHW+F6AND6QMPOsLCj/Fh3HJ5dVX7PpSAP9n0NkiRnO87V3VJwyS+Qh++cNfd2DrDW3QOqHEyEW1Oh4GI0Ghk8eDDDhg0D5ESURqPxnt+lK9SORt7OvDMgiGNXs5nSp025w2A3au3vRtxbj6KAkiu6rAXybvcb+Lk7lblC7KZUGlA7ykNkLvVAeZM3e0dXCJ0MK58H/3a3FFhSc0x88OtxVAqY1j+ocgFREKpJhSb0R44cidFYdA640Whk1KhRNdYoQSiPi0ZFRMf6jA5pjqO65J9wlqGAtFwTpeVkdXJQUd/DmQAPZxzV197obVY5Xf2aV+Dkb9W7PNjZB17dCcO+g8gvwNlLLs/XQ8pRSDogryQrpHKA5j3gtUPwzMpbmnP5+UAiaw4msfpAErGHrlbTDyIIlVOhj3wmkwkXl6JVLS4uLuTn59dYowShPPp8M+sPX+W0LpeM3AI+HtrRvkM/LdfEGysTSMk28eWznWnh63rzG+alwfKnIOsSHI2G14/IPYhbkZcGVxLkg7s8GsqrwXxayV/X0x2Fb64tSx30X7h/WNFzDs7y1y26fgNnoP8t/hyCUEUV6rk4Oztz9OhR++MjR47g5HSLwwSCUAn5BVb7/AFAgcXKqZRc1iZcwc/Nid7tAjBft6/lcGIWW0+lcSI5hwV/nia/oAIrG5WqouEnRw95ldZ18kwWTqXksPVUKhl55Wy0NBvhr4/gx8Gw+CE50BQyZMChFbDvGzkFTObFoufSqne39oNNvdg4qSd/Tu5Jh4Y1dzKl1WrFZMjDZqvE8mzhnlGhnsvbb7/Na6+9hp+fH5IkkZaWxqefflrTbRPucWk5Jub9ehyAGf2DqOfmSJbBzJurDnFVb+Rwop6/3nwEn+vmFAL93NBqVBgKrIS08mHfxUweaOyFq1M5f+ou9WD4j3KPw+8+0BafcNflGOmzIA5Jgpd7tuDN3m1wuH44zpBRNF+jvyyX2axykkpJkvfPnI+DNS8XPdduIHR7GQpyods/quX3Vcjd2aHGz5YpMOZzPmE/f2/aQPeBQ6nfui1qh+pPuyPUXRUKLvfffz+//fYb58+fB6B58+Z1JnGdUHfFHEpizcEkAILquzGmZ0s0aiUPNPHk6t/JNPBwQqtRkZpj4tDlLNoEuFHPTcOfk3uRrDfy1ykd06L/Zvf0x8oPLiD3XFr3KfUpvcFM4fRNYmY+1vwsHFISIKC9HDhi34Bzm6H/v+GJBfKGSZ+W8uowrTd4NAKuW8Is2eSA1mee/L26EhPuVivkJEHyEWj0YJkT/qmGVI6kHaGtT1v8tf4oFdWbo9ZkyCN2wT9Bkrh6+gSjPv0KV6/bcPLmHeDq1au89dZbpKeno1AoGDZsGCNGjCh2TXx8PGPHjqVRo0YAhIeHM378eBITE3nllVeIjY21X/v555+j1WoZPbrsJfEAkydP5vTp0wwePJiRI0dW+89V3cr9F7dr1y6Cg4NLpDYo3J3au3fvGmuYILS+bu6gbYA7AJ5aDXMi2zPp8dZ4ODugUSt55Yf97D6Xgaujmk1v9MJRreT9dUc5lKinXQP3m57VcjNNfVyYMSCIU8k5vBHeCqfvwiD1BDQJlifpj8fIF576HZqFQreX5EUBPw6W97l4NILmofLcisUEba7Ntagc5F37hnS511ORUyQNqfCfULlX1LgbDF9e4nXp+emM+WMMZ7LO4O3kzeonV+PrfJP9NZWkVKpw86lHTloqXg0aobzZKri7iEqlYtq0abRr147c3FwGDx5MSEgIrVoVn1fr0qULX331VbXUmZqayt9//80ff/xRLfe7HcoNLnv37iU4OJgtW7aU+nxFgovVamXw4MH4+/vz1VdfcfnyZSZPnkxWVhbt2rXjX//6FxqNhoKCAt566y2OHj2Kp6cnn376qT3qf/XVV6xevRqlUsk777xDjx49AIiLi2PevHnYbDaGDh3KmDFjAMqsQ6hbOjby5M/JPQGKnRLp4+qIj6sjVpvE1ax8dNlyrqi8AgsWq4S/uxNLR3Ql22jG3cmh2LBZpVkteFnTeamDBmuXFqjNekg7KT+nT5TPZgm4H5IPw6PTYXGw/Mbf9SXoOQUaPCBfq/WRJ+1NuZBzRZ6PcfaE3Yvl3GbNesiByPUmQcBmlXfvg7wHRio53yFJEmn58nxPtikbm1TBXGuV4OLpxbNz/40+NQUP/wC0HjU3t1MVx7dtYduK78hJT8PNpx49hr9AUI9Hq3RPPz8//PzkVXyurq60aNGClJSUEsHlVjz//PPcf//9xMfHk5OTw7x58+jSpQsvvvgiKSkpREZGMnPmTLp06VLlumpaucFl4sSJ2Gw2evToQf/+/W+pgu+++46WLVvasyjPnz+fkSNHMmDAAN59911Wr17NM888w6pVq3B3d+ePP/5g/fr1zJ8/nwULFnDmzBnWr1/P+vXrSUlJYdSoUfYso7Nnz+abb77B39+fIUOGEBYWRqtWrcqsQ6hbbjZ3kJlXwP/tOM+Hgzvwv/hL9GsfgIdW/pP2dXPE160a9ncYUuGLbihM2aiDJ0CPN2Dod3BkNfR8Sx6Weu5nec6lIE8OLABXE+DhryH9nJy3zOXahs28NPg+CnJT4JUdcOBbufzCNrBUYAWmk4fcWzmyWm5LKSlrPJ08WRK+hG+PfsvAVgPx0NTMG7+Llzcud/BQ2PFtW9i4ZBGWAvnDR05aKhuXLAKocoAplJiYyPHjx+nYsWOJ5xISEnjyySfx8/Nj6tSpBAYGVuieVquV1atXs3XrVhYtWsSyZctYvHgxr7zyCjExMdXS7tvhpgOxSqWSpUuX3tLNk5OT+euvvxgyZAggf6LavXs3ffrIY9tRUVFs2rQJgM2bNxMVFQVAnz592LVrF5IksWnTJgYMGIBGo6Fx48Y0bdqUw4cPc/jwYZo2bUrjxo3RaDQMGDCATZs2lVuHULtsNonsfHOx1V0AOUYzR6/o2XxCZ1+NZbNJpOWaOKPLJSNPfnPQ5Rg5cCmTpEwD+y5kcFqXw0MtfHg7+giujmoeaOyJq2M1zwXm68GULX+fGA9IEBQBg5bIcy4qlbwXxaORPDwV8jo07g4DPoWfR8O3A2DPf8F27WdOOyn3eKxmuBwvBwiVA7QfXLFzXRxdoU1fGLgY/IJAWfKfsFqpJsgniLmhc3mowUM4qe/NlZ3bVnxnDyyFLAUmtq34rlrun5eXx8SJE3n77bftSX0LtWvXjs2bN/PLL7/w/PPP27PIK0pJjnpjeXh4uP0eSUlJ1dLW2lChCf2HH36Yr7/+mv79+xfble/p6Vnu6z744AOmTJlCXl4eAJmZmbi7u9sTuwUEBJCSIp/Gl5KSQv369eVGqdW4ubmRmZlJSkpKsU8F/v7+9tcEBAQUKz98+HC5dQjVQ28ws+NsGvHnMnjlkRbU97j5ngyz1cbRJD3zN54iomN9+rWvb++VXNUbGfDZdgD+PfR+Av3d+GnvZQZ0qM+SuHM08nJmUnhr5sYe42xqHi+FNmfSykMALBzeiZd7NqeBpzPOldipX2GuvvDwa3B5tzxZ7+wlT+KX9oat9YFeU8FihMzzkLhPLs/PkOdVrAXg317e85J9Rc4dFtABOgyTA4y2Er0A1c2DqFpZA7+POiQnPa1S5ZVhNpuZOHEiERERpU4PXB9sevXqxfvvv09GRgaenp7o9fpi1+r1evsUAGAfwlcqlVitdXeZd4X++n799VdATr1fSKFQlNsj2LJlC97e3rRv3574+PgqNlO4k2QaChj74wEAzqXlsuiZznjcZOlrZl4Br/54gKt6I9vPpBHaqp49uOgNReePtwlwZ8h/dtK9uQ8HL2cx68n7yDSYMRRYOZGcg6dWgy6n6NNocraRl3sWZbk1W23kF1hxdVRXLsnkdaxWG+l5BUiAl9YTzSPT5IBRGFjKo9HKXwD958t7X+4fIqfeP/krhL4BI2Ll+zh5gYMjOLnfUjuF8hUuOCitvCokSWLGjBm0aNGizEwlqamp1KtXD4VCweHDh7HZbHh5eaFQKPD19bUvlsrKymLbtm288MILVWrTnahCwWXz5s2VvvGBAwfYvHkzcXFxmEwmcnNzmTdvHtnZ2VgsFtRqNcnJyfazp/39/bl69SoBAQFYLBZycnLw8vLC39+f5OSic69TUlLsrymt3MvLq8w6hOqhUStRKRVYbRIezg6oKvAe7qBWEujvylW9EV9XRxxURcM5rfxceWdAEOfT8vBx0fB01yZ0bOzJyn2XaenrwrbTaZxNzeXfQzuSmmOibX03Mg1mLFYbgzsXfeLLNpr57e+rxCRc4c0+bejQ0MNej9VqI+3akJuX1gGNuuzVTZcz83nyi+0UWGysfuVh2jf0KAoYhQwZcOwXSDsFoa+VXBLs5AmB4XBuqxxgsq/I5TsXQveXwe3O+5s0WU04qu6ePGQ9hr9QbM4FQK1xpMfwqr2R79+/n5iYGFq3bk1kZCQgLxO+ckX+f/z000+zYcMGli9fjkqlwsnJiU8++cQ+9PWvf/2L999/n48++giAcePG0aRJkyq16Y4klSMhIUGKiIiQOnXqJA0bNkw6c+ZMeZeXaffu3dKYMWMkSZKkCRMmSLGxsZIkSdLMmTOlH374QZIkSfrhhx+kmTNnSpIkSbGxsdLEiRMlSZKkU6dOSREREZLJZJIuXbokhYWFSRaLRTKbzVJYWJh06dIlyWQySREREdKpU6fKraM8UVFRt/Sz3YvyjGbp2BW9tPZgopSaY6zw69JyjNLBSxlSsj5fstlsRfczmSVTgUVKzTZKaTlGKSnTILV6e73UdGqs1GL6emn32TSp7Tu/SRdSc6QNR65KoR9tkmau/VvKzDVJekOBlKLPlzJyTVJihkFqOjVWajo1Vuo+708pJTvfXse51Bypw3u/S23e+VU6kpRVsnG5qZKUcUGScnTSqn2X7PeZG3u09B/m8j5Jes9d/op+WZIKjJJktUpS1iVJOhYjSVmXJemfzeXn57eRr59dT5I2zZWk/FLqr0UFlgLpkO6QNGnLJGlH4g7JYDbUdpPKdOzYscpdH7dZ+mrsSGn+U09IX40dKR2L21xDLbs3lPb7L+u9s9yey/vvv8/UqVPp2rUrmzZt4oMPPuDrr7+uUjCbMmUKkyZNYsGCBQQFBdlT9w8ZMoQpU6YQHh6Oh4eHPQNAYGAg/fr1o3///qhUKt59911UKvlT57vvvstLL71kX+5cuBqjrDqE6qF1VBNU352g+hUbzrHaJNJzTUjAffU90Fy3uz0t18TCP08xKqQ5JosVB5UKDycVzeu5cColl6beco/hp5cfYumOC6TlmPjs6Qd46dt9jHy4GRuPJaNUKHm4pQ/eLhp83RxJzTHR2t8Vh+smu7efTiPbKKeCiT10lXYNrltBZciEX9+Eo2ug8UM8Mfg7Fng5YzRbeapryU+UOUYzWgcX7H0frQ8olJCXCl/1kudXXtwI5murv8z54B4g5yxzcJJXfN1BsgqyGPPHGPLMeWy5tIUNQzbgrL47Mp4H9Xi02laGCZWjkKRSUsdeExUVxZo1a8p8fDcZNGgQ0dHRtd2Mu9LF9DyeXLQDo9nKTy8/RKfGXmTmFXAmVV6erlJAWq48J+PjomH5mIdw0ahIzjbS0NMZrUbFttNpvPKDPM/zbPcmDOvSmIaeTvwv/hIt/Vw5nKjHarMxOrQFuhwTjbyci+1vScw0MHzJbkxmGytefoiW1ye0zL4Kn3WUNzgCvP43qSp/JCR8XBzth49lGgrYdDwFXY6Jx9rUo0H+KVwMSSib95BXimVfhQXtwWaBDkMheLycT6zzC1CvNajUpOWnkaBLoI13GwK0AThUYGK+pqXnp/Pihhc5pz+Hr7MvKyNWUs+5avMSNeX48eMEBQXVdjPuWaX9/st67yy355KdnV1sd/6Nj8UOfaEi9pzPQJ8vT9pHH0iiU2MvLmcYsEkSR5OyebSNL1/Fncdqk9DlmEi4nEW3Zl4EBbjjeO1I4SbeLigUcqquNgFubDiaTKfGngx+sBHf7LjApQwDrz7SkmyjmTYBbiWOIm7kpWXN2BC4FjCKUarg0Xdg1+fQXl42X9oemQMXM3lz1WEA8kxWMg3OvBHev+h+zh7w/Fo4+D08NBZ0J+W5Fa03qNRkGjN5a+tb7E3Zi7PamdioWPy0tX+MsY+zD0t7L+Vk5kkCPQPxcbr5IWqCcDPlBpdu3boV251/42MRXISKCGlVjybeWvJMFp5/qCn6/AKW7bxA9MEkhnVpTGigD//o0ZxdZ9Oo7+FMoJ8roMBothYFFx9ntrzxCLkmC38nZfHlX2fxd3fk86c7s3S7nPNOqVQw6fFArLbSO+Nlbqp09YP2UdD0YTlFvmPpw33Xrz5TKxU80NgTh+tXMzho5bNYmgZD4n5YK2eMQHcMIr/EKllJN6YDYLQYsd5B2YR9tb74lrIhUxBuVbnB5cMPP7xd7RDuYg08nfn51Yftw0xpuSairyWkXLX/Mq8/HkjcqVR+e60HZquERq0AFOSbbSiNZtycHHB1lL+S9fm08Xfn7f5BrDuUhJ+bI2qlAotNoo2/K/VcHXFxlP+sswwF5BdY0aiVN08B4+IHmZfgz1nQ8Wl5o+QNS4Q7NfLkP891JttooVdrX1w1KlxyL8KWJXJwqt9RDjBKtdxbUarkdC0NHgSlGh8nHxY+upD/Hv4v4c3CcS8jiFWJIQOQ5HkgQahFFVqKnJaWxieffIJOp2Pp0qWcOXOGgwcPiolyocKu7zVo1EqGPNiI1fsTGd61MbvPpdO9hQ9ODiq0jgpMZisjv9nLieQcPhrUgagHGuLooCItx8TL3+/nUKKeiWGt+HpEV9yc1Gx58xEy8gpo7O2M97Uhqux8M19uOcuSbefo1tyLL599sPzjfvMz5aOFDelyKpYWjxQPLvlZeJmz6dtUAxpvcHSCnBT4cYi8YXLf1/DaYfC4tmTZvSFMTJB397s1AIUCBdDMoxmzQ2ajqolEjznJ8PNLYDUVJcwUhFpSoTzc06ZNIzQ0FJ1OB0CzZs347rvqSaEg3Hu8tBreGRDEzmlhBPq5MT36b576ajeSJKHPN3MpI58TyXJyxh/iL5J37cAvg9nKoUR5d/PPB5JQKMBZo6axt5aOjT3tgQXAaLayar98tsqe85kYzTcZglI5gO+1iUqv5sXT4JtyYO9SWNABlg2AjHOQdkZeIVZ4YqXaqXgqFo1WPo3Sv32Jnfc1ElgAjsfKgfHyHtj/Tc3UITB9+nSCg4N54oknSn0+Pj6eBx98kMjISCIjI1m0SM5nlpiYWOI1n3/+eYVW4E6ePJmIiAiWLVtW5fbfLhXquWRmZtK/f3+WLFkiv0itRllKTiNBqChPrQZJKuBkipy3a0JYK7SOamIOXaW1vysPNvXicGIWr/Rsac8X5qJR0a99AFtO6pgQ1goFCuJO6XBzcqCFr6s9S4A+30yWwcy4R1sxf+NJ+rYLQKtRg9UiZyROOgBNuoNb/aIGaX1g6DL507+rH+RclRNRujWQezVHVsvXpZ+Rg0husjz8NXwFnN8q5xPTlrLCypQLWRflkycbd6tYWv1b1bib3CbJBs0fqbl67nGDBg3iueeeY+rUqWVec6+n24cKBhetVktmZqZ9h2lCQgJubm43eZUglM/LRcPb/e7jjd5tcHZQodWoCWvrx+hv9/LaY4E82LQT3i4a+74YH1dHPhzUgQKrDReNmpX7LvP+umMArH4lmC7N5B7CsSt68gqs9AisR9/2Abg6qvHUauTA8VVPOVj4t4cX1oKLr7wErTB9vXsDyE6C9ZPk/SlP/QAaNzkh5Ybp0PghedJ/8zw4uV5Ot//82qKsx9exmG0oc3Uo/xMi19H1H9B7rrzXpSb4tJKH5rDJqWUE8g7qyN5wAWuWCZWnI+59muHyQNVW6HXt2pXExMRqamGRuyndPlQwuEybNo1XX32VS5cuMXz4cDIzM1m4cGFNt024B3hoHYCivR5NvLX8NOYhJAm8XTSoVcV7yJ7aonN5UvRG+/f2s+0tZhp6OvHB+hP8fiyF1v6u/PjSQ/Jzkq3oLBRDelGm4pwrsOQRuWzkb5C0ryjp5N7/g0emykFl1O/XMhcr4fIu8G0r5xuzmiBhOfjfJ7/Ba1zkNl3JxdWUibZwK1lucqnnr5QgSXJK/lwduNeXA2BFXJ/XTCDvoI6s6NNIZvn/szXLRFb0aYAqB5ibudfT7UMFg0u7du344YcfOH/+PJIkiWOOhWqRlmuiwGLD1VFtT2KpUirwvXYwmM0mkZpjRKlQlLraa3SPFphtEt4uGrnXkpcKWZdoaDIw71E/3B0srDyUjqUwxb+TJzy3Bg6vkDc4Fg5R6Y7Lb+QAh5bLZ9qrHeXNkK0eA30SHFsLF7ZDv3+Cdwt5B77uuDyEtmEGHI2W52BeO2wPLqfikwlo6EqTx/+NQ+YRFL3esj9XrtwU+O+jcj6yVr1h0FeVy5gsAJC94YI9sBSSzDayN1yo0eBSmG7fxcWFrVu3Mm7cODZu3HhPpduHmwSXG483LiSOORaqKj3XRK7RjEqp5GxqLmqVkmY+Wtycij60nE3NZdSyvXi7aFj0TGdSsvMJ9HOz91583RyZ0T+oaP/JhdNwLBrVnv/io1Qz/aV4WjfyRauyyfMsuTr5aOJmocUn3/07yKnv9YnQYQhoXGFMnJwiH+Tezl/XluUn/AgPjoIrB8GrKVzeC6ZrKdQlm7w6LF8Pzh6069GQtQsO0qxDCA9FPo/z9ftsCvLk4TmFSg4c1y8gsJqLEl2mHJYfC5VmzTJVqry6iHT7snKDS1nHGxcSwUUoZLZayciT3wTLyzpstto4diWbxVvPMrBTA5QKBU28nVm28yKjezS3BxerzcbirWdJzMwnMTOfbadSWbbzAu9G3EePwKJhomJp9bVekHVJ/t5mwYM8nu3eHue0v+WeAMg78Xu+WbxRbv7w/Bp5T4o+Ue45OHnIb+qb50CfefJjox46PSefYW8xQotH4bF3odXj4LMM/NvJafU7DANnDzz8tQx7uysKhQJntxuO2b5yEL57ElQaOZD5ti56ztEdBnwiLyIIe1f0Wm6RytOx1ECi8qzZzM8i3b5MbKIUqsWFNAORX+zAJkmsGRtSalJL67XTJUd+s4dMg5k/jqXw68RQNCoVzz3UlJx8i/1aSYIJYYFEdWrIf7edJai+OynZRtJzy/nU6dEI+n507Vz7Dig9G+OsssnzJE8sgL8+kCf1rWZ51deR1XD/U+DdSp7XyLwIy5+SeyrP/iyfNBn1H5CQjyQ2pMvDWpZrcz2GdLn34eov133of5D8NzzwHBj1KPNScVGorq0ik4NLQX4+SpUK9fFYOZjZ8iFxb/Hg4uwBDzwP7QfJgaamli7f5dz7NCs25wKgcFDi3qdZle47efJk9uzZQ2ZmJj179mTChAlYLPLfrki3X6TcxJXX++uvvzh9+jQmU9E/7vHjx9dYw243kbiyav4bd455vx4HYNLjgbz2eOtiz5utVg5f1iMB7/1ylKNXsvF1dWTFmO5IgFajwtXRgWyjmV1n0+nQ0INhX+1CpVTw86sPczE9j6SsfPp1qF8yN9iNzPnyvhWFCpL2w0/PygGk/8fyqi4J+LwzFOTKE/Jj4+Xey5FoWH3t8KdOz8Bjs4qfu1KQJ/ds0k7LPZQHR8DGmTB4KaCQe01ObvK59smH4H9PyYeCvbgRGncjLyuTzd98haOLK48P7o9yxdPy0CWXKAAAIABJREFUPplhP8gT98JNVTZxZU2sFruXVVviykLvvvsuRqOR+Ph4hg4dyoYNG+jQoUP1tFa4K/RrH8B3uy9gtUoMfKAhIB/QlWMyk5Vv4WRyDo28nPF0cmDJ8w+y50IGHRt54uSgJDnLiItGTa7Jwqhle5gb2YFfDl+xp8jffEJHj0BfzFYJSZI4nZLDyZQcujbzxkurKZbCH6sF8rMgTweu9Yt6KznJ8nyI/32gv1J0TLDKAQpH1po8JG+gzM+Uh7Z2fwFhM+WgknZaXgAQN1/eT9JzCqx4Rk4Vs+//YO/X8OxqWPGs/FrFtd6GJEHKEWjcjRM74ji1Wz7OuUFgG9qPWCcvAqjuvS85KXBxh5yOxqMxqDU3f81dyuUBPxFMakmFgsvBgwdZt24dERERjB8/nlGjRvGPf/yjptsm1CGNvLVEvypnHa7n6kiBxUrC5SxcHdUMWrwTo9nGI218mfXEfWw5qft/9s47PKoy7cP3mZrJTCaT3gmEAIHQe+9FmnQRRQQpUlZWcdeCXdxvLbgWwAK4gA2VLiBdepcWOoQQQiA9mUymt/P98YYgCq7uwqrr3NfFdcGZM+97OJOcZ572e2iSHM7La05yocjG60MacqnUjkGrYlLHVI7kmOlYK4pP915CpVTQqXYU983bT5HVxeZpnej9zk68fpne9WOZ3qcuMUYx2bLI6iLcX4rq/TbgNOO/6+/I9YehzNwiQlemZHGxObthxGK4uBPSBwldMWshWPKQH/waqTgT9s4WCskeJ+RnwNHPQa2D41+JP0MXwKhVkLMXNj8vjMjVI3Dv5yKxb4gTgpWJLSlMvQdfmZXqLdsSvGoJ/R8eT0y1pOsaZLcTWwksHQ2X9ohw4COHA15RgF+Fn9VmHxQkSkN1Oh0FBQWoVCqKin48mzrAH5uoEC1RIUFIkiQ65D8/gtPjx1kZ8y6qcGFxeulaNwaH28u2s8VcLnXwz93ZlNpcKCRICg8mwiC+ab9/fzNWTm5LXrmDIqsLSQK314+3UvW4zO7mTL6FCpuDogoX/WftotRcDk4zAIqji5GTWiJP3I08fguExAojUH4VvnoQsraB+bIQe/zqQdj1DySnBTksWZQc20tgy0uiyz404bpxajhcVJfpIiC6nuj0j0iFml1gYT9YPh6QYdAHFDQYy4D399P29e3svmxjwhtvkHjkZdRzmsCuf4gigduJ7KsUrwS8jp/XVxMgwB3gZ3kunTt3xmKxMG7cOIYMGQKIyZEBAnyfQouTCpcXk06NRqWgZ71odpwv4tXBDdifVcqULjXZeraItcfz+HO3WtzbIokvDl6mY60oGiSEUljhYtiHewH4c7dUksKDuVRqI1SnZnqfuuSXOzAFK3n73kbsvVDKvS2SeGbFcRYOS8ao02BxeDmYL9O907NoL23H1/MVVCsnw+V9kNIVBs4R+lvJbSCsGnjsEN9YlByX50CvV2B+N6RrlWCp3UQ4LbIWFJ+F9IFQp7eQe/n6Eej2AsQ3hQnbRDhu3RPCsDnN4K6AkBhyrxaSV9nsueRIAf2qx1xv0DxW2W9zOydT6qOE97TrLag3QPT2BAjwK/CTxiUjI4O4uDimTJkCgN1up3bt2qSkpDB69OifXNjlcnH//ffjdrvx+Xz06tWLqVOncvnyZaZNm4bZbCY9PZ3XX38djUaD2+3miSee4OTJk5hMJt56662q+u8PP/yQpUuXolAoePbZZ+nQoQMAO3bs4G9/+xt+v59hw4YxYYKYn3GrPQLcOQotTgbM2U1euZM3hzUkNTqE9qlRNEwMRatS0jolHI9Prkr6//nLI6ya0p6HO6Ww8WQBV81OHN8Tl7Q4vdSPD8UQpEIhSXSvK3Irbx9+m6aRbWmaFMPjXx1jSLNECj1B6B1ZjGmXzAubLlN//DhiWzwIPjfKq2J6JekDYc1jcG69yHNMPQq5B4TnEJIAwz8TVVm+yoIVRxmEVoOe/UQZs6NMhMrGboFv/irOWTpalBGHxAgvp8fLUPsuOL+xymAkRxhoWs3EhSIbUztXR9IohOdzZi10mQ7a2yyjJEkQURP6v3tjL0+AAP9lfvKn74UXXqjqxD948CAzZ85k+PDhGAwGnn/++Z9cWKPRsGjRIr7++mtWrlzJzp07OXr0KDNnzmT06NFs2rQJo9HI0qVCEHDJkiUYjUY2bdrE6NGjmTlzJgCZmZmsXbuWtWvXMn/+fF566SV8Ph8+n4+XX36Z+fPns3btWtasWUNmZibALfcIcOdwef0UWJy80K8e9eJDGTBnN5M+O8yC3dkYg1SEBKnRa1Usn9SWaT1q0yAhlN2ZxXxx4DJqpURqtIG6cUam90ljbPsaDG+ehNvnJzxYTbxJh1atRJIkhtYeyvsZb9Gkho4X707H4vAwcO4hLOENeDw1j31/bkx8pBGtIRptcCSM3wp93oTavYSXMHEnTN4nLvr4UqE15iwFWzGUXoTB85FbPox8/xKo1UPkWa4N9fL7QKkS+mMAMQ1FQYDDDDvfEhVoF7ZAn9erJFsiNT7m3VefTY+0olGsBskQJYzQ6LVCLNNj/+U321oEe98TFWuOspufEzAsAX5lfvIn0OfzYTIJt/qbb75h+PDh9OrVi0cffZRLly795MKSJKHXC6kLr9eL1+tFkiT27dtHr169ABg0aBBbtmwB4Ntvv2XQoEEA9OrVi7179yLLMlu2bKFv375oNBqSkpJITk4mIyODjIwMkpOTSUpKQqPR0LdvX7Zs2YIsy7fcI8CdIyRIxdwHmuHy+ahwemlaLYzQIBX14o04PD6sLi/3zdvH4Pf3EBKkYnrvuszZmsld9WNJMOnw+mTGLTpIp9rRmO1uhn2wlxFz92G1WWHba6IEGEgKSWJWt9koZC2vrT/DhzuyMOnUKM0XUX46COWaP6N2V+qHqYNEr0rLccJbOfCByEfM7QTvtYY2U8QDXpYhvLqQ1c/4Eqntn5B2zBT/Vqhg7EZRHTZmHRz7Cu75BMZ8AwNmiYS81wUHKhVwT664rlnmLAdzNhHzmxP9bjU0nw4QRuzcBnENX42CjK9+2Y32eWD7q0JEc/EIKMu+LZ/f93G73Tgcjtu+7v8KeXl5PPDAA/Tp04e+ffuyaNGiH51zK9l9gLp161YdHzBgALm5udx7773/zf/Cf4WfDIv5/X68Xi8qlYq9e/cyY8aMqtd+jjSBz+dj8ODB5OTkcN9995GUlITRaESlEtvGxsZSUFAAQEFBAXFxoqpFpVIREhJCWVkZBQUFNGrUqGrNmJiYqvfExsbecDwjI4OysrJb7hHgzmEK1tAgwYRfhtwyO/e2SKRdahRvbTrLplP5PNq9Ntkl4lv68sNX6FEvhoVjWlBm92AK1mBze6kbF0KBxcmO88VUuLwkhumQis6IcuJz6+D+JaCPwqgOY/53Z5kxoD4lNhd1Y/RELhsAgFR+Gfzfk0txlIlel5B48LpFEt9T+eDM2Qf3LhZ/P/Sx6G1J6QTb3xDDv0Ak7mt2ga7PCkmWb1+C7Rqo3g4GiREUqLTQaiLseRfqDxGzXUDs47YLgwLCQPp9Qo/sGvooYfD+7aqxm+tV/bvYbDa2bdtGcXEx/fv3Jzw8oA7wQ5RKJU899RTp6elYrVaGDBlCu3btSE1NveG8W8nuBwUF/UiE8osvvrij1/xr8JPGpW/fvowcOZKwsDCCgoKqpJ4vXbp0g37OrVAqlaxatQqLxcKUKVPIysq6PVcd4FfF7vKSU2bnXL6VtqkRVRMeTXo1VpeXaV8do1FiKD4/LD0sxPf+1LUWHWtHcvSymUe6pqJVKSm1ufnqu8ssP3yFGKOWhWNa8uKqE3wxoTVn8iw0TTIS9VVvsalCybUHqVatZEKHmqw/mUeblAhyC4oIbfggIaZE5C7PIn1/rkrpRfh0iOi0NyWLhPzJFcKTaTAUFGrY/tp1qX2/78Y5L0GhwrORJOHFtJok8jclmSLZf61PpcM04Qkp1cIbshaJSjRrodj79Goh2x8cLhSWR38j+mes+TCvKzy0AdkQjSz/QNLmhyjV0PkpiKwttM3Cqt/GTxZKSko4ePAgILQFBw8e/LvOV2ZkZLBlyxbKy8sJDQ2lW7duNGzY8D9aMzo6muho8QXBYDCQkpJCQUHBj4zLL6FJkyYcOXKE/fv3M3v2bMLCwjh37hzp6enMnDnzlqKXv2V+0rhMmjSJNm3aUFRURLt27ar+g36/n+eee+5nb2I0GmnVqhVHjx7FYrFUeUP5+fnExIgO6JiYGPLy8oiNjcXr9VJRUUFYWBgxMTHk5+dXrVVQUFD1npsdDwsLu+UeAX4Zbq/QC5OAMP11vbAyu4e+7+7C55cZ2iyBGQPqo9Oo0H5PT8zu9pEaY0CSxLM5p8TO8/3qcbHYztqMPHJK7QxoHM+RHFE2XGBxoVZKPNOvHiBTNy6EGL0C7p4N2bvFA/1as6HbRoQrj/tjroA+hAhDIj7/MFwNBqDVGYUhuIa/UlJmzTQYugBZFwmj1yL5vXDkE0jtAa0mwOYXhWfTYBg0fUA0W2oMwtMJTRB9Mj6PMCAbnxUqyQolTDkgrkv3vfkpzgqR9D/zNXR+Gpo+KPa55p0Eh4n1Vz0CmZsw9/sHVtlLWf5VNmRUMLptDSJDfkKFQB8FrR7+jz7bW3HN6/d6vSQmJqJU/n6lZzIyMli9ejUej/Bky8vLWb16NcB/bGCukZuby+nTp2+IrlzjVrL7TqeTAQOEp52YmMicOXNueN+pU6dYu3Yt0dHRjBgxgkOHDv1uZrh8n39Zity4ceMfHatRo8a/XLi0tBSVSoXRaMTpdLJnzx7Gjx9Pq1at2LBhA3379mXFihV07doVgK5du7JixQqaNGnChg0baN26NZIk0bVrVx5//HHGjBlDQUEB2dnZNGzYEFmWyc7O5vLly8TExLB27VrefPNNJEm65R4BfhkXi20MmLMb4Aa9MI/Pj88vYwxSMbptDT7adZH2qZGkROnpUS+GpRPbEBcaxBWzgy3TOlXJ6h/NNfOnz48AEB2iRaVQ8PKAdF5dd4bOdaLIKbWTVWTj7vQwwrDgdhsJimsEcY2wubzIFRb8HicGpQfFey2Fl9FmKqHtH4MNT4qmxcFzRe+JJAnDYkqGwfOg/DIYY5HmdUIesx6WjxOS+VeOCG/m3Abxnz70MZRegOJz0Pt1OLFMhMsAoRvD9SS63yfyLT9E9oGzTLz+7SsiVBaecuM5GgM0H4MlpT1vW0+zbMWrNIlqxojqz7JobzaP96xz/Vxbkcjj6Ew3qiffAfR6PVOnTsXpdGIwGH7XxmXLli1VhuUaHo+HLVu23BbjYrPZmDp1KtOnT/9RJOdWsvtw87DY92nYsGFVyD8tLY0rV678Lo3LHSspKSwsZNSoUfTv35+hQ4fStm1bunTpwl//+lcWLFhAjx49MJvNDBs2DBB9M2azmR49erBgwQL+8hehXFurVi169+5Nnz59GDduHM8//zxKpRKVSsXzzz/PuHHj6NOnD7179676ZnCrPQL8MraeLapqgtx8+nreKkyvZtaIJswYkM6n+y7hqZyX8t7WLK6anczceJb3tl2g3OFl0Ht7CNYoOVtgoXlyGI91r8XY9jXoVi+acoebaIOWd0c0ISFUx1PLj7Pq6BW8Prhi8WN2SRRXiB6RYFch+h0vY1w1GsllgcjKh29ZlkicF58Vascui8h12IpxH1pIkd9JSUJj0TVfUQgtxuFXBV8fwFWRD/FNRHgLILGZSJIXnBCVX9dyMmWX4NQq+Lg/ct83kZuPRR70gVjHZb2exAdhBAa8B83HidHJupvkLZRqSG6Hq94A1l0S42uPFB0iMkRBXOj3JlVaC+HToaISLffAjfvcAdRqNUajkejoaIKDf9+Dx34ob/+vjv8SPB4PU6dOpX///jdVhzcYDFUFTZ06dcLr9VJaWvqz1v5+GFKpVP5upfd/VhPlv0NaWhorV6780fGkpKSblgZrtVrefffdm641adIkJk2a9KPjnTp1olOnTj97jwC/jH4N4vjiQA5+GQY0Tqg6HqrT0L9RPB6vj0M5Zu5ulMDQD/ZwX6tk/r7uNPuyStmXVUqXtGgkZFw+P3VijTg9PmpG6dl+rpjtZwrp3ygeJIlD2aU0qmZi/qjmZOSW40TNyMVZlNrdbHysI35LHorC03BwHgDShmegx0tw7AvkLs8gO0pRDJ4Hhz+B6h2gIg/ZbUVZuxejNk8gWB3MR21m4ch34oxsRJQiCEO/t6DglEjYB0eIIV+yX4S6XOUil9H0QVF6/M9ewuB0fwmSWiNt/T/cd83kZJGXRlePoTg4V4TLklqJ0mUQobS+M28M0f0QdRDBGHmkySPMOTqHPjX6EqbT07v+90JspRch76j4+863YFhjIY4Z4F8SGhp6U0MSGvqfNa3KsswzzzxDSkoKY8aMuek5t5Ld/yNxx4xLgN8/ieHBLJnYFpCrpkNew+PzU2b3MKVLKi6Pj1cGNaBWtAGVQmLb2SKC1AqqhQfzf0MaogAUkkRRhZuUSAONk8KQAbVC4o2NZ1l2+ArLJ7Xlvvn7cHr8NE8OY1LnVJ5bdYIrZQ6SQm2iwkodDB47cmJzpPI8iKgFsh/FgruEYRi/XRiD91oj+dwoer/B5PrjmXNiLhVlKrYuzqdOcyMKZQSGOvFgiAWPTbw3NPG6IRizXiSK1MFQePJ6ue+Z1VB/GHJYdY5fLSdMI6P44l4Rfru4XRioa8bF66yUYZFETuaaUKatuFKyX4LQBPSKIAbFtqNXpzS0WiNGoxG+n0APSxbik5Yr0Gx05ZjlAD+Hbt263ZBzAeGZdevW7T9a99ChQ6xatYratWtX5U6mTZvG1atiwNu/kt3/oxAwLgF+kqibJJYtDjdXy50MfX8vMjKbHuvEltMFTF18hLkPNGPdnzugVSnILbMTrdeiVSsZOX8/WcU2/tqrDnlmBxtOFvDVw62rlI9B6IYBWJweokK0DG6SQKRBi2zOQQqJhcl7kZHEL6m9FDmoA9Kut69PjPQ6obyw6t9S7gH0kYOI18fj9ykYPDEWw97n8V1NwVtjKqrCk4AsuuWbPiiS9l6nCGNp9aI5UlIIKZi8o9D5aeTINNySmneWZTOzd5x48JddBFM1oYRsrdTcK8+BBb1Fhdn4rRBVR0yozNwCqx8RXs7AD0ChRP/PnuitheLcR4+DRnf9ZofEwvgtIn+jDYXfcQ7kv821vMrtrhZr3rw5Z8+e/clzRo4cyciRI2/62pEjR255rFWrVrRq1arq+L9qVv8tEzAuAX4xZXYP284WYa3sRfH6/azNyMPnlxm76Dt2PdEFP7D00BWaJ4cRbwri6T51UUiwJuMqjZPC+HR/DheKrLx8dzrNkk34/X4WPtiEjaeKGN+xJheKbdSKMVBaVkLN+HqQuQmSWiIt7CNKeId/inRqJbSeJIZ7xdRHDo1HCk0QFV+Wq8idn6a+OooXwjoSrZbQbXgCTq9GCThSuqKKrA7vtxNzXTK+hId3isFd4TUhrqHInZiSRQmxPhIq8pHUQSiCwnl7uIlgjQoeWg8lFyAyVRiiz++B5HaVQ8VcgEt4NVF1RG5o99vieMkF0Y+j0oi8jbUQgozXcz/fxxCodvx3adiw4W2rDAvwywgYlwC/GL9fplWNcGpFG2hSzURmgZXJXVL5aFcWAytzM08uy2DvhRL2ZpXQvlYkz648jl+GT8e2Ysl3OTStZqJ2jBGL00OkXku1EJnoPY/SUWfCe6UHqmr9aBCrw1SRiSLrLNTqKXTBrjUknl4jynFPfy1CZkktkFxWURVWrRXU7Ea5rOf5VedYf7KAZ+6qxbioNNEpIylQh8YJT0GlFZL0tfuIkcOaEBEesxaB3w0Xd0BcY9Gtf/RTePQEaqWC8GsDy9SxwrsAKLmAreeHXM7yEFsnnpCyyyiv7Ic6fcTrWgM0vl+MUa7dC3L2Q82uMHKFMGpxDYX8f4AA/wMEjEuAn8Tvlym1udGoFBh1Im8QGaLF4vTw1vDGRIVoMds9HL5cxtvDm1AzSs+qo1erKp7qxxvZcDKfAoso2V1/Io/xHWoiI+Py+uk/azdun58OqZHM6vEcJixYQ+ux/HAuW88U8txdNWlQvhWVo1R4BMYE4Wm0mSLyG43vB6UW2ZqPdHE7JLcVBmP907j7zGfDKVHl9urGTEY9fi/a2AZgSkbpKIGNzyKPWQceJ9LeWZC9EzmpJdKnQ+DuWUKexVYkGiyH/FMYhKAfj2++hkMRxdrPzlKUU4FaW8h9L7yGQWO73pEfHE55w6EEu+2oZzUTuZ4Gw8QI5rr97uCn+L+FLMt/uPzFb4GfObS4ioC6XYCf5Hyhlfvn7+fp5RkUVzgpKHdyrqCC2FAd6fFGYoxB6LVKBjZOoE6MAavTw8I9FxnfIYU59zXhsR616ZIWTViwmmf6pDGkWSI+v595Oy8iy+DxX8+z+LxuWNAHS4WFNzee43COmceXn6HMUEtI3Kt1MHoNTDkoPJh3G8OcVvidZnzacMpTu2GzFsCut5G7v4RWdvF4p0SMOhUPd6yOo+C8mBqpCkJaMREyNyLlZyAtewiOL4EVE0TIrSRTJOndNnETXFZ8pmqiEk0dDE7LTeewyH4ZJGjTN4Y2vUWl0A1SL8Al61V8Po8YUgaiZyYwc+VnExQURElJyS9+0AX4z5BlmZKSkqrZXj+HgOcS4JY4PT6WHc4lNdrAxE4pVDi9PLX8OPsvlhIdomX1I+1BhguFVtJiQ3B4/BiC1Kya0o7Vx/IY3CwBp8fHiiNX+PLhNizen0OnN7bxQOtketeP5UJ+Cf8c1ZStZ4sZ36EGEd+MAiDIbyfKoKXI6qJRohFNxQmROM/9TvSk7HlH5C18HvB5kPIyyKvWnOf3ziBJH8djd7+FqeAs5hAH9zXQck/9VIIMYRhzzwpPR2vAnz4Qxe53KrW+YoRB0RhErkSphoP/xD9qNf6jn1Fe934q3AaqhxpESGvt40LN+O45N0x51GmcDJkYj2LTM0jmcmTeAVvwDcoCdYovot33Hv6mD0JaPxTVWt/eeS7/4yQmJpKbmxsYVvgrEBQUVDUG5ecQMC4Bbkp+uZOPdmXRuXYUHr/M/fP3M+f+pmQViW/zhRUunB4f+eUOUqL0WN0+Jn96mDC9mpfuTmdgkwT2XiimaXI4284W0Ss9lgV7sgFYuCeb8R1T0CmuEP7tX+kSmoR8rolQHr56mMjzS1g76RHKykqIiY7BWAE0HQJHP4PYdJF7uXs2ZG4GdTDu5La8dfgNviv4ju+AvgkdaRVeiwRJQZHaiMIfhFx4DHa+QWGvD3BYFcS3norc9CHsfhW65I4o8w4jx6Sz6wqkjt5PeLCGfLeWj3wP4Tri54neQWIg2JlvhE4YwIG50P2FqnsmBYWiPLkcTq0Q/97zjsjXNLpXGCyXFe2Kh8HnQXHlEP5HT16X778FPp8fpTIQYLiGWq3+WQohAX59AsYlwI+wODw8uSyD7eeK0GtVHLhYisXpZdGebObc34RZ32bSvW4Myw7lMrBJAnqtitnrznC2QEjd78sqpXvdaKKNOpSSxDv3NuFMvoV+DeNYk5HH3Y3iUABGn1koE7MPFCr8DYYjTd6H5LYRffANdLoETjCME1eNDGhkJLrpaBFCunex6EMZuRy8LlQeO82im7Lp0iY0Cg0JoTXwSyrc2giy8hxMXbyHbmmRTBv6NcMXHudSyWVeH9KAYUXvE5K1RcydH/AeSEpaJ6qwE4R0aSvxSS15pGMiKqWScIMWis5V9sMoRL6kWpvrN81ZLpQBYuqJRky/D+IaVY5crgzhKJSiafPKYYisg0J5a0FIWZYxF9g5uDabmk2iSKobjkYX+HUN8Psh8NMa4AZ8fhmnx0ev9Bh2ZRZzJq+Ce5onsjerhNN5FcSZdPSsF8OuzBI2nspnSLNEdp8voVvdGJYducIDrZJpnxqJWimx7ngeflmmYaKJ51ed5Ll+9ZjcuSaFFS4e/uQQSx6og9TxaRSWS9DmTyiWPCCEHje9gNzpSSxRHZg8ezdldg9Hcsp5ZUA9wpy5SGseFbL2d70KrgqU6mB6JfWkTVwb9CotpqILKNY8hu7ez2lUtJe/927NhKVZTOpSi0uVsv8ncssY2nkKkilRVGpF1UHa8w6arG3QcwbK5JYoP+xAtNMs5reE9heek6sCxm0Rs2KMlaoFPo9otDz8sZgsOeWgMC7WAlGCfM2I6CNhxJdiamVwOBiibvk5OCo8rP/wBKV5Ns4fLGDU/7X9sXHxOER4TmsK9L8E+M0RMC4BqvD5/Jy4auGFr0/SsXYU66d2QFJAqE7Npsc6cdXs4MWvT/LUXWlkFdmYN6o5sgzp8SFoNUq2/6UzO84V8eamczzYJpmGSSZSIvUoFRJun5/pK47z1j2N2HS6kIwr5Vy2q8m5ZKJ9z/5oPh4gKrP2zIbmD2EOrceJqxXMHdWcjSfz6VFDS6j1ApJKIzyCBvcIqXq3FRqNILzrcxzP9tLl0MPCWACStQDDpr/QZOhyOtSKQKdWMrZ9DRxOJ882tqFY+phYp/cbohHy4HwANOuexHvvZ9cFKk8sF5VijUeIxsjzG4Rk/rVciccuCgAq38+JFWLAWFTtH99kQ/SPkvw3Q6GQCDZpKM2zodYqkX4ow28vhQPzxLXc9ZrIRSkDv84BfjsEfhoDAFBgcZJdbOO5VSc4V2ClU+0oSu1u8i1OUiL1ZJfYKLF56Fw7CqNOxZ+61uTdLZmMW/Qd6/7cgdFz9/HNuHr0kvbRs3E0OwsK8KgMXDU7AZlVU9qhUysx293c1zKJwU3iQaWmZq+heKUyNH4vBIdT3HMW2y7aSHLo+fbsFZYdymXfkx2JyF6D9OHDogdl9DpAEoYFoPgcUv5xWtfugi/kaZQrJkBcE9GkGFYDY1Id3qwm45NL+VO3JPSOcjSf9ocaHSGmrvBv8bEYAAAgAElEQVQkjPEQVgPKLuJN6YwUHAFJLYWwZce/CO8jvBZM2ieuQf89r0NjEPpkle8ntavwbP4DggxqeoxJpyDbQkS8Hl2I+sYTXBYxRA1g5UQxJfNnGK0AAf5bBIxLAModHp5YmkHDxFAaJIRSYnXTskY4w+eKWfPj2teg3OEhu8TGG0MbsvZYHj3SY6kXIrHpwXRMkpvmySZ0Rz7CsPN1ALqN2kRecCIycKnEjkYl8eams3xzPJ82KeH8uXttRszbT1qMgTeHNSD4wTVUqMN5bl0u607kUy08mE/HtuR0ngWf2450tVIyQ5aFAnLtvkJIMnsndJiGz+Fgz9ILdB6ULiT2Q+LBfAl51CqUuQeQwpJ44tCbTG48iTbGmpDQAnfryfgUCoI2v4xUKdcv68Lxa/WoDDEit+P3Xa/2Uioh5Cbd8gql2G/0WvA6ICjstlSABRs11GgYefMXVUHCmFgLIbHFHZfiDxDglxIwLgGQJFArJebtzOKde5swqVNNSu3Xxf6sLi9P9a6D3eVDoZBoVysSZ0kZbTd/jnXlSnxjxzJu4Ag4Y656T5DswOuXCQvWMG9HFp3TorE4hI5Y29RI3t58jqIKF0UVLgotDqL9FfgVoVQ4vaTHG3np7nQ+2nWRx3vURl2eDc3GQEWe8BLCU2Df+/jbTEJRtx94HCh1kbTuaUAqOA2fDRLd948cRlo8HFX+caKCI3jpvs9YkrudNrUSoOsz5MhOPBVXqJu1TXgCH/VAeuQwmmuTKPU3PthdXhd2rx2D2oBa+QNPQqURSsj/LfTRQq7GYRbXGShnDvAbI2BcAmAMUvP3wQ04ecVC9Ug9Do+P6BANrwxM53Kpg+Etkrha7uTdzedpWSOCvg1ikaxezMuXA1D28cdEjRqDv/3jSEEhuIMTKAtOpd+7u9g8rRMHL5UhSTDznkZ4/X50GplIg4Z9WaXEGoOI1kkw+y5CTcm8MWoXl8rcPLX8OJmFVj7dn8OuPzcHuRg6/AWOfQ6LRyD3eBn3pV0ELR0DkgKp9RT0CiVy87FiKqSzHJBFWAvAacag0jEy7V74qA+Ep7C/xTByzRdJ7DWDkF3viKFe5ssQUfNH96jCXcG6i+tYfn45ExtNpHVca4JU/1no6z9CoRCyM9ekZwIE+I0RMC4BAIgKCaJahJeiCheSBAatlm5pMaiUCvZnFZOdZ+bFRsG4j+8ntFYXPCF6PN27Y9u8GeM/3uWTIwUs3HOJaT0f4O6GcZy5bOHjsS3RqhVsfKwjbq+fMQu+40KRlXEdE+mY7mPnE53QusuJ9hXCmG/A4yDuyiYU1fpg0IofTY1SgUKrhy8GQ1o/MS64dm8KQ6LA6yQoKk2oIDd5AL5bgKRQwbjNyDKgDIJhi5C++wh/oxHotWHoC84K+XqPna6xM5mcuRJdXDDj71+K7twGIXF/E2weGzP2zQDgiR1PsHbQ2l/XuAQI8BsnYFwCAGC2uVl8IId5Oy8SHaJlxeS2fLQri1K7h2C1kmlNwijs3wfZ46F483qOjX2SLs+9gHfKNBymcHzH8niuXz3O5FsoqnDz4uqTROi1PNu3Lg/8cz+rprTjQpFIwG85VUbdGm6qhYYRZc0SSsEXd0CTkdD5KUy+UmYObcDWc8U0Tw5Dj0NUQ237O0SlwchllHrMTD8wg790f4qGUY0IQQEpnURZcNE5pPVPYu/1NhVyKGFdXkLpNqPPOQA12iG3mIBkK0DpNvBw7ddpFG9ApwmCBkNuKRypUqiobqxOtiWbBpENUClUQp7fUQ6aYFGCHCBAgCoCrb8BADA7PezOLAFE932F08uVcicpkQY2nMxHp5KQvSJn4rfZ6FAzAqtWT49PTlPu9uHy+pn1bSaNk8LYf7GUSyV2DueUcSbfQlyoDrdPZkDjOCL0GqZ2T0Kj8qNWGISxKDgpdMOaPwQfdkQ7K52YvK1cNdux2J0EO/OFKvKDq2HQhwAkS8G81/pFko3J6GVgbidYPBxWPiwqv4YuIMgQSmFODitmzcF99ltYMQ58XmydX2BF8rP0X3CGwxdc6BUGEUozxNxycmSkLpJ/9vyIlXev5PWOrxOm1EHmt2JK5fbXKweDBQgQ4Bp3zLjk5eXxwAMP0KdPH/r27cuiRYsAMJvNjBkzhp49ezJmzJiqMaSyLPPKK6/Qo0cP+vfvz8mTJ6vWWrFiBT179qRnz56sWLGi6viJEyfo378/PXr04JVXXqkSs7vVHgFuTp7Zgd3l5a+96lAzSs+IlkmEBKl4pEsq7VMjWD65HdkuBTEfziPkgQeImPkPcuUg/LLMJ2NboteomL/rIjmldl5efYpWNcJRSBCiVdE4yURqtB6/388TveqwZHJzIgxaigprcCTLhSxJMGwRjNssKp/spSDLhJxdwmOdEmkerUDhtomk9dn1oqfku4UEF50m7oNOJH7YFcltq+yEB8qviDDZtr+jCDZRO0lH78mPolNLooFRHYThyh46JihYNbktD3eoCRYHjsICcFlveY/s5Wb2zf2Iw7P/idrqEzmdtdNE6fGed0VzZYAAAaq4Y8ZFqVTy1FNP8c033/Dll1/y+eefk5mZydy5c2nTpg0bN26kTZs2zJ07F4AdO3aQnZ3Nxo0bmTFjBi+++CIgDMXs2bP56quvWLJkCbNnz64yFi+++CIzZsxg48aNZGdns2PHDoBb7vFHwu31kVlYweIDOeSXO3/yXLPDTVaRDY1S4r37mjKpU02KrC5sbh8GrYr8cgfG8FAs9RphGTOF6XuKGTBnF1vPFoEMhiAVNaMMAHSoFckVs4MlE9vy+fhWRKg9vNXDRIL9DCasqCQ1Ich0qBFJu3gFijOrxcN52QSIbSgkVYwJ0H4aRtmGPmutEJMMCoeOf0EOqwFN7oP4xtB5OnLTB5F14chDF0C9ATBkvuhJyd4FDjMacybG6FhoNxXq3AWWq/D1FCLkEoz2YrZ+cJJPZpxg99f5OO3eW96jnFMZnNu3m5wTx9i/8itklRZSu4sXI1JFX4utBE6uEB7NtQbMO0Cxo5g3D77JsnPLMLvM//oNt6C8vJxDhw5RUlKCzxdQZg5we7ljxiU6Opr09HQADAYDKSkpFBQUsGXLFgYOHAjAwIED2bx5M0DVcUmSaNy4MRaLhcLCQnbt2kW7du0wmUyEhobSrl07du7cSWFhIVarlcaNGyNJEgMHDmTLli03rPXDPf5IlNo89Ju1i6eXH2f8x99RYnXd8txIvZYWNcKpFqHHK8vM3pqJ1+cnt8yOQiGx9WwRvd/dybLDV9CqlKzJyMMvw7ydWVQPD0anVjLnviZ8+XBrHu1em+LiIuIoIkFdQRSl6D5oQdhnvQg+8SlKINak5/0d2ah0UJzQBFfnp8VESZ8TGg6Hnq/AhW/h5DJY8xicWQP5x2D9U0heB7LXLRL2WiP+zs8hSRJStTZ4+71FRWgC7hPLsA18D5ckIdUfXDkRshJJAa0mwo438DkdFFy0AJB13IxPvrmESrG9GG1MOIpKiZVq6Q2RdCbRZzP1qOjWN8SISrYlo+HTQZCXcZs+yRtxe928c/gdFp5ayIt7XyS7PPvfWsdqtbJo0SJWr17NvHnzsNvtt/dCA/zh+a/kXHJzczl9+jSNGjWipKSE6GiRNI2KiqKkRMT5CwoKiI29XlYZGxtLQUHBj47HxMTc9Pi184Fb7vFHQpZlPD4RJvT4/PhvMv5C9ss4rG68fj+XSmw8tPAgr68/y8hWyaiVSlYeuYrF6eW9bRewOLzM+jYTjUpB02omAO5pnkS5y4Pd5UWrUuDzy2gkD0O1+4lf0ILwVaOQLFeEyCMgFZ4iQuvF75d5qnc8s47P48EDL3HQcRVXzS7gssGaR2HpGMjPgMpZL9TsCsvHQ3Q92PYa0nutkL4cCXX7o/TZkVZPhTfroPhuAZ+cXczTGjuz7OdxhsTA+qdh75zrORFTNajVCzwO1IWHadQ5Cl2ImraDaqDW3Ny4rMlaw/xLnzLw9de47x+zSG7UFPx+bD4l5cow7EqRzLcmt8F81/9BZO3rs2BuM263mxDV9eIBnVL3b60jyzIej+hl8nq9gfkoAW47d7xazGazMXXqVKZPn47BYLjhNUmS7vhEuf/GHr9FQoPVfD2lHVq1ErfXh7LyHrjsHsoK7WiCVCgUEnaLG6tewYLd2ZwvtHK+0MrkzjW5WGxj+7ki+jSIo2taNN+eKaR73RjUSonZ9zUhr9zFrvNF3D17N8smtSUyCFJ1NlQuUJxYJi7i6mHR8NhqoghHtf0zeaU23LKSYK0LvSaWV1p+gFqppBwN0SWZcO/nkH9clBZ7HMjWItBHIWlDILIW7HpLrF2eIxSSzTnQ901Y8xiKcxsYO2Q+LncFQUEmNEc+g8ITcHqVCJkFh4POJP4MfJ+g/fNo0aEZTXo2Qa0PQqO9+a9D89jmbL28lQl7H+H1Tq8TF1wdW3kxX61YzaVLObRv357GLevx2vnFFDiK+Pt9n5MQdIvO+v8QSZYYnDiY2iG1idXHEqn59/bR6/WMGjWKw4cPU79+fYKDg2/zlQb4o3NHjYvH42Hq1Kn079+fnj17AhAREUFhYSHR0dEUFhYSHh4OCI8kPz+/6r35+fnExMQQExPDgQMHqo4XFBTQsmXLW57/U3v8kQjWqIgwaOj19k7KHR7ua1WN6X3SMF+2kp9VTnmhHafbR50eScQYtfSoF8O6E/kYtCpMwWqaJoehUSp4Zc0plkxsw4v961FocVXKwNh5d8t5Tl61VPWjGEuPY1gyDOr0Q+76HNKyh/BFp2PzKtDW6I7Wnoc/KJQwVShWcwnB6hBSg7ozaFYGkgRLJrTElNQauw9MiS3hy5FgK0Qa+D5etQnlxD1I1nzoOQO+nQGD58PKKZC9Q2h6Df8EkNB+OwPt8SWQ2FIYndgGYsiY+gcPT1M16DUDLfCvhFOqSTE8qrqHpDb1CdVqwJKLxylz6VIOANnZ2Shr+ll/aSMAc04u4OV2L9+RXy69Xk+sHIvaqyYsLAx9sP7fWkehUBAVFUWvXr1u8xX+j+Eog8IzwvuOriu+oNxGXB4fZXY3fhlMOjXBt/iC83vkjoXFZFnmmWeeISUlhTFjxlQd79q1KytXrgRg5cqVdOvW7Ybjsixz9OhRQkJCiI6Opn379uzatYvy8nLKy8vZtWsX7du3Jzo6GoPBwNGjR5Fl+aZr/XCPPwqOCjeWYgcaL6gq1XSPXTbjcPuwl7sIiwnGUuIkvF0Mgxfu51KZgwKLk2WT2rL6kXbklzsJVivZ/HhHvn6kPWqlAn/lSOKcEjsbT1xh7sgmvDmsIQvHtODk5WIMRz4UEvAnliAr1DhHbeZg47/T6YPTvHYuBmvq3VzyhmPERsLu6YRve43MfJFAl2XIuFLBE+sLeGdXKWaHBy7vg9Is+HYGFw4X8vXHJTh11cEQK6q+wqqL0BmIii1NiOg3ObNGHMs9AO4KWDwCGt2LQ2XEbLFQYq6g1Hbr/NMPsZebWfnay3w7/30+mz4NV0kevNMYtVpJ/XppKJVKGjWoTw1DAmnhaczvOZ+xDcZi99y5HIbBYCA5ORmj0YgyILV/Z8nZBwvugoV94OL22758domNTm9so8PrWzmZZ7nt6/+a3DEzeejQIVatWkXt2rUZMGAAANOmTWPChAk8+uijLF26lPj4eN5++20AOnXqxPbt2+nRowc6nY7/+z+h+GoymZg8eTJDhw4FYMqUKZhMIub/wgsv8PTTT+N0OunYsSMdO3YEuOUefwScVjfbPj9L1pEi4mqG8vmoFkz/5hRP3lUHg1aFIS2ckgIbrcak4ZXh44dacqHIxmvrzwLQKz2Gp/vURaWUeGdLJjEhQdg9PubuyCIlUs/HY1vSxGgmckFzBqQNpLTG0yTojPgjH0LhsoqqqZB4PnvlAv2ebsTSkUpCFC4M66aibzMZTu1AajGW8uJ8elWL41iuBZVColvdGGZuPIfd7WNC+2RMEalQmoWr4Tiy9tkpvWLDq9BhjaqFvjwPCYWoDNv+mhhdnHcUrnwHXZ8TTZn1h4rwGuCUdOw7cJAd27dTq3YatVt0RBEfgSn41sO6riHLMh6XMEZ+rw9ZlsDvRXdxE3169qNXr15oFEDJSWZ3ncUD60aRZ8vj8WaPc2/avYEu/t87FdejI1iu3vblD2aX4fKK3OK3ZwppUf1/J8pyx4xL8+bNOXv27E1fu9bz8n0kSeKFF164ydkwdOjQKuPyfRo0aMCaNWt+dDwsLOyme/wR8PlksjOKAci7UE43pY9XB9Yj2hiEurwMvwy+8GD6zdqF3eVj/oPNaVU9nAYJoVw1O5jUqSZ6WcJb5qYXOqo3jOOhT74DIKvYhs/vJ8x5BWQfqoPvE+VzIMU2grS7IK0PBEfglxX4vH50liJiPm0luuaNCUgV+bD1b9DnTVxxHZn82WHubhyPX5axu33UjgmhdrQBdflFuOtV5NBqWCpC8ckF9H2kOhWaCswuJ0kRdZGdFYToTKKyLKIWnFkNWiPUHyYMi+yD/R9A/3fweDzs27sXWZY5d/Y0jdp0xO3z/6z7GRxqYsjTL3Fs8zpqtWhFUM5aqNEJZ3w31DrT9TBGSHus5gvk2fIA2HBpAwNSBwSMy++duv1FXs/ngYb33Pblr010dXn93N+q2m1f/9dE+eK1hpI/OF9++SXDhw//tS/jP0cGnUFNca6VBm2jiNSUo9KGoq8oJHvoMByHD3MorS2rjl7FJ8toVAo6pEbQNjWSMW2rU7CnAJMpiFX/OErB+XLUErRtl8i+i6WMaZtMeoKJ1TkaQts+hJTWn7L0ERSFxWA8tAjFlpfg1CqkWl1J694Ir1dCW7ejKKjoOxNv/ikklRYptj4YojGERTN3x0VSow20TAklQq+lYaKJsKhY8pUySqUCkzmDmqbT5MREMHTNPbSI6sLXR7ws+q6EprWSMBlDkR1lyDENcCa2RfK6UOhN4mGQtRWytuH3efHFNSYn5zI1U1OpnlqHMEMwGlVlVNhpEQ2cbhso1DcM3fLJPuwqD9H16hBijKPcW42SsJ5oI2IJNmp/dO9zK3Kxeqw82+pZqhuro1AERDB+12iCoXpHqNkFtIZ/ff4vxBCkomd6DAObJBAb+u9V/v3a3OrZ+b+TPQoAgE8lkdo8kuqNIvApJCRZJkQBlsUb8JnNOE8cp2WSkeoRwVicXh5sk8zB7FLqxYfi8fjxKxXIslBBqd4simptYtEb1ayY1BZJgqEf7CWv3EmoTs3HD7Xku0NZDGsYgRSVVnUNkuxDH+QCnQrKQiEyjTKPnl37yqje4H5qmeLRz2vDgKlnqR3blKRwNZ/uy+XdLVkALB7XEn1wKBuKdjCoWg+UybDj/FdoFBp0xPHB9tMAPAu8V/cEIRun4at/DxeaPEtMaCjBZif6iChoMwUOLUJXswPtwuvQokUr/Ehog3Q3Jk5z9sDnw0Xz5cSdQpKmkhJHCQNXDcTqsfJ0y6cZnDKUUJ9EkP4HkvtAuC6cF9u+iNvnJlQbiiowGfJ/gzv8BSFc/785iyfw0/8/RKnNxbtbMrm7cTxzt2dxKs/C28MakRykQT9oGH61DkJCCZZkFj7QHL/TR872fNr0TWb3xVJeXX+GHnWiiXZ6GPJEM674vPSZuwdZhsVjWhIfEVwVH3Z7/YRoFdzvWEzQ9iLkto/gn7AdV+EF1JpQVOufhFaT8GuNlNW5l2/eeYOCC+c5t283STPfJqjb82gUPmKDFBgUClzu630WXoeF2BAtu51lSHojeN30Te6HWvaTbApHq1Lg8vqpHx+CpuQMAKqcXVTUsmF16chdk0OfiQ0IDk+BHi/h9DqpcFuQ1BIRuggU0g8eFucrm2x9brh6rMq42D12nF4nI9JGsPz8cnbk7uDumndjCKr8Buv3i/d8b+pkqDZUdOp7nMJYBQjwW8ZtB48NtKFiJtFtJGBcfof4/DIOtxedRoVSIeF3ufBZLMheSAgLQq9RUjcuhGCtkjc2neWR6nHIFg9pA+/BXOFi07kyFh+8zOTONUnrHEeFx8dLa05RVOFiwb5LjGpXnVK3j70XROPhU73TCDGo0aoVfDm+FUsOXebuRvGEUUFQySlo+yfRyFi9AyXpDxN17H1UtmLQhaNQafB4NYRERlNw4TwqjRaXRkNBw6HoFRry5EyC7LE81DoBvVZJZLCKepFqQjQwuNZA1OYczD4XMepIxnpUePe/wdZH/0qJUyZWJ6PJCIeoNMo7vMiykxWMbxPP2TIXPp9MyRUrepOWExUnGL9pPCHqEL7o9wXxhvgbb2i7qZB3RPyC1ewMgNlp5p8n/sm+vH0802waDyT3xqLSoFdXlv46y+HsOjizFro+A5F1hLtXdknonPl9QkAzMG8lwG8VhxkOfwzHv4Kuz0ONDkJA9jYRCAj/DjDb3Xx7ppCVR65QYnWx50Ixkz87zPazhdjMFRT+4x/kPT0dvctGepwRh8fHvoul1IjU81i32lRcsXF082WUCgl1qIbnvj7JqTwLjy85Rp7VxdFcM51qi5nwtaINlNk9PLY0g74N43h1cANqRukpc3g4X2QlxnKc6bbXqHv4JUK1QKMRsPklyDuGtHc28VoXGr8dy8BF5PpNuArOEv3dTLqPHsvg6S/R/28zeOXYqzy190UsuJmbMReT10zMR02ZEHGM1qlRrM/2YlaEE+OwwrEvUHidyM4yFOufQHNgNvFz0zH6zFyukClr/DCu+1dQEN6ciZ3rUX7eTJ+J1Tm/dzNOazGXzhSzMnMlXr+XMlcZJ4pPiJvq84rqn7xjoox5xJcw9CMh4wJY3BYWnFzA6dLTvHjwNeSCE1RTBV9vyPW6YPMLcPprIfliKxLeSvllmNsZ5nURI5gDBPit4q6ATc+JqsqVD1cO2Lt9BIzL74ATV8p5aOFB/rLkGDaXl7ELv2PH+WImfHIIs6zEM2I0wZOnYL90GZdX5vGvjrH3QglvbjxHpEFD5oECEuuFceBSGZIkUSdGyIc0TjKRV+5kzreZTOyUwro/t2fhmBbsuVDMywPTCdGqaJUSztfHrjL8w33M2pKJLSwNTq1CeWQRHiQcNTrjT24nNLs6/hXUWtzdXuCqS4lK7camUVPU7D4q3FfRpyZx/66xbMvbSYuYFkhyCCNTXiDDFkp5u2coiWpF97d28syq0zy94gSWs99C/SEYv3kStS6kKlzli2/G6QI7HhnMHiVl9jySNMVUP/UedRuoWf7qdLYu+oAVrz2J0SQzsu5IwrRh1AitQaOoRqKxxmmGOa3gw46w5SUxk14XVnXPdSodEUERADSPaIDWVoyEJAoFCk/D4U/gno9Fsveu10QxgMsiVJkr5W7IPfTvfeD2MuEBVRT8+z80AQL8K5QaoaABkNT6todxA2Gx3wHX8hxj29cASaJaRDCZhVYSwnScL7QyZuFh3h+aTte0eOpqDNSJMXKhyEZYsBqdVkX/6c2xenzklNnxen0sHNOCcocHSYLX15/ho/ubYc22kn/eTFT3JJYfycXpcxBtikYpG1iTIcprd2UW45fSICQWf5tHkLxOTlaE4EocS5PmE9GdXYliQW8Ubf5EYvog/nbkPR5If4AJmybg9Xn5/K5VfNJ9Azq1ErMvhx3nCnhy6TkAFg5vS5paW6WB5vT6cSR3w6iQYPA8cjwGjEOWovPbyKpQsWRfGQ+a/CgUbg5bskgyVqfBxU0oEtriq9TM8nm96AxqIkJSWHb3MnyyD5UMngNzUYenQJP7Yd/7QhTT67qhGihCF8GSfl9hc5cT6nGhDwoXsv8VeTC/mzAmxgQYsw7W/gUyN0L19jBoLjS4B5xl0O6RX/5hu23/3959h0dVpQ8c/97pk8xMeieFEnoJKC2haCD0HlgWV0SKukoR0S3oD8Xe1gaIgoC6ii5IX4ogEKRJD9KRFpIASUiZSZ1+fn8MRhF0FUEwns/z8DyTO/fOvSczzJt7yvvCrlm+wmiB8TB6nexak24MUwSM+tw3W9IYeN2zD8jg8jvQKi6Il9KbkRhuxqhRMW/E7WQVVZIQ4seI93cjBCw/WkTS4S3Y63fgn53r8kyPhqg9AkWAwawjqKSYWJMTb1UlH31to2+rGN7bfJoO9cLwFyqWzzsCgC2/kmnpzdhZ+jnD1rzL1NbPMz61HrM2n+LBzvVAUfD8+T+oj69Cd3QF62zdmL3lDF8+0ID4DU8DoF37OJ6Gvci8mMmdZXeSGJhIakxv3liby38P5BEX7MfCB9qSX5pV3cYLTgOt9Wo+HHk7O04Xc3f7OAoc5xAGC6HGULbvymHKiiM83CWRQS2jeKZvBDrFQ9jascQE1sbaKpmylMn467wMffolDn+5kQbtO+EfFIhWp6XKXsWwVcMI0gfx4Z3TCXE7of04KDoNaU9X/8dyepxYHVYqXBUE6YNICEr86TdHpYZTlyYEZG313cH1ecN392Kw/PI321UJR//re2w9C84frzEjSb+aKaK6K/h6k91ivwNB/jqGNAwi3qKlzO7C7RXEm9Vo1CqC/HREBRh4sGUoIicH60U73hIXG2Yd4pOndrJnxRn0LicFY+8jt38vqj6aQ996Aaw5lMc3BeXszS5BUSuoLqWJ0Zu0RARomH1wOjaHjUe3TSD9thDWPNwJi0FLZm45hV4LbHsLb2xr7moTQ0KIH8V2gYhrD4Cnzp0oKh0PNH+AWqZapMSk0LlWGjvP+GqcZBdXcsHmYOht8YxMjuO+jrXp2jgSPS7aB1cyPCkAh8fOghP/5sMjH2Jz2ujSMJym0QGsPngBpaqYmOyVhH3aA46tRLtjOt7KUmwRbVHFtSUkJo5Od92LX2QtSuweqpwetp/fjlpRMyf5WUI+nwyb/+XLG9X/bV9326WxlKKqInov6U2/Zf1YenIpbu8Parz4hcKYDdDlKbh3FegvLeQ0R/myA2j9fHdA1xJYAAyXXs8SA3Axp28AACAASURBVM2G+H6WpN8heefyO+AqLqbk+Emm52r4aO8FkuuG8PZfWnLkfCkP31mHuoE6tCePETDmPjKX5hHdXEfxeV/K97MHimjXMxbnad8akrKNG4kYPoI2CcE4XB6iA43M3ZXFsH/eRmleJdH1A3FoKuka15UVp1fQPLQ5/s5CZu528e7mLACWPNieoAkH+ODkZySFOFkwpiXCC670D1Bc5Xi0Bp4/OJMo/yhMWhPHi48Tb97Hi4Oa8srn33BnwzDK7S78T33AE97TKAHxqDx/Rnk3Gew2onq8jK1JOg2DG3Kw8CAVrgpCVHY+GByLKMsj1J0DwhfMlIKjYIrAqRgwaFS+GTAeF8WqYF5Ye5INR/OZ0qcxnRPTOFlykpDM//hmeQHUao2z8RBcNisGsy9PV35lPnaPr7ja3vy9DG0wFI3qe/9N1FpKLJGcqX8HwWqFCI0aY6sR0DTdV9RM/106/Gui1kJcMtyXARq9r7tCkn6HZHC5xbkKChAOB06Njh4Ng5nQMZ5ch4oXVh1jWJtYnCoVF10KEU2TcKPijt5uPNmHGP63+nyxJJ+GrYJQK24CBg2iYts2wsaPR63X4bF76dsiml7TtmB3efmmqIIn+zbifJWDVQcuMi55Ig+1eABDwXH8d8/F4byr+pocbg/9148itzyXoQ2GMiqkEeetdsatPMdj3euwKPs11p5dC8Cbd75JnYA6LD+1mFhTbd6+eyQ6lQ6T2oXps5d9yS6jWyIa9a6eraKc2oBo2IOXd78MXKq82GYKIe+18k3xNQTgfWALlXFtMbZ9iHJNEB6PAX9RCTPbgt1KxYOnWLQ3F4BXPj/OinopjG81HvWJ9b60MIqCiLmNbUsWcSZzNz3HPkpE7do0MoQx584Z7C46yIB6A/D7QTblcmc5L+58kTVZa9AoGtakr8HoH3l9V29r9aC9MV0VkvRbkd1itzDhduOx2bg4YwYhoYHUXfsZjsIi7p67k33ZvjxhG47kM3DmdsZ9momosHJ+zEhyR48mb/QIegwIxrxpPvbKSvzvuZeoN17H2K4tlUYzcSEKao2D1vFBBPlp+WvnuvR8ayv9ZmynRVwgpZV6TG43IZv/RWliKvd1judv3evz2pDm1A7xQ6vW0iy0GZ1rdeZgziYi1IW8NzSOYxcqSLDEAqBSVCRYEggyBDGx1UT2XdzFu4dfws9oJ9hdDIM/gOQJMOQDMAQiGvbxpTVPHo9Ho6++Y4j0j0KjUoO/rwAcAbGois9gzNrCYWcVG05X8sBH+1h2pJSy28cCYHAU0STa1zXVt0UURp2aAH0AqrqpMHY3jM+kUhvOvtXLKblwnowP38NRkIV+z/u0cXkZW1RMravkH/MID0V2X/E5t3Dj9Dhv7IdAkn6n5J3LLcyFgnXpMkqXryD4rw9SMmcOppTOxAX78cKgZtiqXCzdfw6AfdlW1GoF9wXfzC5XQQHCWowhLhqjSnDEGEJCbBwatYeLBVXYVDkYVWaeHdQANVq+Ol1CaZVvfGHj0QImpNWiSvHDPvAd5hz7hOW7ptCpVifSE/6O1i2Y3XUOKFBUdJx2R9aiPfQAnjb3MTj5Hzi1w2gbnUygPhCbw0aYMYytRxR6hk7BWinQulSwfopvum1QAsKWizc4EXu3Z9C6nagUBbfTydJ+SzllPU2TkMbohQ4xeh0UfoMSGAcfD0ZtyyZ8QjYDF2/F4xU8vvwoXcYNwXzkU8KM8MHINjjdXvzUbsyuItAE+aYbX5pyLEqK8QsIpNJmpW6r29EcWQTNBqDM6gxeN5xYC8OXgSms+j0J0AfwXMpzzDowizaRbQjUy24rSboaeedyC/J6BUIIrJUulPgEABS9Hk1EBK6XnuPfo1qz7VQhGccvMqZjHfx0agYkReMw+BHz9tuYUlOp9dabKH5+qC0BXNi2k/xSO6sPnMfm9BIWrObgGT0Pzz9LntWLAG6LD6JumD9hZj33JMdxtGQ/ueW5nKkq4EjxUarcVazNWovVaaPSW8rF8nOcKDlOojkW7aElAKj3zEMjXDhcJiqssRiIIEATTWJAc5rHGZi5IY8V+4rQ6PwQCZ0g/xCczkCxxKCePxDN/k/4+NwmTqgEDsVIlbuKQPzJWruJNe/NosxajhLRDJaP861+H7kWrSJoFRsAQJNoC06hwzFsKYTUI8ysJ0ZbRtCC/vB2GzifCV4vVVVVuFwu/HUw/MkpjH7xRZp3vgNtox6AyjcDDHzpMK5SxTTKFMWT7Z+kV51eWPTXOHAvSTWcvHO5xRSWO5iZcZIgfx1dGoajatke07yPsKl11FqwAFFZSZUQJNcJ5c+zdzAiOZ41D3dEAdwqFYZGjfBr2wbb52sJvusuKrZsRnloElnnKujfshZFziyOF+ayPNPAS4Oa8/iSg5wurODxXg15ZXALogJ07Lq4gSnbnwDgk16fMDX5KV7a9TItw1vibzTiEJWE66I5eX47BCTibf4nVAcW4mw5CptTQW1UmJFxmqIKJ68Obs6Xx/MZ0TGSTx9ogUalZt6R93iocTqqxK6g1qPk7IT8w+gNgQy9fQ6VKn/0Gj/OFByhlj2Q5Qs/BsDjctF7aE903V/wzcaa240QvZl3Rmyh1KXGqBYYnOVgCv8uQJRkwbm9vhLJxmAK88+xcu0GYmJiSLmtGaY5bXz7tb4f6nSGg5/BXZ/56sM0G+Jb23IVV+QnkyTpMjK43EJslU5mbz7NvG1ZAERY9KTUDWN1noPahU4aRFpYfMrKkCA4b6ti0YPtMek16NQqHvpkL9P+3IpDhW6ad+1BSI+eCMA17jF2FHkZ3KoWisdLbnkOZe5C7u/cDo1K4XShb1bZgt059GwRyM78dRwuPsxdDe8iLT4Ns85E/PaZvNj+/8h3leNVeXh669P4a/2Z2v4ZTperiE19DmfKFEpdKnIcF7hwrpw9Z33Tjj/ZlU2fpED+b9tktp3fhllrZn7v+WR57TgcYQRRRvjpL1FHtcDT42Uy8zS0ivfHT6+hRXgLXCVlqNRqvB4PQRFheEMSuOgoQmcvIUAIsGYTuutfhHZ/7tJv8Qd3EoFxEFALOjxC1ZmdrDziISsri6ysLJo3a4qff5gvdUtkEwiMhSPLfMGox4u+uyNJkq6JDC63iIIyOwdybQxsGYNGpfDul6cINOrIKa7gtrgg6gZqKRfQq3k0XgHjPskEwF+nZtnYFDKzbczZcppxqYlkfFNA4ygLcRYNUU4DaUezsf83h5BRTbGVNOSbXCujOpoxqA30axHJV6dKGN81Fo3axfT905mVNovDhYcZvW40DQIbMCPlOZTKYsLMUcw78gH7L+4HICN7M+3CuzF9ey73piSwNv9jPjz8ITM6fYq/Tk2ly0PHxDA0agfnyn1jQ/EB8ahQEaA3k2Vz8/TmPPo2HE9Kion3dhUz76t9ZDzWGT+9hiBDEK5gP0a8PpPSogLM0REcqczhn1v+ScOgBky961OCP73Lt9L+x5gj4b6N4Hai2b+QmIj6ZGVlodPpMPr5wwNbwG33TflVNL7BfrsVguJv+HsuSTWZDC63CI9HsOrABVYfvMDDXRNZO7ETRq0KnVqFPquUigADb204ycI9Ofx7VBsSw02cKCinTe1gzlmr6NM8it7No5m79TRDboslRltFhdBScaQI13HfXYTjfDlLjp3nq1NFuD3wt55x3N70NL1ax+CvzwPqMLzxcPbk7WH1mdVMbDKaQfE9sDrLuG/7ZEY2GUnHmI7859h/UKvUNAipw5qcT7i302CmrTtJqya+NCWLTs1hzSOP4vWq0KpUKCo3r3Z+lYzsDNpGteXVPa/Ss3ZPWoW3ZkrfRiAUpm/LYu7Ws3RMDOXbSVperxetXs/H5xez9ORShnmGse3cNi5UXOBCxQUeSnqQ4Id2+hY2/oAQgrLCi5z75igxDRpjCY1F22IwyZUVNG/REqO/GX9/f1D/4E7HXgLrXgFU0H+Gr4tNkqRf7IYFl8mTJ7Np0yZCQkKqSxFbrVYeeeQRzp07R0xMDG+++SYBAQEIIXj++ef58ssvMRgMvPTSSzRp0gSApUuX8s477wDw4IMPMnDgQAAOHTrE5MmTsdvtdO7cmSeeeAJFUX70HLc6jxAszfT9dZ9xtIBujSP4eEc2d7eJQ3OmFG+sicxsX5BYsCeH9+65nfwyO5UODwkhfvyzZ0O6vPYlDreX/359gU/H3E5eQTHhDYPwv1iFolLQNw3l6y98WYHDLXp0ioGWYa0RqgrKXDZ6LunJ6Kaj6dWgF0mBDYg7tQn/Ga0xx7bl9a6TGbZpAuvT1/H5oDVUuquYd2geG7I30DikAQ91bo1WF0VS+L8ptheh09rZm1VOXYuJBOsWAkPr0rtOb0Z8PoLCqkI2525mzaA1vLH/KS5UXODZ9tMY3j6OC1YHfsLOvjVfUHwuh3aDhjKqzgCOFR7mtqBGmFR69hXsI8wYRogxFPyu/uVfabMy/4lJVNqsmENC+csLb2Cw1KLUXsD69esxGo307NnTF2C+5fX6Vu6f+ML389lt0GTgjXvTJakGu2GjkoMGDWLOnDmXbZs9ezbt27dn3bp1tG/fntmzZwOwefNmsrKyWLduHc8++yzfVl62Wq3MmDGDhQsX8tlnnzFjxgxsNt9Cu6lTp/Lss8+ybt06srKy2Lx580+e41Zn1KpJqRtCoygz/9enMZOXHKTM4cYpBK47a/HJzmye6N2IJtEWejWNZEbGSYbO2sHID3ZzoqAcRRFovk3holFx4Fw5ARYzE/57kM/CNNi7xvJNWRUfjmrD3LubcU+bKM6UfUOIPpTaAbVZl7UWj/Aw++Bs9uTto7YxHP99HwGgytlJmNpI9/huaAUEu/Scs55hUuJQVrV/kdstdbBoiqmyF5D+30GMXjea+UcXsPGIjQcXHqXMrcNvTld0Kh21TLUACDYEo1apOV58nL+1epb/W3KCxxYeoFaQkcqLeWR8MJuvv1jDl/M/wPD1YmY0e4gkS236lNpYmzaPBR1eIdT74x9fIQTOqioAHJUVIAR2u51ly5Zx6tQpDh06RNWl56upVJCY5nus0UNEk+v7JkvSH8gNCy6tW7e+4o5hw4YNDBgwAIABAwawfv36y7YrikJSUhKlpaUUFBSwdetWUlJSCAwMJCAggJSUFLZs2UJBQQHl5eUkJSWhKAoDBgxgw4YNP3mOW5nX4SBIC9OHtWTeiNa8svYYu7NKmL8zG69XsO1kETO/PM2cLWf4W/cGpNQN4d7kBBLDTbStHUzTWA3zv3mXT//aksk9G/Lan1owbeMJioqLmPvnhgxoE4NWryY6yEDjIA8tY/wptJex6/zXCHUVh86Vkl7vbuLMcTQLbUaLsJaoVHq87cb6VrIndCDIEsvkpHEEz2yPYUF/OgY3JHRud0L/PRDjztlUoVDoqcR7Kd18flUuZqOaZjEW9HVS4OEDeIXCcynP8V7abP7T+1PC80+yvNtcdp10sP1UEXvOlrA0MxeD6bvV7maLGaXkNKq1j6NWVFi2Tyd6dlfCtryFolb/6O/UYDIzdOqLNEvtzp+eegmD2YJWq6VRo0YABAYGotdfpbxs7c4w8SBM2A8Bcdf3jZakP5DfdMylqKiI8HBfN0ZYWBhFRb6Vzvn5+URGfpdWPDIykvz8/Cu2R0REXHX7t/v/1DluVY6LhRRNews8HsInTaLUaKZVXBCZ2VZC/HUYdRqaRJrRqhW2nixkVJs49GoVBo3C7OG3YbO7sVZVsOTkZ+zK+4qXkqczb3MOPZpEUq9WJGcv2pi8Yg8z/9KSGG05+srz2LURjJt/mpEdklEJHa9+fpB3/9KSJ1rNQKsomPPPoMrdQmWr0Wjr98AhXDy/fxqdIm6nc5sxmLa/jVJR5EvdAqjzD6EVHuIs8YxuOpoLFRcY3/Jhyiv8CDMZsZh8X+Kq8otMzJjIZ3dMQzM71VesK7E7yZ1nYdBkEWbR06Z2MKZgP+5+6S3KCguIDnCjXjgFb8e/oVLUvgH4ikLfQP336q/8kEarJbJufSLqJFYX+FIDbdu2JSkpCbVajdn8vTxgjjJf+hlF5UtCqdbesPdckv4IbtqAvqIo31X1+x2f49coqXBSsXI1ZZ8tAkBbuw6rG3chuZ6FgW0aYXNY0evsmDQatjx6B26PwF8IqpwedBo1+aUOCisctIyz8K9OrzLrwGy+sWXSvWkSy/cXMHdbFk1jAnnn7lZo7UX4LRoKF48REprIR39ewpJjThShZeageoR/9Szm5MfQffF/qI8uIW/kLnq8tZfn0uN56+g48iryWH1mNevS3sd0cDFOv2C0nf6O6tweilIfZ+re15jS+h8MSUynxGnjYmU+9UPq46/97u4gwj+Ud7rOQu22Q/mlQljn91LHLDj091YoeQdQgu2o9EGEx9dGb9Djddqwj1iPRm9AdWoTJA39RfVNfvj+G41GjMarlHLN2gb/+TNojPDgtu+KKEmSdE1+05VgISEhFBQUAFBQUEBwsK+GRkREBHl5edX75eXlERERccX2/Pz8q27/dv+fOsetwO7ykF9q52KZHVuVk6zCcjSXVuADiLgEGkZZ0BsqSF8xgHJXKXMPz+aZvVNBZUM16yCO+cc5XVjB7qwSnlxxiL1ZxRg0etqYazMjrCNJltsYMS+TJfvOsfHYRUqrXOSXOogyqaH4lO9ExacJM6rIzCmhwuXBaNFSFd4Q48k1qA3+YArnfJUGa6ULW6WHWiZfrrAgfRBqSwzWESv4xmXjbKth7LjjEcbseYGCygJEZRHLv1nE41sfx+awolbUVLncFJTaKa1yoSgKkaZwFJ0Zhs6HJgPxDltIga0MzaIRqD8ZjGpWB6i4iKJSYQ6LRDFYIGc3msWjoXbKjXljvF449l9fhUpXJVw4cGPOI0l/IL9pcElNTWXZsmUALFu2jC5duly2XQjB/v37MZvNhIeH06FDB7Zu3YrNZsNms7F161Y6dOhAeHg4JpOJ/fv3I4S46mv98By3gsxsKx1fzqD/jG2UOzwY9RrKExIJ+s8izB8v4At1JKFmPTZnMdGmaIrtxXx89GPWnV3HzMPvoGsUiHB5CTBqOW+r5LFuDQg16ymuKmO77SRVDXuh8Vq5u00MscFGHu6aSMbxAvJsdlQaPQz5EGp3gsEfUu5WWH+0gMeXHCIjZy/TXHkUx7XBfvso8oZ+hCVARVqjcBbvtvJs8ovMTpvNwrQ5hH75Ol/bTnDX6rvot7w/aq2R+5rdx7Q73wBF4Z3D8zhjO8PUr56mzGFn/ZECek/fyvOrjpBv86Wyxy8IGvTkUJtXGLPeQ7AfUOqbKYfdivC6OWs7y3O7nuesyoq2WS8Yvti3GPJGUKmgwyRf0syEjhDf/sacR5L+QG5Yt9ikSZPYtWsXJSUldOrUifHjx3P//fczceJEFi1aRHR0NG+++SYAnTt35ssvvyQtLQ2j0cgLL7wA+AZdH3roIQYPHgzA2LFjCQz0JQp86qmnqqcid+rUiU6dOgH86DluNofbw0c7svAKwYSuiXg8Xi5Yq2gYZmZbsYvMHCs7zhSS0rI2kcZYBtYbRLwlHgUFgaBeYD3U9WpRkewl0KSlV9No0t74Eq+AIFMiRaojTPpyEn3q9OHhziMZe5sfZXp/7mobR5CfDkVUwbFVEJ8Mx1djiGwJQEKogZO2PXx8bD5dE9JAwMfHPmZMszE8N7AJ5Q4XxqpcWhVkoQ9RIzpO5Mjp/1a368DFA2hVWvRqA26/YBIsCWSVZtE6sjVut5YXVx/lYpmDBXtyGZGcQESAofrYMrea+FAdn53/goEDZxK88z08TQbhUOsY/8UYzpSeYcnJJaxNX0uk/3Vcb2K3+aYZZ++Ctg+AJcrXDXbPClBprnu5V0n6I1KEEOJmX8StYNCgQSxZsuSGnuPIeRsbjxVQXOnk/W1ZvD2sJV0iNFg/+gjh8RA4ahRfl0NckD9qlZcTF4vw93NgdZSSGBRPnlXFBaudcIueyAAjnV/NQAhYPK4pf900uLrI1bp+y4laMZHCHu8we4+NU4UVzOoXhSZ3h++LtPQCIq49Wy5CqMXDiHXpKIrCBz0+INIvAn+dCa9HzcQF+/k6x8aKu2sRvuJu0BgQwxZwQaXhtb0vo1Vp+VODPzFuwziWD1hOmF8YhVWFVLoqMelMaDHzr3XH+XD7WepHmHhzaBKNoizV4yBldhdVLjtvff0Sx4uPkxxxG0MbD8dP68/4jeP5+uLXGDVGVg5cSfiPrGe5JsWnYZovuJKYBulzwXDrr4WSpFvRj313yhX6v5HCMgfH88ro0iiCZZnnEAL+veMs7cxnKb60HsgZGMzbmmYUVzp5c2gS0QEhHM0rRa+24PAzkHEslxkZp1AU2PhoR+aPacPurBKiLCb61e3Hwm8WkhydglprwdZvHnty7IzqmECV0w2qCji0GI6vhsTueOOTeSbzHia2msiMLjOINcdSabfhrzaiV+up9Ljx12nIK7UzclkBi4avwKjToPiHEeEV/LP1E5wtPc30zOlMTZ6KSeubPhxqDIXvjZePvaMef2kbjxCCcLP+sgF2s0GL2aDlkdseYcWpFdQNqItZZ8Git/DGHW+wO283TUObEqT/8Vlh10Sl8c0KE17QmnyPJUm6rmRw+Q1UONws2JPNjI2ncHu9bJjUmTWH8kipG4pG+d5CvrBwKvM95NnsnCms4IGP9rLkoRSOnrcRatJz4dKYhRCQW2JHZchiZLu6uOwaHmgwhvua34citBw/76VBuIm2YQaqTpYSXTcQRKkvsICvTonwMKLJCGbsn8FdDYfR2FKHaEsc6HyVF/10Gh7v3Yh2dUOoH27GYzSBwfdxUasUwvyDsej9ee2O1zBpTejUuivaXVThYNM3F6kVaKRZrQDMhqtP7w01hjKq6ajLtoX5hdGrTq9f+Ysv9GVH/uGUZWMwjNkA+YehfvdfX5pYkqQryOByA1Q53VirXABo1SrWHsqjwuHhg1GtGfn+blAUFj/oGzRWO0KI+2Q+Xrcba0QM4VvzeKx7A97ZdAqvgPxSO/EhfgQatTzWrQEAERYD5Q4PrqoQhOsgxsD6nK3QE6T2p/tbm7FWutg2rgOuuUcQVW5stS04eoYS1ekfaHa9i7f1fVg9ggilEy+170ytgEDM/t/l2HK4PJRUuvAKQe9mUfjrr/4x0Wv06DVXWYh4ybLMczy78igA791zG2mNf/4U4l+tJAs+u9fX3TVoNpi+VzZYb4KYVr5/kiTdELI/4AY4UVBOx5czuGfuLg7k2nhi2SFmbjrFusP5/Of+tgQatSiKwt8XHeDOWfsort2Qi4lRPHVsCg0a7CAswINeo+LudnHcHh/E7QnBlNpduDxehtxei3PWKsZ9ksnBHDumvIOUVLro885OXB4vpZeCmuIFYfdVlvTYnCiKiTmunpz6UwZFSSP4KNPG/R8eYsC0g+w8VXHZ9Z8trqTzqxl0eHkjX+dar/n34BVXf3zDCQFb3/QVBzu9Cc5s/Q1PLkkSyDuXG+KrU0W4vYIql6c63xdAoJ+W5rV8XTSHz9vIOH4RgDmbT/FQl2hahLYkKaQdwqvn2f5N8ApweQQVdjdHLpTywbYspt/Vikqnm7a1gxnVJhInfRj3WQ4er0CtKMwafhvLMs+j9tMQcFdD7AcKcbWLROcnGNQkAI31DFpLLH6677qo/PSXp1HJzC7B4falcdl4tIDkulcvmPW/pLeKwaBR4afX0CbhN5yBpShQvwfsfd+XIyyq2W93bkmSABlcboihrWPZdrIQW5WLxAgTn4xpS1GFk+R6IdX7hJn0RFoM5JXaSYywEKgP5K76o3l17QnsrtMk1wth6orDtE4I5pX05jyx9BBur2DorK9Y+EB7jDo1LreHInUELWpV8kCnuri8XkoqnDzRuyGhFiNVJh3/LSljfcZxXm9tI3zpn3wnb9yPgT3eITYwAKNOTVLs5XXg72wQTuuEICqdHu5NTvif7S2xl7A5dzMqRUWHmA4EGXwBNNhfz/D2//v4GyI+2ZcjTKXxjbFIkvSbksHlOrJVOdl2spD9OTZeTm+OQasiyF9PVMCV6UbCzHpWjEvB6fGiUhS8QiBQsfmbQsal1mPuljPYXV62nCik0umhXZ1gtp4sIjrQiFGnxqhTUWB3E2pUM7VfE0oqHHR4OYMKp4dAPy3rHulEiJ+OBjEWZm8/gy48EXQmcJZDfEfCtG56Nou6ajvCLQZmD78drxCEmH58TOVbG7I38PRXTwPwUseX6F2n96/7RV4PBovvnyRJN4UMLr+S2+tFCN/AfWGZk4fm+ypEnr5YzptDk370OEVRyLVWMeTdr1CApWNTSAw38dyApuzPKWFQqxhe/vw4DSPN+OvVTOnThAqHG3+9Bn+dmgA/HUF+333xuzwCjVqFongINGhRUFCrVbSKC2LZQymo1QLG7gS3E7RGX+XFnxDkf2n2l6PclxJFbwGt4ar7fn+plFw2JUkSyODyqxRVOHh30ymqXB4mdqmPXqNCUXzjyRaDFpXqp5Nmbj1RiOfSSPfO00U0iwmgY/1QWsQGghD0bRGNWqWgVSv8adZX2C4N1m/7RyoBfpe/VohJz+rxHXCpbJS5ilFpygE9eq2acO23Yyq/MH1KZQnsfBcOLoQuT0H9bqD1u2K3rvFdUSkqNCoNKTE3KP+XJEm/KzK4/AoZRwt4b8sZwNfNdX+nOiwfm8LJgnI61Q9DUWDXmSKWZZ5nWJtYQkw6ogKM1QsJB99Wi43HClCrFPo0jwZAr1Gj13g5dN7GmcIKujeJRKNW0bNpJP/ZnUOLWgHoNVdO8lOrFHSGCu5ZdTcFlQW0j27PKx1fIdDw03coP8lZDl++5Hu8ciI8tOOqwSXIEER6/fRrP48kSTWODC6/QnTgd2Mp8cH+GLUamtcKpHkt3xd6nq2Ku97bidsr2HS8gGf6N0WrVhFmNlQfP3fEfsAooQAADExJREFU7SiKQrD/d4sQL1w6DuDo+VKe7NuYv/doyLjUeug1akLNVx8HcXvdFFT6MkKfKDmBy+v6dQ3U6CGsIVw8BnXu9P0sSZL0M8jg8is0iQ5g5fgOONxe6ob5X/G8oigYtWrKHG4sRi1Oj/eKfa42YO7+3qIQh9s3phPsr7ssAF2NSWdiavuprDqzinFJ4wjU/4q7FgBTOIxYAc4K35jLTxTnkiRJ+j4ZXH6FAD8tAX4/nvAwxF/Hygkd2J1VQlJsIEatitCfMfuqVqCRd+9uxcmCcoa2jkOv/fFyvt9n1pnpV68faQlp+Gv8Uat+3nE/6fsr2yVJkn4mGVxuII1aRXyIP/EhV97V/JQAPx09ml59mvD/olVp0epkiV5Jkm4umf7lFuZ0e3C5r+xKkyRJutXJ4HKLKiizM3nJQV76/ChF5Q4AvF7BqYJynlhykB2ni6h0um/yVUqSJF2d7Ba7Rb23+TSL9/lK/7aMC6JP82iKKhyMeH8XuSVVLNiTw5Z/3ImfTr6FkiTdemrsncvmzZvp3r07aWlpzJ49+2Zfzi9WN8xU/bhWoG9tiUpRsFyqiWLUqlEpP71IU5Ik6WapkX/2ejwennnmGd5//30iIiIYPHgwqamp1KtX72Zf2s/Wo2kkDaMs+OnURFl862JCTHreH9mar04VkRQXSMj/mJosSZJ0s9TI4HLgwAHi4+OJjY0FoHfv3mzYsOF3FVwC/XQk+V0ZPCIsBga0jLkJVyRJkvTz1chusfz8fCIjv6t6GBERQX5+/k28IkmSpD+WGhlcJEmSpJurRgaXiIgI8vLyqn/Oz88nIkKuNJckSfqt1Mjg0qxZM7KyssjJycHpdLJq1SpSU1Nv9mVJkiT9YdTIAX2NRsOTTz7JmDFj8Hg8pKenk5iYeLMvS5Ik6Q+jRgYXgM6dO9O5c+ebfRmSJEl/SDWyW0ySJEm6uWrsncsvde7cOQYNGnSzL0OSJOl35dy5c1fdrgghxFWfkSRJkqRrJLvFJEmSpOtOBhdJkiTpupPBRZIkSbruZHCRJEmSrjsZXCRJkqTrTgYXSZIk6bqTweV3ZvLkybRv354+ffpUb7NarYwcOZJu3boxcuRIbDYbAEIInnvuOdLS0ujbty+HDx+uPmbp0qV069aNbt26sXTp0t+8HT/lwoULDB8+nF69etG7d28+/PBDoGa10+FwMHjwYPr160fv3r2ZNm0aADk5OQwZMoS0tDQmTpyI0+kEwOl0MnHiRNLS0hgyZAi5ubnVrzVr1izS0tLo3r07W7ZsuSnt+Skej4cBAwbwwAMPADWzjampqfTt25f+/ftXr5erSZ/XayKk35Vdu3aJQ4cOid69e1dve/nll8WsWbOEEELMmjVLvPLKK0IIITZt2iRGjx4tvF6vyMzMFIMHDxZCCFFSUiJSU1NFSUmJsFqtIjU1VVit1t++MT8iPz9fHDp0SAghRFlZmejWrZs4ceJEjWqn1+sV5eXlQgghnE6nGDx4sMjMzBQTJkwQK1euFEIIMWXKFDF//nwhhBAff/yxmDJlihBCiJUrV4qHH35YCCHEiRMnRN++fYXD4RDZ2dmiS5cuwu1234QW/bh58+aJSZMmifvvv18IIWpkG++8805RVFR02baa9Hm9FvLO5XemdevWBAQEXLZtw4YNDBgwAIABAwawfv36y7YrikJSUhKlpaUUFBSwdetWUlJSCAwMJCAggJSUlFvqr8Hw8HCaNGkCgMlkok6dOuTn59eodiqKgr+/PwButxu3242iKOzYsYPu3bsDMHDgQDZs2ADAxo0bGThwIADdu3fnq6++QgjBhg0b6N27NzqdjtjYWOLj4zlw4MDNadRV5OXlsWnTJgYPHgz4/mqvaW38MTXp83otZHCpAYqKiggPDwcgLCyMoqIi4MqKnJGRkeTn5/+uKnXm5uZy9OhRWrRoUePa6fF46N+/P8nJySQnJxMbG4vFYkGj8WVl+rYd4GtjVFQU4Mv6bTabKSkpueXb+MILL/C3v/0Nlcr3VVNSUlLj2vit0aNHM2jQIBYsWADU7P+XP4fMLVbDKIqCoig3+zKui4qKCiZMmMDjjz+OyWS67Lma0E61Ws3y5cspLS1l7NixnD59+mZf0nWVkZFBcHAwTZs2ZefOnTf7cm6oTz/9lIiICIqKihg5ciR16tS57Pma8Hn9peSdSw0QEhJCQUEBAAUFBQQHBwNXVuTMy8sjIiLid1Gp0+VyMWHCBPr27Uu3bt2AmtlOAIvFQtu2bdm/fz+lpaW43W7gu3aAr40XLlwAfN1oZWVlBAUF3dJt3LdvHxs3biQ1NZVJkyaxY8cOnn/++RrVxm99ez0hISGkpaVx4MCBGvt5/blkcKkBUlNTWbZsGQDLli2jS5cul20XQrB//37MZjPh4eF06NCBrVu3YrPZsNlsbN26lQ4dOtzMJlxGCMETTzxBnTp1GDlyZPX2mtTO4uJiSktLAbDb7Wzfvp26devStm1b1q5dC/hmDn1bQTU1NbV69tDatWtp164diqKQmprKqlWrcDqd5OTkkJWVRfPmzW9Oo37g0UcfZfPmzWzcuJHXX3+ddu3a8dprr9WoNgJUVlZSXl5e/Xjbtm0kJibWqM/rNbmJkwmka/DII4+IlJQU0bhxY9GxY0excOFCUVxcLO655x6RlpYmRowYIUpKSoQQvhlJU6dOFV26dBF9+vQRBw4cqH6dzz77THTt2lV07dpVLFq06GY156p2794t6tevL/r06SP69esn+vXrJzZt2lSj2nn06FHRv39/0adPH9G7d28xffp0IYQQ2dnZIj09XXTt2lWMHz9eOBwOIYQQdrtdjB8/XnTt2lWkp6eL7Ozs6teaOXOm6NKli+jWrZvYtGnTTWnP/7Jjx47q2WI1rY3Z2dmib9++om/fvqJXr15i5syZQghRoz6v10Km3JckSZKuO9ktJkmSJF13MrhIkiRJ150MLpIkSdJ1J4OLJEmSdN3J4CJJkiRddzK4SNI1Kiws5NFHH6VLly4MGjSIoUOH8sUXX/ysY1u2bHnFtk8//bR6XcTP5Xa7adeuHf/6179+0XGSdKPJ9C+SdA2EEIwdO5YBAwbw2muvAXDu3Dk2btx4xb5ut7s6l9ZPGTZs2C++jm3btpGQkMDnn3/Oo48+etUUIx6PB7Va/YtfW5J+DXnnIknXYMeOHWi12ssCQkxMDMOHDwdgyZIl/PWvf+Wee+7h3nvv/VmvOX36dObOncupU6eqswiDL3ln3759r3rMqlWruOeee4iKiiIzM7N6e2pqKq+++ioDBw7k888/Z+vWrQwdOpSBAwcyYcIEKioqAJgxYwbp6en06dOHKVOmIJe9SdeLDC6SdA1OnDhB48aNf3KfI0eOMG3aND7++ONf9Np169bF5XKRk5MDwOrVq+nZs+cV+zkcDrZv305qaip9+vRh1apVlz0fGBjI0qVLad++Pe+88w7vv/8+S5cupWnTprz//vsA3H333SxevJiVK1dit9vJyMj4RdcqST9GBhdJug6efvpp+vXrR3p6evW2b2tzXIuePXuyZs0aANasWUOvXr2u2CcjI4O2bdtiMBjo1q0b69evx+PxVD//7TFff/01J0+eZNiwYfTv359ly5Zx/vx5AHbu3MmQIUPo27cvO3bs4OTJk9d0vZL0Q3LMRZKuQWJiIuvWrav++amnnqK4uPiy7iyj0XjNr9+rVy8efvhh0tLSUBSFhISEK/ZZtWoVe/furU78aLVa2bFjBykpKZedXwhBSkoKr7/++mXHOxwOnn76aRYvXkxUVBTTp0/H4XBc8zVL0vfJOxdJugbt2rXD4XDwySefVG+z2+3X7fXj4uJQqVTMnDnzql1i5eXl7Nmzh02bNrFx40Y2btzIk08+ycqVK6/YNykpiX379nH27FnAl7n3zJkz1YEkKCiIioqK6kzFknQ9yDsXSboGiqLw9ttv8+KLLzJnzhyCg4MxGo089thjP+v4qqoqOnXqVP3z90sLfKtXr1688sor1WWAv++LL76gXbt26HS66m1dunTh1Vdfxel0XrZvcHAwL774IpMmTap+buLEidSuXZshQ4bQp08fQkNDadas2c+6dkn6OWRWZEmSJOm6k91ikiRJ0nUng4skSZJ03cngIkmSJF13MrhIkiRJ150MLpIkSdJ1J4OLJEmSdN3J4CJJkiRdd/8PngMdjSNL62oAAAAASUVORK5CYII=\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": 60,
"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": 61,
"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=\"Land Contour\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 62,
"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": 63,
"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=\"Lot Config\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 64,
"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": 65,
"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": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(ALL_COLUMNS[\"MS SubClass\"][\"lookups\"].values())"
]
},
{
"cell_type": "code",
"execution_count": 66,
"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": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"RL 2252\n",
"RM 459\n",
"FV 131\n",
"RH 27\n",
"C 25\n",
"I 2\n",
"A 2\n",
"RP 0\n",
"Name: MS Zoning, dtype: int64"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"MS Zoning\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"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": 69,
"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": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEGCAYAAACpXNjrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3RUxdvA8e/W7GbTOwGkN+lIlQgapBMSOr4qRfmhgFIERRAVISAqUgQLKiogKkgJ0iOhBhBRQXoRCJBAerJp2/e+fyxZCAkhQEKdzzkcktm7M7Mp+2TuzDwjkyRJQhAEQRBKkfxed0AQBEF4+IjgIgiCIJQ6EVwEQRCEUieCiyAIglDqRHARBEEQSp3yXnfgftGiRQvKly9/r7shCILwQElISGDfvn2FykVwuaJ8+fKsWrXqXndDEAThgdKzZ88iy8VtMUEQBKHUieAiCIIglDoRXARBEIRSJ+ZcimGxWIiPj8doNN7rrghXaDQaKlSogEqlutddEQShGCK4FCM+Ph53d3cqV66MTCa719155EmSRFpaGvHx8VSpUuVed0cQhGKI22LFMBqN+Pr6isByn5DJZPj6+oqRpCA8AMTI5SZEYLm/iO+HcCOSJJFqSCXdmI6/1h8frc+97tIjTQQXQRAeCqmGVPqt60eKIYXQiqFMaT0FTxfPe92tR5a4LXafq1WrFuPGjXN+brVaadmyJa+88sod1TthwgR++eWXAmVbtmxhyJAht1XfypUrCQ8PJzw8nHr16hEWFkZ4eDgzZ868o34KQklZ7BZSDCkAHE8/jtlmvvHF4hirMidGLvc5V1dXTp8+jdFoRKPRsHv3bgIDA++43q5du7JgwQL69+/vLFu/fj3dunUrcR1WqxWl0vEj1KtXL3r16gVAaGgoixYtwsdH3JYQ7h43lRtvN3+b6LhoRj8xGi8Xr8IX2ayQegL++AoavwjlGoJKc/c7+wgQI5cHQNu2bdm+fTvgCABdu3Z1Pnbo0CH69etHREQE/fv35+zZswCcPn2a3r17Ex4eTlhYGHFxcQXqbNWqFefOnSM5ORmAvLw89uzZw7PPPkt8fDydO3dm0qRJdO3alZdeesk5if7iiy8ybdo0evbsyeLFi4vt94oVK5g2bZrz8+XLlzN9+nTi4+Pp1KkTY8eOpXPnzowcORKDwQDAkSNHeOGFF+jZsycvv/yys3+CcDMeLh70rtGbz0I/o4FfA1SKIpar56XBD93gwBJY1A0MGXe/o48IEVweAF26dGHDhg2YTCZOnjxJw4YNnY9VrVqVpUuXEhUVxciRI5k9ezYAv/zyCwMGDGDNmjWsXLmSoKCgAnUqFAo6dOjAxo0bAdi2bRstWrTAzc0NgPPnz/P888+zfv163N3d2bx5s/O5FouFVatW8dJLLxXb786dO7Nt2zYsFgsAq1atco5uzp07x//93/+xceNGdDodP/30ExaLhcjISD777DPntfmvRxBKwkXpgqeLJwq5ougLZDLQel+52B1k4i2wrIjbYg+A2rVrEx8fz7p162jbtm2Bx7Kzsxk/fjznz59HJpM538gbNWrEV199RWJiIh06dKBy5cqF6u3atSsff/wxAwcOZP369YSHhzsfq1ChAnXq1AGgbt26JCQkOB/r0qVLifqt0+lo2bIl27dvp2rVqlgsFmrVqkV8fDzlypXjiSeeAKB79+4sWbKEp556ilOnTjF48GAA7HY7/v7+Jf9CCcLNuAXAoHVwfg9UaA468fNVVkRweUCEhoby8ccfs3jxYjIzM53lc+fOpUWLFnz++efEx8czYMAAAMLCwmjYsCHbt29n6NChfPDBB7Rq1apAnU2aNCElJYUTJ05w4MCBAqMEtVrt/FihUGAymZyfa7XaEve7T58+fPXVV1StWrVA9tTrlxTLZDIkSaJGjRosW7asxPULwi3zKA/1+9zrXjz0xJjwAdG7d29GjBhBrVq1CpRnZ2c7J/hXr17tLL948SIVK1ZkwIABtGvXjpMnTxaqUyaT0blzZ8aPH0+bNm1wcXEp9X43bNiQxMRE1q1bV2CxwKVLlzhw4AAA69at44knnqBKlSqkp6c7yy0WC6dPny71PgmCUPZEcHlABAUFOUcl1xoyZAizZs0iIiICq9XqLN+4cSPdunUjPDycU6dOERERUWS93bp148SJEwUWCZS2zp0706RJEzw9r+45qFKlCkuXLqVz585kZWXx3HPPoVar+eyzz5g5cybdu3cnIiLCGWgEQXiwyCRJLPgGx4E31x8Wdvz4cee8g3D7XnnlFQYNGuS8LRcfH8+rr77KunXrbqs+8X0RhPtHUe+dIEYuQhnKysqiY8eOuLi4FJrvEQTh4SYm9IUy4+HhUWAJc74KFSrc9qhFEIQHgxi5CIIgCKWuzILL2bNnnbmmwsPDadKkCT/88AOZmZkMHjyYDh06MHjwYPR6PeDIaBoZGUn79u0JCwvj6NGjzrpWr15Nhw4d6NChQ4EVUUeOHCEsLIz27dsTGRlJ/vTRjdoQBEEQ7o4yCy5Vq1ZlzZo1rFmzhlWrVqHVamnfvj1ff/01rVq1Ijo6mlatWvH1118DsHPnTuLi4oiOjmbq1KlMnjwZcASK+fPns3z5cn799Vfmz5/vDBaTJ09m6tSpREdHExcXx86dOwFu2IYgCIJwd9yV22J79+6lYsWKlC9fnpiYGOey2IiICLZs2QLgLJfJZDRq1IisrCySk5OJjY2ldevWeHl54enpSevWrdm1axfJycnk5OTQqFEjZDIZERERxMTEFKjr+jYEQRCEu+OuTOhfm203LS2NgIAAAPz9/UlLSwMgKSmpQP6roKAgkpKSCpUHBgYWWZ5/fXFtPIi+/PJL1q1bh1wuRy6XM2XKFA4cOEC/fv1uaae8IAjC3VTmwcVsNrN161bGjh1b6DGZTFbmJwvejTbKyoEDB9i+fTurV69GrVaTnp6OxWJh8eLFdO/eXQQXQRDuW2V+W2znzp3UrVsXPz8/AHx9fZ1p1JOTk51nfgQGBpKYmOh8XmJiIoGBgYXKk5KSiizPv764Nspa1IEEWs/YSpW319N6xlaiDiTc/EnFSElJwdvb25nny8fHh82bN5OcnMzAgQN58cUXAUf6lLCwMLp168Ynn3zifH7jxo2ZPXs23bt3p2/fvqSmpgKQnp7O66+/7jyD5e+//76jfgqCIFyvzIPL9eePhIaGEhUVBUBUVBTt2rUrUC5JEgcPHsTd3Z2AgABCQkKIjY1Fr9ej1+uJjY0lJCSEgIAA3NzcOHjwIJIkFVnX9W2UpagDCUxYdZiETAMSkJBpYMKqw3cUYFq3bs3ly5fp2LEjkydP5s8//2TAgAEEBASwaNEilixZQlJSEjNnzmTRokVERUVx+PBh5xxTXl4eDRs25LfffqNp06YsX74cgGnTpjFw4EBWrlzJvHnzmDRpUml8CQRBEJzK9LZY/gFUU6ZMcZYNHTqU0aNHs2LFCoKDg5kzZw7gOBBrx44dtG/fHq1Wy/Tp0wHw8vJi+PDh9O7dG4ARI0bg5eU4Ye79999nwoQJGI1G2rRpQ5s2bYptoyx9svkkBoutQJnBYuOTzSeJaFz+turU6XSsWrWKv/76i3379jFmzJhCtxcPHz5M8+bNnaOzsLAw9u/fz7PPPotKpeKZZ54BoF69euzevRuAPXv28N9//znryMnJITc3F51Od1v9FARBuF6ZBhdXV1f27dtXoMzb25tFixYVulYmk/H+++8XWU/v3r2dweVa9evXL3Kn943aKEuXMg23VF5SCoWCFi1a0KJFC2rWrOkckZWESqVyzjfJ5XJsNkfws9vtLF++vEyyIAuCIIDYoV9qgr2Knly/UXlJnD17tsDxxMePHyc4OBidTkdubi4ADRo0YP/+/aSnp2Oz2Vi/fj3NmjUrtt6QkBCWLFlSoF5BEITSJHKLlZI3O9ZiwqrDBW6NaVUK3uxYq5hnFS8vL4/IyEiysrJQKBRUqlSJKVOmsH79eoYMGUJAQABLlixh7NixDBw4EEmSaNu2Lc8++2yx9b7zzjtMmTKFsLAwbDYbTZs2LXDrUhAE4U6JlPtXlEbK/agDCXyy+SSXMg0Ee2l5s2Ot255vEW5MpNwXhPvHjVLui5FLKYpoXF4EE0EQBMSciyAIglAGRHARBEEQSp0ILoIgCEKpE8FFEARBKHUiuAiCIAilTgSX+1ytWrWYMWOG8/OFCxcyb968e9gjQRCEmxPB5T6nVquJjo4mPT39XndFEAShxERwKU2HlsPsejDZy/H/oeV3XKVSqaRfv35F5kqLj49nwIABhIWFMXDgQC5dugTA22+/TWRkJP3796ddu3Zs2rTJ+Zxvv/2WXr16ERYWxmeffXbH/RMePVa7Fbtkv9fdEO5zIriUlkPLYe1I0F8EJMf/a0eWSoB5/vnnWbt2LdnZ2QXKIyMj6dGjB2vXriUsLIzIyEjnY8nJyfz0008sWLCATz/9FIDY2FjOnz/PihUrWLNmDUePHmX//v133D/h0ZGSl8LUP6byzaFvyDBm3OvuCPcxEVxKS8wUsFyXAdlicJTfITc3N8LDw1m8eHGB8gMHDjiPjw4PDy9w6Nezzz6LXC6nevXqzkPCdu/eze7du4mIiKBHjx6FEmMKQnGsdivzD85n1elVzD84n1MZp+51l4T7mEj/Ulr08bdWfosGDhxIz5496dmzZ4muzz+98lqSJDF06FD69+9fKn16lOgNZkxWO2qFHC/Xwl/bR4FcJidYF+z83Edzd054FR5MYuRSWjwr3Fr5LfLy8qJTp06sWLHCWda4cWPWr18PwNq1a2natGmxdYSEhLBy5Upnuv6kpCTS0tJKpX8Pi9QcEwmZBjJyzc4yvcHM51vP0HJ6DB9vOklmnrmYGhzsdgmL7eGal5DL5PSr1Y9vOnzDyu4rCXYLvvmThEeWCC6lpd17oLru7BaV1lFeSl566SUyMq7e53733XdZtWoVYWFhrFmzhnfeeafY54eEhNCtWzf69+9PWFgYI0eOdAYaAdJyTIz8+QCtZ2xl2objziBistr5JvYsdgl++vMCJkvxQSMzz8yivXG8+eshEu7wsLj7jZfGi5blWlLTuyY6lTi5VLixMr0tlpWVxaRJkzh16hQymYzp06dTpUoVxowZQ0JCAuXLl2fOnDl4enoiSRLTpk1jx44daDQaZsyYQd26dQFYvXo1X375JQDDhg2jR48eABw5csR5zHHbtm155513kMlkZGZmFtlGmWrQ1/F/zBTHrTDPCo7Akl9+mw4cOOD82M/Pj3///df5efny5QvNwwAF9sVcX8fAgQMZOHDgHfXpYWW22tlzxjGSW/vvJd7q5DiLR62Q07dpBZbtj6db/XKolcX/TXZZb+SDtccAyDJa+Kx/I9w0qrLtvCDcZ8p05DJt2jSeeuopNm3axJo1a6hWrRpff/01rVq1Ijo6mlatWvH1118DsHPnTuLi4oiOjmbq1KlMnjwZgMzMTObPn8/y5cv59ddfmT9/Pnq9HoDJkyczdepUoqOjiYuLY+fOnQA3bKPMNegLY47A5EzH/3cYWIS7S6NSMOjJynholIztUAutSgGAl6uatzvX4Y8J7ZgSUQ9vXfFzLu4aJQq543jpCt5alApxg0B49JTZT312djb79++nd+/egGOC2cPDg5iYGCIiIgCIiIhgy5YtAM5ymUxGo0aNyMrKIjk5mdjYWFq3bo2Xlxeenp60bt2aXbt2kZycTE5ODo0aNUImkxEREUFMTEyBuq5vQxCK461TM6Z9Tba80Zb/a1ER92tGG96uaoI8NfjcJLAA+OjU/D6mDYtfas7oZ2uguRKkBOFRUma3xeLj4/Hx8WHChAmcOHGCunXr8s4775CWlkZAQAAA/v7+zgnlpKQkgoKCnM8PCgoiKSmpUHlgYGCR5fnXAzdsQxCKk2POQamU4am9s7kEV7WSqv5uVPV3K6WeCcKDp8xGLlarlWPHjvHcc88RFRWFVqstdHtKJpMhk8nKqgt3rQ3hwZeSl8LE2Il8sPcD0gzijxFBuFNlFlyCgoIICgqiYcOGAHTq1Iljx47h6+tLcnIy4NhF7uPjWCsfGBhIYmKi8/mJiYkEBgYWKk9KSiqyPP964IZtCMKN/HziZ7Zd3MbGcxvZfnH7ve7OPWW0Gkk1pJJrESsJhdtXZsHF39+foKAgzp49C8DevXupVq0aoaGhREVFARAVFUW7du0AnOWSJHHw4EHc3d0JCAggJCSE2NhY9Ho9er2e2NhYQkJCCAgIwM3NjYMHDyJJUpF1Xd+GINxIfb/6AMiQUcO7Rpm3l5JtYuXf8ZxIzMJgtpZ5eyVlsBiIuRDDCxte4Psj36M36e91l4QHVJkuRX733XcZN24cFouFihUr8uGHH2K32xk9ejQrVqwgODiYOXPmANC2bVt27NhB+/bt0Wq1TJ8+HXBsHhw+fLhzYcCIESPw8vIC4P3333cuRW7Tpg1t2rQBYOjQoUW28SCqU6cONWvWRJIkFAoF7777Lk2aNCl0XXx8PK+++irr1q0rUL5v3z6GDx9OhQqOzZze3t788MMPd6PrD5SmQU1ZG7EWpVyJt4t3mbaVZbAwfuUhtp5IRimXsWv8M2jV90eyjBxrDtP+mEa2JZsFhxbQq0YvPF3KeBm/8FAq05/oOnXqsGrVqkLlRWX4lclkvP/++0XW07t3b2dwuVb9+vULvZmC4w20qDYeRBqNhjVr1gCwa9cuZs2axY8//ljgGqu1+L98mzZtyoIFC8qsjw8Dd7U77mr3u9KWTZLIMTm+Z1a7hM0u3ZV2S0ItV/Nk+SfZHLeZmt41USsezVQ3wp27P/5cekisP7ueuf/MJTE3kSBdEKOajKJr1a6lVn9OTg4eHh6AY0Qyd+5cPDw8OHfuHAsXLnRed/HiRV5//XWmTCk6aeahQ4eYNm0aJpMJjUbD9OnTqVq1KjabjZkzZ7Jr1y5kMhl9+/blxRdf5MiRI8yYMYO8vDy8vb358MMPnavxhFvn7apmTr9GfLPzLCE1/PDU3j8bLD1dPJnYfCKjmoxCq9Tiq/W9110SHlAiuJSS9WfXM3nPZIw2IwCXcy8zec9kgDsKMEajkfDwcEwmEykpKQVGZMeOHWPt2rVUrFiR+HhHgsyzZ8/yxhtvMGPGDGrXrs2+ffv466+/CA8PBxwLK1588UWWLl2KUqlkz549zJ49m3nz5rFs2TISEhKIiopCqVSSmZmJxWIhMjKSL774Ah8fHzZs2MDs2bP58MMPb/s1CRDspeX97nXvdTeK5KP1wQexCEa4MyK4lJK5/8x1BpZ8RpuRuf/MvaPgcu1tsQMHDjB+/HjnrcD69etTsWJF57Xp6ekMHz6c+fPnU716dWf59bfFLl++zPjx4zl//jwymQyLxQI4Fl30798fpdLxY+Hl5cWpU6c4deoUgwcPBsBut+Pv73/br0cQhEeDCC6lJDE38ZbKb0fjxo3JyMhwHnns6upa4HF3d3eCg4P5+++/CwSX682dO5cWLVrw+eefO0+zvBFJkqhRowbLli0rnRchCMIjQSQ9KiVBuqBbKr8dZ86cwWazOVfLXU+lUjF//nyioqJYu3btDevJzs527glavXq1s/zJJ59k2bJlzgUCmZmZVKlShfT0dGfyS4vFwunTp0vrJd23sgwWkrOMpOfePL3+nTBbbZxNyWHNwQSSs403f4IgPCDEyKWUjGoyqsCcC4BGoWFUk1F3VG/+nAs4RhEfffQRCsWNc1W5urqyYMECBg8ejKurK25uhVOQDBkyhLfffpsvv/yStm3bOsv79OlDXFwc3bt3R6lU0rdvX1544QU+++wzIiMjyc7OxmazMXDgQGrUKPu9IPdKjsnKL/sv8uHG47Sp4c+nfRvi5+ZCZp4ZvcGCRqXAV6culYSU6blmOs/dhclqp2VVH7584Qm8H9HDyISHi0ySpPtnHeQ91LNnz0LLpo8fP06dOnVKXEdZrxYTHG71+3KrkrONdPssluRsEwC73nqGQA8NP+w5x/QNJ/DQKIke05YgT80dt3Up00Drj7YiSVCnnDtLXm6Bn5vLHdcrCHdLUe+dIEYupapr1a4imDwEXFVKBreuzEebTtK6mi9atQKjxcbOU6kAZBmtJGcbSyW4eGhUfD+oGdFHE3mlbbW7FliMViOXcy9zTn+Ohv4NxZJjodSJ4CII13HTKPm/FpXo2aQCKoUMH50LkiQxqVsd3lj2L7XLuVPeW3vzikrY1tO1Amhb0/+uJljNNGXS87eeWO1WOlXuxPut3sdNLbI4C6VHBBdBKIKnVlVgc6NMJqNmgDtLXm6OWikvcNZLcQxmGy5KOXJ58YGjrAJLhjGD2IRYvFy8aODfwJnKxWKzYLU7Fm6kGlKxSvdPfjPh4SCCiyCUkFwuw7eEt62sNjsnErP5LOY0PZqUp00Nf3Qud//X7ddTvzLvwDwAFnZYSPNyzQHHTvwPQz5kX+I+hjUchpdL0SsQBeF2ieAiCGUgPdfMy4v2k5Rl4vfjSeweH3pPgovRenX1otl2dVm1h4sH3ap1o3OVzijk4qRMofSJ4CIIZUCpkFHey5WkLBPermqUN7ktVlZeqPMCbio3fDQ+1POrV+hxEViEsiKCy33uTlPugyNR5UcffURqaiparZa6desyadIktNrSmZQWCvPRubDgxSc4lZRNVX/dPVte7KP14aX6L92TtoVHmwgu97k7TbmfmprKqFGjmDVrFo0bNwZg06ZN5ObmiuBSxvzdXfB3F3tWhEeTCC6lSL92Lcmz52C9fBlluXIEjBmNZ1hYqdV/Oyn3t23bRkREhDOwgCMzMsC8efOIj4/n4sWLXL58mQkTJnDw4EF27dpFQEAAX331FSqVitDQUCIiIti2bRtWq5U5c+ZQrVq1UntdgiA8fERusVKiX7uWy+++h/XSJZAkrJcucfnd99AXk+OrJPLTv3Tq1IlJkyYxfPhw52PHjh3jnXfeYfPmzc6ys2fP8vrrrzNjxgwaNGjA6dOnqVv3xqndL1y4wKJFi/jyyy958803adGiBWvXrkWj0bBjxw7ndd7e3qxevZr+/fvz3Xff3dFrEgTh4SeCSylJnj0HyVgw8aBkNJI8+86OWM6/LbZp0ya+/fZbxo8fT37Gnhul3J85cya1a9cuUf1t2rRBpVJRs2ZNbDab86jomjVrOs+IAejQoQMA9erVIyEh4Y5ekyAID78yDS6hoaGEhYURHh5Oz549AUem3cGDB9OhQwcGDx6MXq8HHEkZIyMjad++PWFhYRw9etRZz+rVq+nQoQMdOnQokMX3yJEjhIWF0b59eyIjI51vujdqoyxZL1++pfLbcSsp9/NVr169wNfyemq1I0miXC5HpVI5N/PJ5XJsNpvzOpVKVWT5gyg911zm2Y4F4VFX5iOXRYsWsWbNGmdis6+//ppWrVoRHR1Nq1at+PrrrwHYuXMncXFxREdHM3XqVCZPngw4AsX8+fNZvnw5v/76K/Pnz3cGi8mTJzN16lSio6OJi4tj586dxbZRlpTlyt1S+e24nZT7L7zwAlFRUfz777/O66Kjo0lNTS21fj1ILmcaGLJoP/9b/BdJ2Vmc059j76W9ZBgzSr2t5Lxk9iTsISUvpdTrFoT73V2/LRYTE0NERAQAERERbNmypUC5TCajUaNGZGVlkZycTGxsLK1bt8bLywtPT09at27Nrl27SE5OJicnh0aNGiGTyYiIiCAmJqbYNspSwJjRyDQFExnKNBoCxoy+o3rz51zCw8MZM2ZMiVPu//DDD8TExODn58esWbP46KOP6NixI507dyY2NhadTndH/XpQrfwngX8uZHIkQU+WOYOINREM/X0o3xz+psAmwzuVakjl+Q3P88qWVxi8eTBphrRSq1sQHgRlvlrs5ZdfRiaT0a9fP/r160daWhoBAQEA+Pv7k5bm+KVLSkoiKOjqwVpBQUEkJSUVKg8MDCyyPP964IZtlKX8VWGlvVrs+PHjRZa3aNGCFi1aOD+vUKGCc4+Lh4cHK1eudD7WuHFjfvrpp0J1vP766wU+zz8Q7PrHtm7d6vy4fv36LFmy5BZfxf3jyeq+KLbIcFUrMNhysEt2ABJyErDaragVd3aWisVmIcOUQZ4ljyH1hjBt3zSScpOc7QjCo6JMg8vPP/9MYGAgaWlpDB48mKpVqxZ4XCaTlXkm2LvRRj7PsLBSXXoslL7age7seusZZDJQq42MazqOE+knGNVkFK4q15tXcBOpxlTCo8IxWA2Me2IcY5uOpb5ffWfCSEF4VJRpcMk/StfX15f27dtz6NAhfH19SU5OJiAggOTkZHx8fJzXJiZePW8+MTGRwMBAAgMD+fPPP53lSUlJNG/e/IbX57dXVBuC4OqixNWZ40vLi4+/iE2yoZKXLMvxzVzOuYzBagDgz6Q/+TDkQzxcPEql7qJk5Jk5m5KLVq2ggrcWjxJmaxaEslZmcy55eXnk5OQ4P969ezc1atQgNDSUqKgoAKKiomjXrh2As1ySJA4ePIi7uzsBAQGEhIQQGxuLXq9Hr9cTGxtLSEgIAQEBuLm5cfDgQSRJKrKu69sQhOvJZfLbDix5JisZuWauPcy1imcVwquFU9+vPuOajivTwAIQczyJXl/uocvcXZxMzC7TtgThVpTZyCUtLY0RI0YAYLPZ6NatG23atKF+/fqMHj2aFStWEBwczJw5jn0gbdu2ZceOHbRv3x6tVsv06dMB8PLyYvjw4fTu3RuAESNGOFdLvf/++0yYMAGj0UibNm2cezSGDh1aZBuCcC2bzY7RasdVrbjlW6dpuSbm/n6ao5ezmNGzPjUC3QHw1ngzofkEzHbzXUljH5ea5/w4IcNAs8pl3KA5DxQqxz9BKIZMuvbPrkdYUedAl/VZ7cLtKY3vS7bRwrYTyaw+cIkxz9agTrAHKkXJB/JHL+np+lksAK2r+/Ll80/gob37b7gp2SY+jT6Ju0bJq22rlfi8mduSEQebJ0K5RtBsCLiK281C0e+dIHKLCQ+wlLwUTmacpLpXdQJcA5DLSh4cso1WRv5yEIBjl/WsfT2EAHdNsc+x2GzoDVY0Kjm+Ohd0agW5ZhvNq/jgoo3Nr+QAACAASURBVLo3yS783V2YGlEPGaC8heB4y4xZsP4N+C8GTqyHWl1EcBGKJYLLfS4lJYXp06dz+PBhPDw88PX1ZeLEiYSHh1OlShUkScLV1ZXp06dTtWpV9u3bx3fffceCBQtuua3GjRsXWI58P0s3pjMiZgTH04/jo/FhRdgK/F39S/x8pVyGn5ua1BwzlX11Nz1vxWKz8VdcBpOijvJ0LX9ee6Y6W8c9TY7Jio9OjYtSQYYxg7+T/sZP60dVz6plPt+S71ZGXLdNoQK/2o7golCDVpxcKRRPBJf7mCRJvPbaa0RERDB79mwATpw4QVpaGo899pgzFf8vv/zCggUL+Oijj+5ld+8qm91GUp5jX5PepL/lfSR+bi6se/0pLqTnUtXfDR9d8beT9HkW3ll9hLOpuZxJyWFAq0pU8tUReOVxu93O0uNLWXDIEdSXdVvG4y6PF6gjM89MttGKRm3DzUWFVlX8SOm+otJCm7HweDi4B4Gr773ukXCfE8GlFJ3al8jeNWfISTfh5uNCq/Bq1GwRdPMn3sAff/yBUqnkueeec5bVrl27QEJJKJiK/1qZmZlMnDiRixcvotVqmTJlCrVr1yY3N5fIyEiOHDkCwGuvvUbHjh2dz0tPT2fYsGEMGzaMp59++rb7X5a8Xbz5ot0XLDyykB7Ve+ChvrVRglwuI8hTQ5Bnyd7gNSoFITX8OJuaS7CnBq2qYJYEO3YyTZnOz3MtuQUet9klfj+WRJ0KcMFwAT+tH74aX/xc/W6p3/eUqy88JoKKUDIiuJSSU/sS2bb0BFaz4y/onHQT25aeALjtAFNcuvwLFy4QHh5Obm4uRqOR5cuXF7pm3rx5PP7443zxxRfs3buX8ePHs2bNGr744gvc3Nyc+ceuTeyZmprKsGHDGD16NK1bt76tft8NSoWSun51mfHUDMw2M6czTyOXyanoXrFMNiy6aVSMfrYGL7WugqtaQYBHwaCklCt5teGruCpdCXYLpoZXjQKPW2x2TFYLNnkO3x78ln+S/2Fii4mEVwtHo3yARjCCUEIlvlmbkJDAnj17AEe+q/w9LILD3jVnnIEln9VsZ++aM2XSXv5tsS1btjBx4kTefffdQtf8/fffhIeHA9CqVSsyMzPJyclh7969PP/8887rPD0db8YWi4VBgwbx5ptv3teB5VpqhZoDyQfINGVisplIyC75cQA2u8R/yTnM2Hico5f0mK3FZ3v20blQ2U9XKLDk89P68UbTN+hfuz9emoJzEhqVgg6Pl8NFoeavpL+wS3aWHFtCjkX8HgkPpxIFl+XLlzNy5Ejee+89wLEbPn8Pi+CQk266pfKSqFGjRrHp8vOFhoby119/3XY7+ZRKJXXr1iU2NvaO67qbKrhXYMafM3h588tcyL6AzV6yIwHSck30/3ovX+04S68v95CRZynyOpvdRq4l97byg6XnmkjUG8nMMxPgocVb401Dv4YAPFf7OXTKRzOBqPDwK1FwWbp0KT///DNubm4AVK5c2XmmiODg5lP0hPCNykuiZcuWmM1mli1b5iw7ceJEgbQ34BihPPbYY4We37RpU3777TfAcSyyt7c3bm5uPPnkkyxdutR5Xf5tMZlMxvTp0zl79uxdOaagtOhNei5mX8Qm2Vh1ehV51rxir08zpJFmSEMpl+GidMydqJVyilovZrAa2HNpD2O3j+WPS39gspb8j4X0XDMTVh2m5YcxzIw+SWaemUBdIJ+FfkZMnxi6V+uOVqW9lZcqCA+MEs25qNVq56FSAFartcw69KBqFV6twJwLgFItp1X47Z81L5PJmD9/PtOnT+ebb77BxcWF8uXLM3HiROeciyRJqFQqIiMjCz3/tddeY+LEiYSFhaHVapkxYwYAw4YNY8qUKXTr1g25XM5rr73mPGlSoVAwa9Yshg0bhk6nK3D77H5hl+yczTxLYm4idXzrUMG9AjW9a3I+6zyD6g7CVXnjBJSXci7x+tbXkSFjfrv5/PpqS7aeSCGkuh++usIZkXPMOYzcOhKrZOXPxD/Z3Gsz/sqSLXk2WW1sPppEq2q+2Ox2bHbHfmUfbfH7Q3ItueRaclHIFPhqxQS68GAqUXBp1qwZX331FUajkd27d/PTTz8RGhpa1n17oORP2pfmajFwJPScO3duofJDhw4Vef21qfi9vLz44osvCl2j0+mKXLacv8dFrVazcOHCO+l2mbJLdnr81gO7ZGfA4wMY1WQU37T/Bptkw0PtgUJ+4/Nu1p5Zy6mMUwBsOreJQfUG8ULLSje8Xi6TE+wWzIXsC1Rwr3BLGzU1SgXzX6iDSXmSA6nryLW/gi8Vi32OxWZh+8XtTNg1gUoelfi+0/f4aR+gFWWCcEWJgsu4ceNYsWIFNWvWZNmyZbRt25Y+ffqUdd8eODVbBN1xMBFuTpKkQuew3Gw0kC+kfAhfHfoKGTJaBre86fW+Wl9+6PQDF7Mv8pj7Y7c0kvDWqWlUyYXOq94C4L/M//ji2S/w0dy4r3nWPJafXI6ERFxWHKmG1NsLLpY8kGSgFrfdhHujRMHFaDTSq1cv+vbtCzgSURqNRrRa8YMr3H0KuYJxTcdxMv3kLZ/DUs2rGpt6bgIolFjSYrMXudvd39X/lnb/X0ulUKKWqzHbzfhofFDKiv+V0yl1DKk/hDHbx1DTuyb+2ttoNycZoieBTAHtPwC3gNvquyDciRIFl0GDBvH99987j8Y1Go28/PLL/PLLL2XaufuBJEl37bAx4eYc3w85nSr0pam3ARVFrLYyZIDNCjo/uO57p1FqCu0ryV+SPH/racIbladlNV/cXEpnC5iXixcru6/kdMZpmgQ2caaEyTJYuKQ3YLbaeczHFS9Xx3yPUqGkWVAzNvbciEKuKHaUc0MHf4JDVxaBBDeGFkNL5bUIwq0o0W+QyWQqcOa6TqfDYDCUWafuFxqNhrS0NHx9fUWAuQ9IkkRaWhoKpYoNR89wKtFMeradT/o0vJqROCcZooZB9mXoswj8ahRfKZCWY+LlRfuJzzCw7vBldo8Pve3gkm5M51jqMYLdgwlyDcJV5Uplz8pU9qxc4LoTiVn0XfAHAHP6NyKiUXnnY0UFwFsScE3aGf9at1+PINyBEv0GabVajh496twtfuTIETSah39XcYUKFYiPjyclJeVed+WRlX8iRH5wV7uoydSkszltFiGV2tFM/jQW2zX7Ty4dgP+2OD7e/iGW8M9R3WS5r1IuJ8DdhfgMA+4aJYrrkljmmqwkZBq4rDdSv7wnPkWsKgMwWU18dfArfj75MwqZgvU91ztv2WUaM9mZsBOT1UTHyh25mH71j7MzyaW8kbJicxj+B8jk4FaGc4A2q2NuR62DYhZRCI+mEgWXiRMnMmrUKAICApAkidTUVGcixYeZSqWiSpUq97obj6w0Qxqf/vUpAGObjsVX60tKXgqvrH+FpLwkjqYdZX1E54JnmPjXdrzZmXPJrRbKvykHaOjfEJ3qxpsVfdzULHixKYfjM6kV5FFoSXJytpGOc3YiSfBKm6qM61ALlfLq3ExGnhmL1Y5aZedS7iUAbJKNbFM2ks5xW/XPxD95J/Ydx2N2G+1r9WDQk5XJNVkZ0KpyKX3FrtB6lX3WYlOOI4j/swieegMqNAdlGZ4lIzxwShRcGjRowMaNGzl37hwAVapUQaUSJ9EJZWv92fWsPevIf1bTuyaD6g1CrVDTwL8Bv5//nSBdEFqVCynZJv69mEmtIHfKuQchG/EnablJbLi8h1m/v8qWPluKDS7gOBcltE5gkY/p8yzkH6kXn2EgI8/MicRsHi/ngUwG7645ws5TqUyNqMt7LaYy32U2j3k+xunM03hpvAjSFRw9SDIJXzcX3ulaB0mSUCtL/le/zW4jMS+RU+mnqO9f/4YryVLyUjiSeoTavrUJdA28pSXUJWLKghWDQJIgfj+89pcjW7IgXFFscNm7dy+tWrUiOjq6QHlcXByAc+OdIJSF6t7VnR/X9K4JgKeLJ5NaTmJEoxF4qD1Q4cmrP//NH2fTcXNREjO2LSoXV0bFznS8ufrUvukKrZup5Kvjna51OJWYzZj2NXlh4T5OJeXQrLI3H/duyIbDjowJ248n0r1qeSZW68kFu5Hnto7gk7afEKQLollQM2Y8NQOTzcQzFZ8BHOew6E16MkxGVApViSbv04xp9PmtD9mWbBr6N2Re6Dy8Nd4FrzGkMfT3ofyX+Z/jrJvuK25v1Vlx5ArwqAD6i+BbA+QiB65QULE/Efv376dVq1Zs27atyMdLElxsNhu9evUiMDCQBQsWcPHiRd544w0yMzOpW7cuH3/8MWq1GrPZzFtvvcXRo0fx8vJi9uzZVKhQAYAFCxawYsUK5HI5kyZN4qmnngJg586dTJs2DbvdTp8+fRg61LEq5kZtCA+W+n71WROxBiQKLAX20fjgo/HBZpe4nJVDcpYjJUuu2YrVJhGo8WFe6Dyyzdm4q91LvAemKFa7FYssk26NteiUAeSZ4PSVOZJLmUY0Kjl1gz04eimLae0DUXzZAoVRT6Vm/2NU/f9Rz68eAN4ab7pW7UquOZdkQzLpxnQ81B78eOxHvjv6Hc2DmvNJm09u2le7ZCfX6kjnn2ZIwyYVzqMmSRKphlQAskxZt5UT7abcAmFIDGSeB+/KjpV5gnAt6SZsNpu0fv36m112Q9999530xhtvSEOHDpUkSZJGjhwprVu3TpIkSXr33XelpUuXSpIkST/++KP07rvvSpIkSevWrZNGjRolSZIknT59WgoLC5NMJpN04cIFqV27dpLVapWsVqvUrl076cKFC5LJZJLCwsKk06dPF9tGcXr06HHbr1G4N1JzM6UZf3ws7Tt/Xhr58z/SxsMJUrbRXKptJOUmSS2XtpTq/VBP+mT/J1KGIUfacPiS9OqSv6Rjl/SS1WqTkrOMUkJGnmRLPiFJ73s4/n0TKhky4iTp7C5Jykl11nch64L07K/PSo0WN5LOZJyRWv/cWqr3Qz2p3g/1pITshJv2J8ecI227sE0av2O8dDrjtGSz2wpdY7FZpGOpx6TxO8ZLexP2SgaLoVS/JoJwrRu9d970RqxcLufbb7+9rcCVmJjI9u3b6d27d34g448//nAeTNWjRw9iYmIA2Lp1Kz169ACgY8eO7N27F0mSiImJoWvXrqjVaipWrEilSpU4dOgQhw4dolKlSlSsWBG1Wk3Xrl2JiYkptg3h3rLbJbIMloKru4Bso4Wjl/RsPZFMeq7ZeW1qjon/knNIz3WMTJKzjfxzIYNLWWkcSDrIGf0pmpV7gsh/XsP3sQ00qaLGzaV05wKzzdnOtPgHkw+CzEKnukHM6d+IOuU8UCjk+Lu7EOylRa7zg9ajoWIL6DobzYqXYFFX+PMbsDte8zn9ORJzE7HarRxIPsCQekNQypV0qtypRMuPdSodT1d8msiQSKp7VS9yLkUpV1LHtw6RIZG0DG4pzosR7okS3Sh98sknWbhwIV26dCmwK9/Lq/gVKdOnT+fNN98kN9cxjM/IyMDDwwOl0tFsUFAQSUmOo2qTkpIoV66co1NKJe7u7mRkZJCUlETDhg2ddQYGBjqfExQUVKD80KFDxbYhlI4sUxZ/XP6Dv5L+4qV6LxWasC6KxWbnaIKemdGnCGtYjs71yjn3plzWG+n6mSPN/6d9H6f2Y3msOr2K9hUj+Co6hwreboxpX5PIdcc4k5LLK53MvLN3NAAznprBoMcHU86tHJoyWK3ko/FhcN3BHEg+wHut3sNT7YlMdjWbcgGuvtB2PFiNkHEO4q8cg2BIJ8OUgdlupaZ3TSp7VCYpL4lKHpWo7VObbtW6oZQpC50BUxxlCeY4SnKNIJSVEv30bdiwAaBAmnaZTFbsiGDbtm34+PhQr1499u3bd4fdFO4nmaZMxu4YC0BcVhwz28x07jy/kYxcM8OW/sNlvZHY/1IJqe7nDC76a85RqV1exaBNg2gW2IS41L1E9uhOmikHg9XIicRsvFzVpBquHgiWnJfM4HqDnZ9b7VYMFgM6te62V0jZ7DbSjelISHi5eDGs0TBMVhOeLp4330yrdnX8A+gyEyxGMhv25f09H7Atfhv/q/c/FnZYiEwmw8PFAxeFC2643VY/BeF+VqLgsnXr1luu+J9//mHr1q3s3LkTk8lETk4O06ZNIysrC6vVilKpJDExkcBAx/LPwMBALl++TFBQEFarlezsbLy9vQkMDCxwfklSUpLzOUWVe3t737ANoXSo5CoUMgU2yYan2hOF7OZLaVVKOTUC3bisN+Lv5lIgh1f1ADcmda3DudRcfHVqnq/ek8FuNfD8ezE2l2B+Tv+b49kX+bTPx6Tm6akdXAW99TJWu5XwauHOerLN2fx+/nc2nN3A601ep65PXZQKx4/4tQHD28UbleLGt88SchJ4bv1zmG1mFnVexOO+j6NVFtyImWnKZMv5LZzTn2NwvcGFlgTbNd7EV3+ePf+l8qRZR2KeY/T8/dHv+b/H/+++zHRssplwUYi9KkLpKPZPu3///Zfu3bvTuHFj+vXrx5kzJT+yd+zYsezcuZOtW7cya9YsWrZsyaeffkqLFi3YvHkzAKtXr3am7g8NDWX16tUAbN68mZYtWyKTyQgNDWX9+vWYzWYuXrxIXFwcDRo0oH79+sTFxXHx4kXMZjPr168nNDQUmUx2wzaE0uHp4snybsv56KmPeLv52+jUNz9N0dtVzey+jYga8STrRobg7371TcxFJWdAy0q80SkYtVLJa48PwHP1q3BuB4pfB9C3cieOpB3C092EXR3P4M2DyLPk8b8G/8MHBWQnQV4aOeYc3t/zPvsS9zF2+1gyTZnONuKz4wmPCqfrqq78l/lfof5lGDNIyE4gzZDGweSDZJmzMNqMbDi7ocjXczHrIh/s/YDFxxYz++/ZmG1m7JKdyzmX2XJ+C0nZuUR8vpu3Vx2mz1d/MKnZR6jkKl6u//J99wZusVk4lHKICbsmsCdhDwbrw5/aSSh7xQaXDz74gPHjx7Nv3z4GDRrE9OnT77jBN998k++//5727duTmZnpTN3fu3dvMjMzad++Pd9//z3jxo0DHEf9du7cmS5dujBkyBDee+89FAoFSqWS9957jyFDhtClSxc6d+5MjRo1im1DKB2uKldq+tSkS9UuJUpBb7NLJGcZsdolHi/nSaCHxnl7KTXHxIcbjpOQnU5KtpmMXBt2mQp8r+xx8a6CHRkL2y3n2+2prIh1ZUarL4k+H43emAF/fQ+Hl4M+HiU4RwTVvKoVmHPYe3kv2ZZsjDYjm+M2F+if3qRn2r5pdFrViTHbxtAsqBnBumB8Nb70rNmz8AsyZuF6zSS5t4s3MpmMNGMa/db1Y8z2MVzOTcJgdiwTNlhsBGgD2NxrMwPrDsRd7X4rX+4yl2nOZOjvQ/n9/O+MiBlBtjn7XndJeAjIJCl/73FhPXr0cI4mivr8YdKzZ09WrVp1r7vxUDqflkv3+bsxWmwse6UljSp6k5Fr5r8UxyoshQxSc/MY9uMhfHVqfnm1CZVUJhRZCeBVkTwXd3ae1PPqj/8A8HyLijwXoqCiLhDPPxdi8q+N7fI/aG0WUkJGkpSXQnn38gU2JV7KucTgTYMx2Ux83+l7qnheTeuTlJtCl1WdMNsdK9U294xGrVSB5Nif4jx8LC8dTm2CnERs1Ttw3JrNJYueZuVa4K3xJjkvmY4rOmKVrHSpHMYL1d9k9T+X6NesItX83VAq5KQaUjmYfJBaPrUIcg0q9vbc3ZJmSOOlzS9xVn8Wf60/y8OW35e37YT7043eO4udc8nKyiqwO//6z8UOfaEk/jyXjt7gmLRf9U8CjSp6c1GfCgozR+Jzebp6JRbsPOcY4WSb+Dc+CXUVD/wDG+OiUuAKPOZjRSZzZBupHeRGzIW1NPCvT4MnXuTH4z9yVp7J23UHossxUMPncTSqgvNAwW7BLO3qWJBy/U54BS681mgMi459S+fK3ZHsavyKGpFd/NORcRlQmHKpl5dOvdB34MoOeXe1Ows6LGD16dW8+PgLnMmIpXzlZHw8AlAqPMgwZvDWjrfYn7QfrVLLuh7rCHC992et+Gp9+bbDt5zMOEkNrxr4asTRysKdKza4NG/evMDu/Os/F8FFKInW1f14zMeVXJOVF1tWIsuUxS//fcHac2voUa0PIdIw/temMnvPpFLOU0v1QFdkMhlGqw2XK0HiMV8t28Y+TY7JzPGsPXz757cEaAP4uM3HfHt8CeA4kviNum/iYy96MH6jv8b9dB50fCyMJr5tcFWrcFPf4PCxazP/yhVQoSnIr448tEotzYOa0ySgCYdTDjNx90TAcQLllNZTsEk20oxpABitRmz2wrvr75U7ORBNEIpSbHD58MMP71Y/hIdYsJeWlcOeRELCV+dCmjGFtefWABB1ZgXDG73KjpMZbBz9JFa7GReVBUkmwyRlkmN2xU3thpuLCjcXFZYsPX7ycnzQeAzLz0fj7+qPUqbEKlmp7lUDV1dvdPlnseSlg8UASjXoin/j9HPTcsnwHx/+/Tnh1cJp91g73NTXLREu/wT0WwLGLKj+LJLKlfOmdH4+9AUdK3ekjm8dtEotSrnScTvtyoq6en71UMqU+Gp8mfvMXL459A3tK7e/6fLt25KXDkiOPTeCcA8VO+eSLzU1lVmzZpGcnMy3337Lf//9x4EDBx6qiXIx53L3ZBozmfnXTNacWUPvGn1p4NqP6v4BBHtqUSgsmOwGhse8yqmMU0xuNZluVbvhonRxHAT2cz9I+Adbm7cwtvgfchd30g3ppJvSqeBW4WoSR6Medn4Ce+bBY09C38XgduMAk5KXQq/fepFhygDg996/F9gcmmXKItuSjVquRqfwxtVFSaohlRc3vkh8djxKmZJNvTYRqHMsezdYDWQYM8ix5BCgDSiwQdJmt12dxylN2YmwcgjYTND7e/CsUPptCMJ1bvTeWaJdZm+//TYhISEkJycDULlyZRYvXly6PRQeGV4aL8Y1HUd0rxgek/Xk7RVn6LfgDyRJIjNPxsXMdE5lnAJg+cnlzkSNWPIgwTGpr/j3Z3R2Ca1SS3n38tT3q18wO7DFAAevbPq9sMexa74YSrmSal7VAKjgVgEX+dXlwjnmHH45+QudVnbipc0vcV6fxNmUHGTI0Ckdy7DVCnWBDZZapZZgt2BqetcstPO+TAILwPF1ELfLMTf09/dl04YglFCJgktGRgZdunRBLndcrlQqnR8Lwu3w0nihkXlx4pIVgNdDq+PqoiTmeDJGk5pG/o1RypUMrjcYN9WV21NqN6jTHVRaaPMWeQoFuxN2cyjlEFmmLGfdWaYsLpmzsD01znFt/b6gcsVqsxOfnseGw5dJyioYbLw13sxsO5MVYStY0mUJSXlJxGfHY7FZ0Jv1bDy3EXBkJFAojSRnmcg1aJgXOp+pT05lWbdl+LgUzmica8nlVMYptl3YRoYxo4y+mldUbO5IfS+TQ5Wny7YtQbiJEu3Qd3V1JSMjw/mX2cGDB3F3v7/W6gsPHm+dmomdH2dsh1poVQpc1UpCawfw8qL9jO4wiRkhnvhoPVArrhyXoPODsLlgs4Bax6ozUXy0/yMAFndaTOPAxgCcTD+Jiykbz+rt0NTpjkLtBq7epGUZ6TovFr3BQp1y7vz4cgt83VyQJImUHBN2uyv+LuVJzotn6h9TMdqMzHl6Nq4qHYPrDeaT/Z/QOKAxrkpXPtl9lt+PJVM32IMfX+6Mt66IjZFWI+l5KfT+rTcSEv1r9Wdcs3Flt4nStzqMOgTYnSvYBOFeKVFwefvttxk2bBgXLlygf//+ZGRkMHfu3LLum/AI8HRVAVdXXD3m48qyoS2RJPDRqVEqrhshu14dHaQYUpwf58+VWKx2amgCcN8xB8WJdRBQBwb8BoBdksg1OUZK6blm7FemGxOzjHSft5v0PDO/vtKSIzl/cij1EADLTi3n1fqv0sy/MT92+gG10hXJ4slfcYepEeCGp1aFyWpn1T/x1Ax0p4qf7uqCguTj5FpzkJCc/bXZbXCTu2LSlfNYUg2pBLoGlvw8mmvzmgnCPVai4FK3bl1+/PFHzp07hyRJ4phjoVSk5pgwW+24uSidSSwVchn+7o7d73bJTqohFYVMUei0RYABjw/AarfipfGicUBj0nJMJGSlYiKJoKfH4a/Sojn8q2OkA3hqVSx+qTmrDiTwv6eq4HNltHEqMZuUHEda/xV/xzPo6Zao5Wpsko2nyz1JXs5lAg6vQhG3C6nzR5h9/Fk54gnO6I/jq/Eict0x1h1ORC6DnW89czW4/LucoKA6vNdkDMezL/Jqo2G4qm7+5p9qSOW59c+RlJfEU+WfYvpT0/FyKXnGZEG4HxQbXK4/3jifOOZYuFPphixyLQYUCjtnUlUo5Soq+7rirrn6R8s5/TmGbxmOt8abeW0+wT8zAfxrgdYRaHy1voxtOtaZ/fjPc0n8nvgjv5z6EaVMybpOSyhfrjEmhZYTFzNJzTHRrLIPLav6IpdfnXyvE+zB4+U8uKQ3EN44AH+FhQ1df0GymVHZQW7KQrHdkfrIcvAnElsO4bj+GOXdynMw8V+yTY7d/nYJcs1Gss02R4qXpoPwWtydPjU6Yn/2PeSuV/fZGCwG9GY9cpkcLxevq7f+AIvdQtKVRJcn0k9gsV3NGi0ID4pig8uNjjfOJ4KLkM9iszhvTV3/Znktq83KiYwTLDy8kK5VuyJHTgX3yny3LYeXn6riDC42u42FhxdyKfcSl3Iv8W98LM9umwOdPoRqVxORXptW38tNwaW8C452JCtZchnlmw7mdIqF8M8d58WM7VCT156pXqBPAe4aFr/cHLvdSpLpLBdMdoKUOiSbhXf+/ZwZT4wFjScY9WQ0HUCvtX0w2Uy0KteKkU1G0joskKp/aKlTXs32S+vopmvnCC6+1WHoTpDJCgQWgKNpr9YiFgAAIABJREFURxkSPQSVXMWysGVU9azqfOz/2Tvv8Cqq9I9/5vabe3PTG0koCb2GTui9hV5ELBRFQECaDXtB1LWBiqs0BVRsCIKAdOlNeodQQgLp7fZ+z++PYYOuwrr7g911vZ/n4eFm7sw5w0yYd8457/v9hmpCebbls/yQ9QOTG08OjlqC/CEJFlEGuS1kW7MZvnY4Qgg+6/0ZtSJr/Woff0BQ7Czl4c0PU+4u58ecH/mm7zeoFSrua1UFq9NXsa9AMK7ROPqk9mHJySXUjqgF1jywF9/0HBJCw3iy+dPolDpqR9YmwZiIV6lDpw7w6sD6zN6USaHFRcDvQ1mSCSeXQ8NhEFmdaKOWq9YiJm2dhM1j48OuH1IrohYvt5tFQEj4Ht6Nwl6CX2PA7Zen0MrcZZjdZlLDo6macph1OT9ytvQsA2v1xOqxUuIsQaVQEa4Nv+HY4raCQs2W7C34hR+/38/xwuO/Ci4DawykV7VeGNSGO5e6HCTIHeR3W9Vt27aNzMxM3G53xbZJkybdkZMK8sdj17VdFVLtW7O3/iq4eP1+jueYQeki3hBPubuccG04JpSEeV2UGaIxaNVQng2Xd3KlSnPuXz8KpULJp70+JaHwAnR54Rejlr8nVKcmVJfIrLazUClUKCUlR3PKGffpIapFG/hsTAsiDRqUzlJY1A08Njj4MUzYD6FxnCw+SamrFIDVF1cztcnUX2h/OfRRuBz5zOk0h2052xhcYzBvH3ybt9u9zj1JnWkYWRe9NhQhBIcLDjNp6yQkJJb2WkpabBrYCmDdE6CP4J7209ibtxeDykDrxNa/+rdolJqbjv6CBPkj8LuCy/PPP4/L5WL//v0MHTqUDRs20KBBgzt9bkH+QHSt0pUvz36JT/jok9IHAL8/gNXtwuIrIbMskwR9LcLU0bzb8QMO5Z2iQWwNUGixW4sIDbOh9Xrh87uw9n2HtZfXY/XK0u87ru6kVVQ/srz1aSKMlBVYOVdgoXnVCCIMql88hH3+AOUOKLHZiTVqmbM5k0Krm0KrG6vLR614E35LKcq/qREr1XB9+aVxbGOSQpOwuC1kpGSw9PRSHmnyCA6vgyxzFpH6SOYfn0+j2EaMbTCWKT9OYUBqXwwHFqE+sIAqI1Zwz9ap9E7pXWGgJhCcLzsvB5cT38Lp7wBITmxa4Uj590Ka/2+sBXBlNyQ0grBkWf4mSJB/M78ruBw5coTvv/+evn37MmnSJEaPHs1DDz10p88tyB+IRGMin/aWBSSjdFF4fH6O5pQTanAyYuMgXH4X7RLb8WTzGWw97qVJtZq88dMsLlsu82LLN5FKJRIMVsLbTWe5+Qzpiel8ee5LVAoVbSq14+4PfqLI5mbz9A70encnvoCgV/14nulThbjQMFQKWY7F6wmh57u7sDh9PN+nDgMaxbP9fBExoVqSI+VMrU1FR2h239doLu1AX7c/akMsxVY3eWUaFnVfRJY5i6Wnl9Krai/cPjdnS8+y+uJqtEotay+vZe3ltbzZ/k3md5uPLnsvhl3TQAhCrh1mTuc5CCGICYkhszyTtJg0hsa3lkdktXrB7tmU9J2DJ64uekn5q+r9/zf2Elg+Cq7sAXUIPHIYTAm3t48gQX4Hv6vMXqeTU0P1ej0FBQWoVCqKior+wVFB/mxE66OJ1kcjSRLlDi8Tlx3B5fPg8svV8MXOYqweC13qGXGJEnbm7uSq7Sqfn59Pid2BXaEmM646Edfl7md3nM3nGZ+TWypRZHMjSeDxBfBdVz0uc3g4X3aBMpeZYmcxd6+9mzxbMZbrazffHr5G06oG1k9vxqqJrYgNlQsmcx0FDN39JFPsp/jJVUSpw8OEZYdYuP0cWpuTVGMlnmr+JGXuMt49/C4Or4O4kDgSjYkADKyWQYuwGkRrIzBG14bQBIiqjj+lEw9ueJAZO2cAMKvtLEYmd0Na1B3ebQg5+ygZv5PJF5bRfVU/Fp1cdPuNuYT/ungl4HPKPwcJ8h/gd41cOnbsiMViYcyYMQwePBiQnSODBPk5hRYXVrePcL0ajUpB97qx7Dhr44WWr3GoaDcPNXiIHVd3sPHKRsY3ephB1Qex4sIKWsd3pn5CFCXeC4xcPxKA8Q3HkxyaTLY1m1BlPM9k1CKv3E14iJI5dzdk78UShqdH8MrBR3mp5RzCtKFYPVYuWk4wtVsK+y9aeDajJs/un86RokOkJ6Qzs81MtmZvpWlcU5JCk3D6nNSNqovHK7ha6uTdjGpELUwHn4tASidMaf0pcpRQRd+Mc9YEeqRF0i+xA1EXfkTx3UR5DahSExi7DW/AzzMH38DisWDxWLB77bLEf/lRsFyTL9Dxr3FVa1tRoPn9xe8ZUXfE7XWmNMTA3ctg12yo2x9u98goSJDfyS2Dy/Hjx0lISGDixIkAOBwOatasSUpKCqNGjbplw263m3vvvRePx4Pf76dHjx5MnjyZnJwcpk+fTnl5OfXq1eONN95Ao9Hg8Xh44oknOHXqFOHh4cyePZukJFnVdd68eSxfvhyFQsGzzz5Lu3btANixYwezZs0iEAgwdOhQxo4dC3DTPoLcOQotLvp/sJs8s4u3h9WiVrKbjo0LqReVhoZatIhtjZdy3j70NgBP7ZzBst5fM7r+Q2w4biZX58arsVW0Z/PaqBNZB4PGgEJS0KlaBBqFhjmH59A0riktQop5dv/H9EsZjMutpMzi5t469/LXk2+xqNsSRrdIxoeFkyXyg7x71e7M3DeT7Ve3o5AUrB34A4cuCsx2NQkmNfNGNEWvKJUVhQGFs4xkYwLTkwfS7/29lDu8LNiRw/6JtVCsky24WT5KTjUOjUPhKOHVtMnsS2zLmtw9N/TQIlIgqTmUXIC20whRh9AnpQ9bs7cyIW0CBrXh9t4ISYKoVOj7HgT1/4L8JxG3YMCAAaKsrEwIIcSBAwdEmzZtxPr168Xs2bPFI488cqtDRSAQEDabTQghhMfjEUOGDBFHjhwRkydPFmvWrBFCCPHcc8+Jzz//XAghxGeffSaee+45IYQQa9asEVOmTBFCCJGZmSn69u0r3G63yM7OFl26dBE+n0/4fD7RpUsXkZ2dLdxut+jbt6/IzMwUQoib9nErBg4c+A/3CXJzskvsotqMNeLjnZfE2ZJMUX9xfVF/cX3x5oE3hdvrESU2i7hWbhWHr10WHx7+RDy4foz47MBp8era02LRzoui2OoSBfYC8cmJT8QbB94QZwuviWM5pcLudv2yH0u2GLZ6mDhffFnsvHhRvPbDEZH69FqRW2oRvszNwmvJEx6fRwghhMvrEudKzokvznwhCu2FYn/ufnG25Ky4WHZR5FiuiQeX7BX1n18v8s1OsTNnp9h9cZOwnVgu/OseFwFrvnB4HSLf7BT1n18vqjy5RjR8cYPwlOcK8XZtIV4wCfHpECHsJUI4yoRY/4wQL5hE4OtRwmPJqzhfm8smvOU5wleWJRz2YiGEEIX2QnGq+JTYmLVRlDhK/vmLbS0UYs8HQpxdK4Sj9F+/aUGC3AZu9uy85auN3+8nPFweVq9bt45hw4bRo0cPpk6dypUrV24ZtCRJwmCQ38p8Ph8+nw9Jkti3bx89evQAYODAgWzZsgWArVu3MnDgQAB69OjB3r17EUKwZcsWMjIy0Gg0JCcnU6VKFY4fP87x48epUqUKycnJaDQaMjIy2LJlC0KIm/YR5M4RqlMx//6muP1+bC4vjWIaYdKYqBVZC6ffgc3j5575PzHwvVNoHe2Z3nAWczfn0rd+NMOiLhAuypi8dTKt47tSkNWNIXNPMHz+foqtPt7bkkluuZzmnByazPtd3kcSel5bc42Ptl0jXK9GWZ6F8rNBKNdMQ+2RJfq1Ki01I2tyd+27UUgKlp1dRpmrjGFrhjFo9QDGdAol0qBBIEg2JfNx5pc8UbAVb/ojSDveRr9/ATFKO99OaM0jnavzzfhWLL3yA7n3LMP6wHr8A+bKWmc+NxyYB4B0agXq6w6TVo+Vq/ardF1/H2mr+jByy8OUukrZcXUHw9YMY/q26ay5tOafu9B+L2x/HTY8BV8Mh7Ks23YPK/A4wFl++9sN8qfilsElEAjg88mLo3v37qVVq1YV3/n9/3ih0O/3079/f1q3bk3r1q1JTk7GZDKhUsmzcfHx8RQUyDIXBQUFJCTIWS0qlYrQ0FDKysooKCggPv6GaVNcXBwFBQU33V5WVnbTPoLcOcJDNDRIDCcl2siVfCP9Yl/mm77fsj9vPy/tfQmnWyKrxAHAisO5mHRGVo6uS7w/jwJdKsUuJTXDa1JoL2X7+WKsbh8RBg2ZhTbe2XSecZ8eouS6/leYNozVWZ/zypBEFoxM47sJLYneNAUAyZwDgZ/JpTjLEBc243KU4PF72Je3D5ffhdPn5GjxXhaMaEosZirvW8S8+K682fJ5NLtmy8Fi03Mo8o9TMy6UR7vXIszoZM6R2fTZ9CCPnv2EcuX1WWWVFlqOlz/XHwwqOQHG5XPh8DkqlAvy7fn4hZ8o/Q2XyEh9JOXu/8+DXPrHu/wz2Ith03Pw9f1Qevn2th3kT8Ut11wyMjK47777iIiIQKfT0axZMwCuXLmC0Wi81aEAKJVKVq1ahcViYeLEiVy6dOn2nHWQ/yweu/zGXHgGqnWocHgMN6ixuX1M//o4jZLCkIzFrLoo2xmPqTuN9jWjOZpTziOdq6NTKVA47Lz+k4evD+cQZ9KyZMx4Xj/0DF+Ne4czuQ4aJUcw7tNDAKh+pgWmUWoYVW8Um7I30aJSC/LLfiI87W6M4UmITs8g/UxqJVB6GcVngwkZPJ/KxkQ6JndkQ9YGJEmid2p3DJIVadubSKZKKC3XCPF75eyv6/h1ESiEQJIkVAoV99W5j+5Vu5NlzqLIWYSEJKsWt5sO6RPlupmQKEqcJeTZ8yhxljCrzSw2Z2/mgfoPEKGJoHFsYxb3XIzda6fIUcTwtcP5tOenROujQIhbr5Uo1dBxBkTXhIgqEFH19t1XkNeGfloof974DAxaGFRaDvIvccvg8vDDD5Oenk5RURFt2rSp8HMJBAI899xzv7sTk8lEy5YtOXr0KBaLBZ/Ph0qlIj8/n7g42RY2Li6OvLw84uPj8fl8WK1WIiIiiIuLIz8/v6KtgoKCimN+a3tERMRN+wjyz3FTvTBHKcxrBwE/NLoH+rwN6hC0qhsyJQ6Pn9TwFCQkBIJrjvM836cFl4sdrD2eR06pg8Fp8fyUfRWAAosblWTgsWaPo1SWkVEpgDMklr8Mbsj+y6VkNEggyiirGDu8DiweC1VNVQnXhhOV0BxfXGPs9Qej10f8whFSBOSRd8TqqYwftgSLNoKPe3yMX/hZmbmSLoltiWw5Fja/CD4PosFQvE1HIMXVx6mOYlWmgp4mDzGhWnwBH/fXvZ+3Dr7FpiubUEpKVg1YJQcX/Q3VZpvHxmv7X2Nz9mYmNJrA4JqDaZvYtqKmJUwZRo3wGjy/53l2XdvF0y2exuNzUlpwnMhTq6HlODDeUAb4FYYYeZ87gamSPBLzuSGpBQRVAoL8i/zDdJK0tDS6detGSMiNt5dq1apRr169Wx5XWlqKxSK7A7pcLvbs2UNqaiotW7Zkw4YNAKxcuZLOnWU5j86dO7Ny5UoANmzYQKtWrZAkic6dO7N27Vo8Hg85OTlkZWXRsGFDGjRoQFZWFjk5OXg8HtauXUvnzp2RJOmmfQT558iyZJGxIoOMFRlcNv9sisTvkQOLLoyilk/wwc5rHM0uw+l00r1uLJvGN+TrMbUBH6sHrGZFv29Ji6jH2XwrDy09yHdHr1FgcaFQKnh5QC3qVTIxsVMq2SUu9p/VohVRXJVicXp81E8M48G21TCFyPL7V61XMbvNDFg1gDEbx7Do5CL8ws/rP73BiM1juVB+AXHdp4WAD39EFTyDF+Jr/xhuUyXuWjsMi8fCI1sfYf6J+bx7/CPI2g3nN8ClHxGHlvLMobe4+/xCzumMLDtaXtHe3/7+m+ulX/grdMZ+TkAEMHvM+IWf94++j8Pr+FWxZIgqhKE1hzK1yVSOFB6hx8reTD/8NqWJaXBg/i8btBfJVfe+X/d12zHEweQjsiROkxGg/N0KUUGC/II79ptTWFjIjBkz8Pv9CCHo2bMnnTp1onr16kybNo05c+ZQp04dhg4dCsh1M48//jjdunUjLCyM2bNnA1CjRg169epF7969USqVPP/88yiV8hvy888/z5gxY/D7/QwePJgaNWoA8Pjjj/9mH0H+OXZe3VlRALktZ9sNvbCQKBjyCd4AvLPXSoJJhUry8+6PV5jeTEGNbdPwRtdEqt+H+36czJd9vkSff5xmVdoxrWsNLC4fXerGUe50UyPMxsLhdfjxop0ZK04QF6qlSz0TJe5yYlRGhMNDVEgYVo+VhScWcqH8As+0eoaUsBQyyzPJseZg89i4ZL7E2IZjsXlsuLwu9F47gRPfISp3wxLZmBWBUup6yhheczh6lb5CcqXYWUygTmOUkgJEAE9yU3LOL+F82Xn25P/IgpGjiJbK8Ze72ZvzIwsyv+avXf7Kp6c/pVFsIyK1kdjdPvRqZYWMv0lrYmabmSw8sZDm8c0J04b96tqqlCqaxTUjJTyF94+8D8ChoiO4G04EU+KNHW2F8PlQebrqni+hcps7m2Ks1oI6EUx3rosgfw4kUfGa9+dm0KBBrFix4j99Gv9VXLNdY+zGsQQIsKDbApJCk37xvdfnZ+baMzyYnsyAj/bzUMtYJhS/ApmbACi+7xsGHHyZpT2XYlDocXiMnLpmYfv5YmKMGvqnxVNTuobIPYotoTk5SgUni0/RMjGNhzY9RLmrnJX9V6JWaLhYfoFxm+WpoNaVWnNv7RGsubyKiY2mkGTLR2hD+fDSKprHNyfNWBm/x4ZCH8m1waNRGAxEL3gLv/kCJp8Pd6U0CvGRWZ5J7cjaVFKHoXSZQQSwqtQM3zwWf8DPgu4LSBAKlJ/0grIs7N1f5i1/AdaAh+eazUBXdJG9rqos2ZvNmHbVaFolAp36xtSguL5WcyvsXjsrM1fywdEPyKjWm0k17yZcH3XDcTN7P3x83doitQsMXQK6oMV4kP8ebvbsDI55g9yURGMiS3otAWRpl5/j8/so95QxsVM1Al4ffx1YlVqxevynm6PM3ARqPbrwKrzQ6gUkJAIKBSWuIqrH62lWuRpqPGiUXtgyF8WxL3CO28qojeNx+V00vtKYB+s/yKz9s8iz5RETEkOkPhK9So/T56RhdCOu5cdTyTOKEI8a5cc9QQS4b/wODJISzQctwe/B1fstwiaOwzz3IwzWPJRrHsNZfxBKpZq4au2JDYnF4XVgV0BoWBKSJBEKLOm5BCEEOpUOe+FpTNfTfQ2nV9O01UhCw6pA3lHKlQmMWXoIX0Cw52IxO5/odCO4+FxIjlJAAkO0vBAPlDpLcfvdSJJEvCEenVJHu6R21I+uT6gmFJ0xsSLbDJAX7cOS5Sr/pqNkvbAgQf4ABINLkFvy90EFAKeZq8587l4/EiEE2/quoNWFd5BWfo0YtozAw3twqXWct+cTrY9Go9QwdtMYsixZTGs8meFXz6I/vRr7AxuQXGYAAoAn4AHk+pAYfQx9U/oSoUnimu0yMfpovuu3gkh/ADUSVocTX0os0btflteAAMnnRrIWVPysy9mPwzAQVWIlJOEjf/invH5mCVXMxxnlbcql8gtU83jQnV5DoMkI/KHxOPxuIrThKLQGLB4LZpUKQ0onlHlH8Xd8ihZx9VBJELZyIp6us6kUrie71EFShF6eFrNd19wzZ8MnvUChgod+hJhaWNwW9uTu4YU9L5AWm8astrNQSkpG/jCSElcJKknF+sHr0f08uITGw0Nb5DUubRgog94uQf4YBINLkH8eZxmHc3Zi99qpZKiEFPAhnVoJAT/SF8MITD2JTvhpcuBjAsmtsNfK4NXGU5BQ8EX2JpyxddAfWIirJBNtxtsoKrfC5PXxUaf32JyzjZH1RnGxECqLeLJLvNRPqs6uq7voHVkf3Se9wGMnfNhncHoZtHoY3FZEXH30oQkQmkCgwVAUllx8nZ7CpAghonldPDoj7xx6ky3ZckFt2/iW1AutQsji1rKvy/Ev8Y3fxZ7Sk6SGVqZ6VB1MGhNeU2UyOz1OvDYCjSWPWIVadqUcNJ8YjZHl4+O4XGwnJcZAtGSDZXdDlTagMVxfgHfD5e0QUwur18rHJz/GE/BwxXIFb8CLWqUmSh9FiasEo8b4C2fNCozBbMcgfzyCwSXIP4/w0Tq2CanhqTSMbshJyyXqtH8Uw54P8DW8Cz+gXf0IXN6B4vJOjCkdafDtJBABnh+xCunIZ5DUHH1MbRSucoQhhhBDNOnrnyJdH47PsB9VtS7UTtBRZC9i37UTtE9qj/LM+htOlGfWEGg5HunMKiRjLCS3oMTnJLo0C0Xllriqd8WLhHH940hnv0fZ9WVSw1IB2Ro52lgJtaSS025NCfhq9UalVBOlDMEvKShxluAVXg7mHaBFRG3C986Do5/B1JPyFJdBHtHFqiHWdH2kUXKNwj5vsq/kBI0S21Cp/Arqqz9Brd4AGFQGBlQfQJGziPZJ7TlWeIz0SunM6zqPY0XHqBNV5xcFlkGC/JEJBpcgtyQgApS5ylAr1Ji011OIDLHEuywsajUTyRhHmcfCl4YTpA9fTKWwVNZe+YHhpkpynntCQ6Sza2SLYkB9ejW0noRPPILK70IxrwP4PYiUTtDxSRAB7JFV+f7St+y8toPJaY9yJac6tcMUhFZpK2dSeWy4Wj9Cuc6AoulIIiUlec5iducfoGNsGkqNnsj1T6Ht/RbSOVleRbX1JfpPOUKtyFokGhMpdZt5+8Q7vPbgBoqEh/mnP6V7wUFqxzZm3JaHebH1izy67VFKXCXEhcTxZfoswmv2RKW7eRpViVbPI3uf5nTJafTHPuD7/t8Rh6qiZiVcF85dlbtRGvDQa1U/AiJARrUMnkt/ji5VutzJ2xgkyL+doGxqkFtysfwiD218iJf3vozDUUyxxc7hAi8FoXWJjK1PpCGWqpKWvtUyiI2sRb7fzsKzX1Dadipi6BLo9AyBGj3k9OXuryClDcch4N2zS5FEoEKqRXKbweuGT3pjtRcx9+j7HCs6xsz9zxMX4WfG8jOYVVG4Rm7EN+Egp70Weq3oRd9V/cnx2TBqTPSIb0Geo5jnzy4lv8crCBGAttNBF04gfTLZJef5+tzX6JQ6ntn9DNtzd7LTnMmUnTNYe3ktU3c/g83vIMuShT/gx+GT5WrsXjv+8Cr4qrWTF9RdFri+VvRzXEIgITGu4TjGNBiDkBS/KoZUll4h4PfQvYqcAWb2mAmIwB2+i0GC/PsJBpcgN8Xlc7H64mpSwlJ4sP5orE4/k744xqAP99H3/V2yfbCjkP22K6i0JhzCh0FtYFnGMtbk78NTuTVmQzSL8nZgeWA9AfNVpPfSCNk1hz6JnTlWfgFx9xeI5g8hBn8Me94DQOv3EKWTp4fqRdWjwOyjUrge/bW92BRGXt9RzLrLG/AFfDh8Ds6WniXM6yJi1SM0OPgZb7d4isv2Ei66LHhqZyDuW4FoMYZSyc+A6gPQq/UVD3e/8FckLYSoQwhRhaBSqPjq3Fcs6LaQITXu4q2287A5Q9BpDGArgFUTYPlosOT94npplVre7vg2l82XOVhwEL/wU+osrfje4XWww1/Kk3tfpHVCK95q/yYvpr94e/1cggT5LyE4LRbkt7Hkot37VybW7MbBeAUPbnyIN9vO42KR/DZfaHXj83ooLvWSHNYIi6+E6dumE6YN4+mWT5ORksHGC3aapoSwI3c3dyV1RLH/IwAUBz4ipc0UbAEv0rYXISwZcW4dtH8ccg8TdeYHvum5hHLLVWIia5BdquaexhpCj23FGdeULWcLeHP4IHbnbkev0pMe0xjFuicgaxcqwFanN0nxLZD8BhwGG6EiwMnyiyw4sYAnmz9JmauMEfVGMKTmEPwBP83imnG65DQ1I2pwrvQci3suJkIbid2hw1c4gFXXAjzRSwt+H5xdB2e+l6/RgfnQ9YWKS2bUGNmdtZuNVzYC8MnJT6gXVY8+qX1QK9TYfXYe2/0MvoCPE8Un2DxkI7GGWy/WewNe1Ar1bb+9QYLcaYLBJcivcZlh9SSkC1vw6kJZ7MrE6rXyxfmF/PXe53hv60UG1DVhOraQiIZDUGoCvHr0EzLLMwE4WHCQbontqRQOSoXEgjavosk7KSsGn/yWQIOh+CWJUK8HsvcB+5AUKmgwDCbsQ+GxEbN3HjpDFGeUSk6bz1Apohc0GYVRSKwYURMhBAu7LEDtdeD0OjFVTkdxehWotKgjq6NCQbQOdAXn4NsHaVCjB4vav8E92x4hx5rDy+kvc67sHHty91DqKuWV1jOJ9UvEhdXEolSyr/AwadFNGNc+Ga1SQbRRC0XnISwJrlfzUzn9F9dM53VSO7wGSkmJX/ipE1kHi8cC18uUlZKS2pG1OVl8kpTwFJS3CBpCCLIsWXx07CO6VulKekI6Rs0/FosNEuS/hWBwCfJLAn7wOqF2X7i0DX3+SQY2G8aB/AOcLz9Dgwgnf21wAd2lDajPrSaQNhDFpc10SO7A6ourubv23bRKaIWk0LAhbwkiV/Ckrqrs3tjzNUTbaZzylPLqjuksaf82osOTYM5BSp8E39wPHZ+CTS8gOjyJtVIDHl17N+Xuco4XneClls9gdJSgXzsZSaVD9HwdnOWI0DhEnX74UzohNCGct1/j2V2Ps6TDHHSFZ6DriyhWTcLY7lFyrDkAnCo5xQP1RxNviOdE8QnSQ6ug3TMHLm0jqtvLtE5sTN81Q7F6rLzb8R06hXWFo5+D2wpjtoBad0Omxe+VVaIPLyVZZ+KH/qtwCT9FzmJSw1NRXy+gjNRFMrfzXMrcZbLg5i0yw0pdpUzbNo2L5RdZd3kdGwZv+HULzTY2AAAgAElEQVRw8TrB6wBteLD+Jch/HcHgEuQGfj/kH4V1j0NqVxi/B5WkoI0hgg39VqI2X0X3w+PouryIKDmO7+6vsEsSJDamnVLD1oFr2JK7h7lH5jK89nDqR9enalhVhNcv2wd/PwXn4AUsLtnPyZKTFHgtJDvKoOXDsLS/LNC4Zy40ewApPJm4q0dY1fZtPs/dTuuYJhgsuUhKLSQ0ggZ3IS3oDB4bUqPhiM7PYi44waScVRwrOgaA2VFI9MZnYehiSOkEaj0j6o7A6rHSo2p3HtvxuJyt1fwptD+TmpfWz4B7vpBHHcDarPW0TeqAOm24XBiZuQFGrZPrXUB+wAd88NNCQoCQEyvgwY1US0j51SWO0kf9rnRjpUJJjD6Gi+UXK9aBfoGjFA4skM+l51+gUuOgyGSQ/yqCv41BACiwuLCW5FH9h4myT0v1rghHCcKShyO+NlcsV6hblouveldUujBsHZ7g/ePz+GLfY2zv/TXqTwcSMnI1XWxWOid0Ym/JObxqHfn2fMoDAeqP245JqeeqXcsgY0v6VRuASqGmrOUYIvx++eEcEgk9XoErexDOcpSZG4g8uoxJU05A1g6kJYNAkhCjfkBCkosfAYrPQ/5JDNW7MTEigRm7n6F+VD0ivG6IqEZZ5Ra4kpsRIMCYBmNwemyM2TyOlvEtqR5RHZ+zGGGqhBRRDcouQ7WO6PWRNIppRJGjiLENx8qjj8ga8PA+2afeEHPj4mmMcjbc346v3lke2fw/CNeG83q71zlRfILq4dWJ1Eb+cge3Bba9Kn/+bjyM/uHWMv1BgvybCQaXIJidXp5YfpzWSRoqxzdFYy+CKq2RFvdGAmLTJzHPoOAjazavtJ5J1OlVmOv1oZ6hEmu6LiJMqYWkFqgPLSVi51sAdBj1PQVhiQREgBxbDqWqCJ5dn8+6EwW0To1kWh8992waQ43w6rzWeiZRI9eAWg+bX4Izq5AiqsKIVZB/Asljhdwj8skKgaMkE1WtXmi6voSUtRPaTUdyWlBvfJrGnZ9jecuXUYdWIqzkMgUPrOF48XHiQ+L5y09/YUKjh6kZUYNG0Y0YXedeogKCkM0vIxWehkHzQR8JmhD0hnje7/w+fuEnQnvdq0WphNDfWIBXKCG0EoxaCz4n6CJujGr+H0Tpo+iY3PG3v1Tp5GBiK4Sk5nIxaJAg/0UEg0sQJAnUSonZO/NocvcUmrSbisJRVGGgq3RbebTdiyg8NhSoKK7RhYC9iIyLB1CtmEag9WQCzccgnfi6ok2t34/J50bSR/DKqSW0ie+GxSlbIrSuYeCvx2ZT7Cym2FlMvrOQEuEmAQ2hbgsioRE5fd/h8/PL6Np7JvWteeibjkZY8/BrjOTF1WTt2WVMSrsXZZ0+4HXiC4nC3HoykQWn0X02CBQqCqYeY+KWSZwrO0eENoK3OrzF1uytVA6twsTGE4l3lKMy58KlbfJIYFE3eOSwbJgFROgifnmhvC7ZhVNnqhCirEClgbBE/m0YYmHcTtnr3hB9W4JZkCC3k2BwCYJJp+a1QQ24eK2YBjEBLAEHSlMCuj7voCy7grPpSNTmbPQ/vk6galti6w3E7nOhOvo5AIp9H+Jp9iCqttNBF4bbGIvSEEPMX9twbcphDhceRpIkXr+rCz5RCZ1SQ3xuBgcLDhIXEkeoNoyMdX1INCbyfd95mK3XeOTATC6ZL/HVua9Z3+cbdF4v+Z2e5KtL3/PFtilMbzod75VdKJePBkmBP30Sn0ZGMrLGUCL0EeAy45dkvxYAi8eCXq1neJ3hjN4wmmRTMvNNTeUptW4vyzU29QdDeQ5Epf76IrnMcHIFHF4KHZ6ElA7ySOs/hUIhi1qGxv/nziFIkFsQDC5BAIgJ1REd7UKyFaKTlHhDE/DU6oVKUmHM2o27+CwX2k/hRMlp2igEIbpIRK0MpHNrCQyaj/rIUqQD8xGdnkFRfwjmgmOIUatRqnSs7L8Sr9/LhK3juGy+zIi6I2iV0Ir1g35A47Zh9nlY3HMxTp+TfSWnqBffBIPaAIBGqUGhMSJ9PRRj3X70qNqatskdMenCMbsd6GJqg9+D1Pg+XBdX4FWqsD+0BQWgVWh5q8NbfHXuK/ql9iNOHc6l8svkO/Jx+p04mjyO6cinssjkPd9A5kZZ4v63cNtgzVT587cPyCOc/2RwCRLkv5xgcAki4yxDOrQY9r4PofGoHtyMevdccJaA2kB564e5a+0wvAEvzfN307NKT/r1foPi9tMwaU2Y8k9Aj1eRCk6R4ynlkaNvEamL5PFmjzN201i+yPiiwip5+9XtpIankmxMIsSaz+vnP2N//n4GVR/Ic/UfQuVxMSf9JfZe3UnDuCYYAwE8lRoTunUWdWJq47/vW857yxl/YCaPdZ1Bw5hGhKDg0YjG+H0e9tqyef3A6/yl+QxqCBVPp02myGfjYuFRalZqwfBawyl2FZOnVJDZ80UaRNZBozVBg8HydNNvoVRDVHXZEbJSE1CocfvcWD1WdCpdsAYlSJC/Iyj/EgQA4SyDy9vkH6z58hqE5SpE1YCz3+NX6/EFfICstdU+oQUWpZI+Wx7C7LUhfC7Y8RYiqRnH8n4ix5rDsaJjnC87T7whHm/AS0a13kTqIuXsK4UatVKDN6YW58vOo1PqmJg6CNW89vB+GrE5h+h/7RxVywvwuMo5Ub8vRQ+so2DIQiwKJSEqIzPbzMQYUQ0VoJzfAfWyu9CsGEsdXTTftH6VUF0EYfkniVgxjiM5Oxi752lcAR8Ppz1MekI6E7ZMYFvxcdzqENBHyNL2N3OONMbCyDUwYR8M+QS31sie3D3cv/5+5h2fR7mr/N9yn4IE+aNwx4JLXl4e999/P7179yYjI4MlS2RHw/LyckaPHk337t0ZPXo0ZrMsACiE4JVXXqFbt2707duXU6dOVbS1cuVKunfvTvfu3Vm5cmXF9pMnT9K3b1+6devGK6+8wt8cm2/WR5DfxmEuRvI4oPPzEF0D0XQUbl0YuZ1m4EjtDA9upshZzNzO73N/rbt5p80s4u3lRPr9LOg2jwilHmnvXCi7jLR+Bp1im6CQFBjVRhrENKCaqRpRXi9PpU3myx6LidJGYXabOVF4nKiAYEP6q6ztsRSTJV+u3xACzq5BtJ2KPb4uKo8dfUgUi/N2YQm4MB1YRI7lEvesvYcRP4zA43XA9Ye7wnwN4fdi2voq1VRGCEvCP+BDnCotczvPJUZSE5H9E13CavJF788ZWW8UFmcJZWWX5Kmvm2ErgvUz4IcnwefC6rHyyv5XuGq9yuJTi7F77f+muxUkyB+DOxZclEolM2bMYN26dXz11VcsW7aMCxcuMH/+fNLT09m4cSPp6enMnz8fgB07dpCVlcXGjRuZOXMmL774IiAHirlz5/L111/zzTffMHfu3Ipg8eKLLzJz5kw2btxIVlYWO3bsALhpH38qfG4oOgeHloAl95a7Fjv8BIoz5XTWoUuxtptOkbME4bVj1ZvAkktdbTRpxso8UaUfiZtnwYJOKM9vIMQvMKiNEF0TgEBqZy478ljScwkLuy8kCQ3v1B9LtLWAsIAftaQkVFKQHtuEVhE1UZ79Hv2ud4n95kG0cQ0QldPlyve205ECAUIyNxGiCqG60sijDcaSakiCxvdQN7IuE9MmMLjGYJT6SAJDFkPd/jiGLMIgqSBrFwpnOZRloYyowqj6o+iQ3AGNJRdWTyTS60LlKGXq9un0XDuUN49/iPl60eRvEbiyE05/Jxt/7XwbrVJDm0ptAKhqqopWpaXMVcaGrA3subYHs/sOvtDYCmDjc/K9dZT+4/1vhvmq3EbJRbmANkiQ28gdCy6xsbHUq1cPAKPRSEpKCgUFBWzZsoUBAwYAMGDAADZv3gxQsV2SJNLS0rBYLBQWFrJr1y7atGlDeHg4YWFhtGnThp07d1JYWIjNZiMtLQ1JkhgwYABbtmz5RVt/38efCkcJzO8A30+GL++5YbL1G4SEGiit1pbciEaUB3SYtr9JssdBYvElYgJA5kbUH7Yh5MgXCLUOTq0AEUDaO5faxiQ86hDE0MUweh2+jk9xxZxDnNdDJVQY/D4UH7aBzwbBiW+ICECcIZ6Fp5agUevJSWrKhW7PYUufiOR3ITUcBt1fgYtb4dS3KNZMQ3F2DZq8YyjWP4nwufD4vZgCAYzqUCamTcSuUFBWtQ3uPrPRGRMwHf8a0X8uAolA/cF4rtseA7IuWMvxsONN3G5rRTX/lqs78Pzm1YFiRzG2sCTZshigWntCtSamNZ3GuoHr+KTnJ0Tro1l1YRWPbX+McZvHcabkzG25jb/C64LN17Pbvp8sZ7v9K9gKYUlfuY0FncBRdHvPM8ifnn/LmsvVq1c5c+YMjRo1oqSkhNhYedE0JiaGkpISAAoKCoiPv5FWGR8fT0FBwa+2x8XF/eb2v+0P3LSPPxVCVHjJ4/PIQot/RyAgKLV78Ek2Lpe4GPnJMab+UERx06mg1MDxr1G4zLDrHXCVo9rxF3xKPSKphdxA4/tRuMrx+RyYNXqKEbgVSvq7PCQs6EbEivFguXaj78LTSBo9QgR4vtEE1NvfJHn5OGKKLuBJ7Qhuu5yRtXw05B+HwPXjUjvDiocgti7Kba+j/6AFqi/vZVhSJzx+Dy/tfYmOyzuz9MK3uA/Oh/IcpKsHcYXG8ejhN1l6eumNNZHwylCjB3id6PNPMqLmMCJ1kUxvMoUQ1W9nf625tIa3Ly6neNxWHBP2QmoXAgGB0eMlUSiIFrKuV9voRsxsPI1qYdVw+py3607+Eq8DtD+T6L+eVfdPI4TcFoDPJf8cJMht5I5ni9ntdiZPnszTTz+N0fjLjBpJkpButoB6m/h39PFfiT4CxmyTZUj8bvmNHeSiu5KLlIWEYVNqKLSAQR/g4x0lZBbayCy0caVjNaLL9sCFzVB3AKJGD6TMDYhavfEpdSiHfoJkyYWLW5Hmd8Tw4EZcIZFkGaMJ89oJPblC7iv3MESmyCMFSy60noIoy8GkEGi1YSj0kTDwQ8KUGryBgJyJdfcyyD8Bje8HrxNhKwJDDJI2FKJrwK7ZctvmbEolwVXbNZ5t9Swz985ke84O+rV7jVK3Fa0uguUXV5FZlsnmK5vpVqUb4bpw0F//M+BDwvcvYHyjoYyq/wAGXTgh6pDfvJTN4pvxY86PDN/xGG90eIM0nQlXeQG67x5AcWU3ou10pGajSd0xh+q2fHr0fQ+P6Q7Vn4gA1BsgX4uwRDD8i7bIhmgY8T0cXizX94RE/MNDggT5Z7ijwcXr9TJ58mT69u1L9+6yOVNUVBSFhYXExsZSWFhIZKSsmRQXF0d+fn7Fsfn5+cTFxREXF8eBAwcqthcUFNCiRYub7n+rPv5UaELAGA0ftgZnGTR7QC4WzD+O5dpPvCdKsQbcjKg7ggRjFXrWVfLDyXyMWhWVDAGEsTmSUgMbnoYH1iN6vcFli8Dn8WC3nqHxBrmtv71Fn7ZeYdyOx+ia3JlZXZ5DsfwBRHQdAk4vUuUOKNzFBHQmFCo9TlsuWm0YxNWTq+IlCdXItfiTW+IKeDAktYCv7gN7IdKAD3FqQ9GO343PXoS6+0ykrTMpG/IxT+15ngP5B0gKTWJOxzlISLxzdC7rLq+jUUwjZjd/irsM1VhpPoP+70cl4ZWhx0xCgX9k1VVXHc4n0e2haRvQmhDmXPxuF4oruwGQsnZAQiOk098BoN/5Dvr+H9zmG3odQ7QcYISQa3Juljr9j1AoIaYm9Hj19p7f/xjlDg+ZhTYCAUGt+FDCQzS3tX2310+Zw0NAQLheTYj2f6c65I5NiwkheOaZZ0hJSWH06NEV2zt37sx338n/Cb/77ju6dOnyi+1CCI4ePUpoaCixsbG0bduWXbt2YTabMZvN7Nq1i7Zt2xIbG4vRaOTo0aMIIX6zrb/v40+DvRhRdgUR8MkPEYBrh8DjBGsB7phaXLHn0S+1H+M3jcdrvkIn+zp2TajNlkeaEW45j00ViX/ST/jHbqNUreWaUkGhJJFjzeGbqz/iuftzxIAP4d7leHKPsPTiSlx+F2uy1nFWG4JrxAbslcdxcfD9FK46jLdaT9wBPxaFgplnlvDGqYWIYtn/BSHw5x/n2WNzef/8l5R7LJCzD0ovwdaZbMnayPifZpFviuVwVGXE8K/wRFbjbOlZAK5ar2JQG9CpdGzN3grAsaJj+N1WIj+/i1FVM4hGjd9yDYflGmWust9/LW1FKJYNQ7F2OooFnVCYs1G815AQtQJv3YGg1CAaDJNFK+Mbwsjvoe20G6KadwJjLFRJl2VqgkrId5SDWWUM/Wgvw+bvY/eFm69b/qtkldjp8OY22r3xI6fybp5Q8kfkjv1mHjp0iFWrVlGzZk369+8PwPTp0xk7dixTp05l+fLlVKpUiTlz5gDQoUMHtm/fTrdu3dDr9bz6qvxGFR4ezoQJExgyZAgAEydOJDw8HIAXXniBp556CpfLRfv27Wnfvj3ATfv4U+AoRayZhnRmNaJyOmL4V0gbnoauL4E2FJHaEUPJRV5r8wpC+Pm0y0dIRecxbXkCE0DtPli7vYlbK/HOsSXEhsTi8DlYfGoxVU1V+ajrfKINw+i1cTQ9qnRlsqkt3pAI7nLVxu61o1PpiDDE02b2MbaOaYhx0Xs4dEr+cvQ1nqt5D+Env2VcjcFctuRA1UaQewgUKvy1erFl3V04fU5G1blfLlgsvYSt8X1szt9NZnkmOklFbVMVhDkPA/CXdq/z0fF59Evtx+mS0xwvOs7kxpNZdHIR/av2Qp93HAClpCBwYB7K7a+jqZVBdpsJKGLrE6b9PXpcgRtrEwHv9b99iMvb8XZ/A6nHaygUSqTiczD8C/i4J5hz5KSE5mOCVfx/cAqtrorPeWbXLfb81/gpqwy3T15b3Hq2kOZV/3dmWe5YcGnWrBnnzp37ze/+VvPycyRJ4oUXXviNvWHIkCEVweXnNGjQgDVr1vxqe0RExG/28afA70U6/wMAUvZebJoYdH3eRwqNpcQtgTDgDa/EsLV34fA6+LjjeyRWTpf9QMw5iLZTUSu8XHGUYNQY6VG1B1N+nAJAliWLgPBj91jxCz+fnl2Gy++ldmRtBia2o1V4cwiJwusTuH2CCwE3Dx0ahzfgJS4kDn9CHoofZ5Ea8g6mpMZIX4+Uq+JFAIfXQfXw6qSGpaI250DP1wmEJXMt4MBbvItPO8whxu9Dclkxx9SgxGvFpAnj0WaPUjW0KltythCqDaVXtV70SumFzu/DuPev0Pdd8DpQ7P0AhEB1dg2mdlPw+r2/73oaYuG+b+HgJ4javZEubYNqHbBUaYnOYET1t3Wa0FgoOisHFpAz6tLuCQaXPzg96sVztcyJ1x9gYOPbL0zatU4c3x66itsX4N6WlW97+/9JgmPq/zU0IQS6vYJi19s4G9xLllWAyY/OpmToRzuok2Di3k5FFXUYq7I3Ub/hBOj3PmhNcHAR5np9GbllPJ6AB4/fw9QmU3ll/ysMTh1Ios9L4rXTrGr3Dpd9VhqYqiG57UgHFiJdl9vX3LeCzY80p9jl4r2O77I2ax3j6o4iKnML1M5ArQ4hSkiI9IlI217F33A4IdpQlib2RTJE4zKlkqkuIVqhILUoh7f0ddB63Ejzm1A29BOW5m7hdOlZpjSZQi11DGpbAYPj2+BU67D5XYTpItH6zbKC8fGvwJqPaP4A0q45+Kt3RaEOQf/zh77LIgtTKpSy5P7PvVgCfjkjK30SNrWOK3goT6pHii6MyL9PAAiJlh08rx28PlI03em7HeQOE2XU8lj3WgAoFLc/MSg+TMeiUc0ICGQr7f8hgsHlfw2FCl/9u1DWykClUBCjAKUyli/25lPm8HIsp5w3YppQObQyVo+Vu2sPR5WzD3d8A6zCi06lAQEKSUHfKt15sEpvjCExLOv1KdEBUCzqDpZrhOkjaHTft0jHvkDUGwQxtStOwSsCaHVeamnViHIdrYhB5Q9A9n6o3hUpqjq6+R0RU46RW6khoWFJ6A8sQrX9LwBoR6zFqUthQ9EO+lXpiJp0Aj8tRKHUUhASxsL9HwMgELwdmoZ2/VNQfwj6JiPwRlSmSBSRZEyE9IlykWBqV6TIqgSaj8UnSZj0f5cZlr0Hlg2T06/H7/zFvwV7IXzQEtwWQnu9QWraPXgRmH4rcBiiof/7cgGrPuLXsvxB/pDciaDycyIN/1tB5W8EtcX+l7AXw+YX0ZRdRLHxadSLM4gsy8HqsdC/aRSP96zK472TMUgaPu0wh/md3+fbzBWUVW3DdvM57t06kQ91EmpnOd/0+pTnqg8jdmE3Qt5thLE0S+7Dd33e2edG0hjBVoi07XWIrk5g7HacA+eRYwjn1YN/wVV+CUkdgrfOEPhuglzhvmaaPFXU5XlQqAjRR6FT6lB6b9SFqJzFxCsDlLnKUOujUKsNeBsMhlYTCQ+rjFYp/2esG1Eb7d+SArL3INmL8JZeYMaOGRS7SuQ06G4vyVlpfi8KhRKtMf7XKceZ14ts/R7IPXZju9sur7e0eEh2nszcgF5wI7AEAv/X3nmHR1Vtffg909I7SYAQqii9KTUUDQSEEGoQsVBsqAgilmu5il7rZxcRBAsiKAoKqHQhtAChSK8CUkJJQkJ6mbq/PxYEEOQiBsHc/T5PHiZnzsw5ezKcdVb7LWlqPBufEDBZxcBoNNc4xQ43WQV2HK6yV2jQnss/ELfHTbGrGB+LD2aTGZzFEtZxFFEYXBVvLz/MkfXB5os16RXWN+1JqiOXu5v2o6jwBEG7Z2PaOJmgto8xqHYiJa5iXl//JpnFmXz56zf0r3cHOEvwOrgaMMjt8h/s/uG4rT4EDp4Lm76ChomYMCBzL7R5BOOnR6F6O7Ka9Ofbg3PILMlG+YRgNVkp9NiwBVXFfOyUTL3ZBvV6gWEhKPcguN0Yze8T6XvfMKhwHcE26H19b6w5h8FRjMk3BI9vKKFrxjMn4XtOOvKpaA7CkjtVPI32T8KeeRhthpFelI7b42Zv9l4ifCIIStsOU3pKmOqBZVKGfDYxI+D4JvAKglo3y7aiLFj1gQwSi3sZGt0uM1S8TvVqleTCnvmwey7EPgcVbgDDoCj3MNmOfJzKQ6g7ksDLLRXWaK4wuUUOvt1whNmbjvJklxtoXSsMb6u5zN5fey7/BIqy4deFsHUG9sIs1qat5fHlj5N8LJniwkxY8h/44WGU8rC72k0YzmI4tArCrsN589PsyP2NL3ZOxm2yUM27AqZ5T0DaNsyzH6KoKIMtmdtpf0onq1ZwLbLteTy5+gVU/V7k9vqInVENSXUVsC/vAKsdmTzhVcSrB2bhsvlC4wEymvj4Fow1Y6lk8sbldvFazKsUGAp7xk6C1r2P6dbXUHd9L8rCi56DH4eDx4Gx/G05309icftXxV7hFrKTtmI4LVQoLoAt34C7BK+SHEwL/oUt5WMqftSGAJcdVZQGTe5E3TkDT9h1ONo/yaLMLczs8D6h22YSUpjN+uNrUJumgtspBuPoRgBcHhfphensytpFrk8QDPgWEj8TZWSA4lwxLse3wIJ/SWOnV9AZ1WSXHRaPhl0/wozBUHgCnCUcLkyj2/w7SJh/Bynp66/Cl0WjuTQKHG5em7eLncfzGDV9M3nFl1jkcolo4/JPIG0LfH0bzH6QPFchjyx5hNXHVjMyaST5Hgc0HoCKGYXz5H68ncWYZg2FAysg6RWUXzizDswlpnIMG09sxmEyQUQ9ANxRN3GkKI2J2z7hkXpDmBc/nQkdx7H2+Fqea/UcBT4hFFePYc6BeQxeMJiJWydSJSCanw/9zHf7Z5NrMuGo0R5PtTaiAND+SUxWb/7deBgOZz7BmPAyWzEa98fIP44RUR+m9JahXNXbgWGGmOFQlAltR+IJqs9v3XuS9tLLpI1+CWPbXDwN+sKCZ2SM76lciDuqGXty9lNkeDA8xRj5x3GYvZh4ZAkJVW4mYGoi1gVPU2FqP+r5RKJaPXjKI7oeoluAUuQ78un1Qy9um3MbH/zyAYU2HwlpncbmK/0kIDPqi7LEsLidkLELNk6B276E6u3h1v+T4gF7HoeK0vGckrvZnLn9sv7cufZcjhYcLZ2iqdFcCWxmE9XDJER8U7VQrJayNQc6LPZP4HRcv/UwPIZBdEA0v+X+RiX/SphP7IIpfaHPJ5irtqU2bjwR9TFl7gXfUEw2f77t/g12l4PU/FRyPU7C75yBKskjx2zi+y1jebfDO2zI2sH6jF8YVHcQP+3/CZOrmDo1Q7FbLSw4sACANcfXYBgG4T7hDKo3ELvHwdHikxTdcAuNW9yH9665GJO6YrQaRnS9XhiLX4TWD8OUXtIbcl8S3LcYw+qLKsrC2L8Yfhwha+s9EWw+pXpinhI7VGuHw2zD1vcTTI4iPImfUaI8HHBk88Ov03nRux+GVwik74IKtUlJSyGuQiNuOJ3vcDsI9QrB7V8R00Or4dQ8GtZOJDCsJnfU7MHEPV+zK3sXDrejdPolICXID6wQKX+3U5L1fhUg/zh82lGMSWAUDJkPc5+AfYugeltu6fMJ3WvEk+vIY1D9wX/6T13sLObrXV8zbss4ovyjmNJ1CuG+4ZfxpdFoLk54gBczHmxNfomLIB8rIWWsPqCNyz+B6OaQMAYi6mK2+DC241hS81KpHRBN2OSeoBTGrp8w56djDopCtX0M1ekllHLhNgwqeoWRacqjZnBNCg1F8KavsTVKxH/NR7wa3pBcw+Cp5GcAOJh3iNdiXqLWvpV4T2yPq8cHPNhoKJ/vmMT9De4lQJkYGzuGpNRlLDicRLb9JF/smMzcTp9SdclLcr6LnsOo0w0jNQXqxounVDcBY9nr0v8RUgNjyHwZSnYK5SzEGeBP1KcTKFy/gdABt3PIdAI/Lx/CfMIx/TIJ0/wncd/yLOGNb2d0i6cJdXtg4bM4g6tSXKMN99QfQq7FCzqwICsAACAASURBVDVkPmz5GlW/L1b/SpitXpBXCJ/Eigdz53TMHjcPR9Rld8ERHrvpMYK9pDEXl128FEeBlBZH1L3438Zkhv2nCgIOJmPD4N+tn0cpdVnTKYvcRSw+LO93tOAoha5CwtHGRXNlCA/wJvy/6R9dJjos9k/ANwzq94agKMIKTxLmdFDXK5xwZchzgVFw0z2o3FQ4+RtGQRrG9LsxfXgjtqRX8PK4eXz549w+93am/Tqd3Lq3wq6f8MrYSdChFGwmCxZD7jOCbcFEeUfgu/xNKM7Gf/pgBlSP58eE7wix+rM7cxsWj4fPt39O4/BG9LuuL1UDqpLjLJRZLAA1b5GkfYd/QXA1qN0J1w1dpeQXIPsA5B1FNbkL1WIoqvVw1A3d8TJ7CKhTiUoDOuO0lTDp1xl8teNLch25cP2tUKkJAdtnYi0+yc60DRjT+sPuOVhTxuEqzub60BtoHNEEI/wGjE4vURRWk5POPIqdxbB/qRiCPhNh0b9hxduYirN5r/VL1AqqdUbctCADPmwGY5vDpinitZzzt6gA9y2BjqNh8FzwCpZu/IBKEPs8WH3xs/pd9tjjQGsgT9z0BJG+kcTXiCfQpntlNP9MtOfyD0AVZmIc2wS7fsLYOBnfGh3w7veFCEe2fxKCq8PJ/VL1NP8puK4TnJB5Isav8zHf/HTp/PplqcsYfH1/qNpawm1BUQSt+4zvuk5hb+4hbqrYHD/lgboJsGUaqkpzfO15fHp4Hp/t+AKAKV2nMK/3fKauPkGbKgaTOk1EKTeuxM8wO4owLN4YSa9CUBXw8seVtp11UQ1omfAB5sUvQe3OqJI8jL0/g7NQynzdDkwft5EqrFv/D7+6Pfi3tQpeR9bjqp1LkeGHLeEjLAXHMDuKcSiFq1obLBm7wD8Su9mCzWQjz5GHq8SFxWThg40fsPzIcp5q/hSd6nbDJ2MnbJsuVV6AUaU5tvp9JBnvEyo6XXnHpPoO4NBqkXA5u1/FbJWQWdXWoNxSQdZskCgL2/zOlcO/DKxmK80im/FN/DfYzLYL99NoNP8AtHG5xskqzMDLWYy/YaaoTjz2do9zzJnDN5ve47baidQrKsBsz4PIBhjKBJ1eQuUchqHJGPOeoLhhIg6zjV7X9WLNsTUMazIML7M3Ho8bU4O+MKEtPs5iap34lZq3vkFecRZfHP6ZwR3/ja3DUxgnfsWzYRIloWcuck63k34f7SA1uxh7q4q0qBzBsaJ07t88hlFNHqHR0vGw49Q46v5TcUTU4evffmStfzRDb/sSm8kKJiuWb++QC3nlplC3uxgWgP1LoHZnvOb/CwBLQQbu7h9h+aQdeNwEegfR/sFkVFhDPC0fxGHxIdjjwqU8xP/YlzxHHrN6zuKH/T8A8MHGD2gVPw2fjs/DviRYO0GS81E3QvI7sHeh5HwqNhIZ+zumw5H10OQuMRhnU5IP85+E7d/L8LBHt8prvC7PU7kQXmYvvHzLZ2Od5n8HHRa7hnF5XJiKs/Fb+ho5odWYmLedA44s7vn5AbZkbCHY5cS0Z54kmL+7B1xF8FU/jCm9Mb6+jYKEdxlTcpBMp5sB1w/kzfZv0SKyBf6YMEKqokwmVHQr8A2Fto9hfNyWoI/bc1vQDRx1FUtyfdV7mGvdzP31BvFo0xG8EvMK1QKqYbOYaRIdzKP1CrHsXURVl5sJrV5kV85+VGhNWYBhQoXVxsc7jFHNHiXlxEb+s30Cud7+ZLq8yU2cjqPNKNz9vgTvYKjTXXIcbYbLyOVTHoMKPDUF8nTPSFA0tqzfsB5changBN4HV+L/zR347/qJIbVFg67QUUidUKkuu7X6rXhbvKUa7LpYGLYehm8C32BIGSdjfhc8DVn78KybTFGOPxlb/HAUX6DDXrnE0wEpEHDrZkmN5kJoz+UaxuTxELRxKsaWb8i/5V98tuMLmkbeRJWAKoxr/hyRBVminQVwZJ1cjPOOyu/5x8ix5xEZVB0vi6IwP4SaFaIJNjsha6/oadl8If4dlMmCcXClVEYBgbvnY+vwLwzlhoSxqLXjCfvuXu67vgs5HZ/H6S7hm3tvBBR+mevgYDLMHYWtxf3Etx2JqnIL1IxF+YbiLsnBGhBJjV+XMD6yI7aibDxOE8/M+43UbKgaGs+Qk360DHdBpxfB7cBtmCl0lxDwUArqxG6o3ARl9sN5zxLI/BVzSDSmqX0g97B4Dl8mgMeNZe4T9HhoBTMP/0yALYCPO32M3W3H17AQYC8Ek00MzOmS4/w0KTcuyIDru8D2mbiv68uhhNvA5aJg2XKqfv4ZlrCzBnL5hECvcbD8LSmn9ik/KrYaTVmiPZdrEY8MgzIVncQIqQ6At9mLSN9Ixmwaw8RO4wndt1T6RdoMl9BNw9vAZMVx+zS4oRvF/afgsvkTaAtk86ElNCpYRfDOr1COAlRglORrZg2F/OMYygPRLWW6oX8kpub343dkI5w8BPlHMdK2iAzKjlmYinOwOosIyttJeMYaCK0lFWCAseFzLB43mZ4AtjgqoWx+WHxCJGRXuSmhK97Bf+t0fGw2WtcKY9fxfFbuzaRysDfGV71hyzTYNZcsXLhMJnAUYbL5Ydo8De95w7EWZWCuVA9+eFhmmQxZiDIMOD12uVJjQpWJL2M/olpgNcJ8wqiMheCvb4ePWsCxTfLZFudIOM5sg7tmwn2LpQO/TjcwTBgm+W9h2GxnmibPJigaur8PjfrJVEuNRnMe2nO51ig4ITPrfUPh+lsxIurBHd9SweFgWtcvKXIWE+xRmKu3gy/iocUDqAdXYWDCjkFRpYb80Kgrm9JW0D+kMiuPruTZG+6C/cuhYT8oSMdI3wHbvxM5+p8elfHCca9Az3EQWBnjt+VyAQe4L0nKoBc8jSe6Fd4+IdicdlRwFdi3B1WxITS6DWPrdBzNBlHgcRBuLSRi1cMSPuo5TrS7WjwgY3VNFqxr3qfbjaO4+fpwbFYTgYeWQvoO8A7G02ci/hYbvmYvSNsluYylr8i5uOzQ9jGOdX+TSmZfzJ91lvHHg+ZIeMpsw+JxU8G7wpkhadkHZVBahdriZaRvl+maUTfCjUPg47ayX/MHoGYHzJtnUP2LcRRt3UXArd2x/NEUU5O+L9NoLoY2LtcSxbmweozkAUDKW2t0gB3rUR4PoZH1Cd88HdX0Tsg9CvcuAps/HosX5umD8Or7KV5pe+hUuR2x1eIwKXjhhrsJObYFGt2GcrvkYluSC60fEYHFrH1yrE2ToW4PKdk9vhlaDoW6PVDegRjrJkL39zAV52BTHpjzKNj8UT0/5Jg9lwodR2Nv/zh5HgeBOakYucfgcIq87y+ToH4fmP2gJOq9g+C+JYTbU9lrUfg43fgenA+VGuO59Q3WFaTSKKIxWH3FmyrOknyLxyVlzSE18S05iafwJGalIOcwrPsEurxy4c80uKpUrbV9TFQLds6Ggyvlp2GiVKoVnoCK9SE4GtOe2Xin/YL3ra9DxYpX/E+u0ZRX9O3XtUJ+uvSBNOoPbUeJnIpPMGQfguiWOKObSy9G/d4yP/27wTDxZph4M4Y9X3Iua8ZCpSaEHFxDaH4WASZvQjwe2DMXxsgwMJwFYlAqN4XgaCmh9Y+A9k+hzGZIegVuuk8qpyYnYHx3D9x0LxSdlP3WToDUtRj7l2DsnkeYycq4vdPxtgURvXsRQdOHiMyKzV9CSrViReYl55CsM6wWGAaGXyh2p503tn/C4jo3k9tvEmOPLmHEskfJd+TLvn5hEFgFhq2Du3+A1sMwZe8ndGoiltUfwO1fSQ6k6Z1//LkGVIT7k0SmpShLFJLhjEjm0JUwYjPU6wkhNSXZn/i5yMRoNJrLRnsu1woel5Tv7vxBmg8fWiN372YLHErBK7AyLH8TNk3BuGuW6Gyd2I2q2gaVcwTq90HV7w0pH0HTu8Dig9njgF8XwN6fATCOb4W9C+QO3uNExb6AEXWTeCinZOhV62GS3N82A9o9Dg0SxdP5/l5oMwJqx8H6T8SbqNgQ720zGNFsIJblb0DlZrKWDZPgwVUo5QGTFcNkQOIk+HW+XOQXPgcNEqlbtTXPNH8KDzBx51d8uetLWlduXarNhccjRQebv5aGxhYPwL7FkJuKkZsKNz8ND6+VxsbfoxTkHoHUFOlJCY6GxreLjlnjAWfkXMy/k7woyYZFbwIm6Dn2jL6YRqP5U1wx4/LMM8+wbNkywsLCSkcR5+Tk8Nhjj3H06FGioqJ4//33CQoKQinFq6++yvLly/H29uaNN96gfn25w5w1axbjx48H4KGHHqJ3794AbN++nWeeeYaSkhI6dOjAc889h2EYf3iMax7lPlP59esiKcvd8BncOBgOJUOVG6X3AmDTlxTePpPC/BzS7F4Eh0QQHVcbY+xNkpfY/j0M/AEy90DtznBijxiD+j1g2atyOP+KOMy+5Ed3IUjlYbGfxHi/kYSPbkqEig3FkxrXUsJT8e+IeOZjO2DEqQR/8vsYu+dgqdgQ2o6UaqzoFqjCEyizlbWZWwnzj6JW2i7MYddJzufzWyXvs3ch1hFbiJz/b8g9wvDe4xlaux+7SzIIUUDKx3L+7Z+EpndLMr5yU7B4w+E14pH4R0BA5IU/z8IM+DRWKsECo0RqP7CyGMrFL4nH0/UNMTCn8XhgxdulxphDq8RT1Gg0f5orFhbr06cPn3766TnbJk6cSOvWrVm0aBGtW7dm4sSJAKxYsYKDBw+yaNEiXn75ZV588UVAjNHYsWOZPn06M2bMYOzYseTmSqPdiy++yMsvv8yiRYs4ePAgK1asuOgxrnmsPpJfiWwAt74GP40Ae56M2W33uOQuOr8CFRvhqdeb0UknaPHxQXpM2sPejAIJQZlO9WVYvEQq3j8S5j8N4TfIXX7+CdSd32PvPwXnTYOxZe7E41cBc4VaGDtmi4Fb+TbqULJUlG2aKu+XulYS6/V6AQYYBipzL7R6EPp9cUpl2SS5i/FtMCYn4Fg/gfnHVjJq9bNk44bPO4uXcKr6Dd8KYvDStsGtr+M953ECZw2liU9FbDmHReZ+w+eon1+AHTNRnUbLOjwuuGeBKBIbF5n0qBTYT4XX7Hnye0nOqdzPYtg+Q6rGzsZkEs/s9Gd4OoSm0Wj+NFfMuDRv3vw8j2HJkiX06tULgF69erF48eJzthuGQZMmTcjLyyMjI4Pk5GRiYmIIDg4mKCiImJgYVq5cSUZGBgUFBTRp0gTDMOjVqxdLliy56DGuaZx2sAVIrP+O6bDkJbk73/C5NO0dWAHJ78Gaj6DjC5iqt+PhNpWoHeFPyxqhtK1sxlgzHgb9JIOten8MK96U5H3fT6DZIJRXIJ6gKHKDq+Os1BRL0UmMg8mEG7mY0ragbhwskxujboQqLVAmG6rVw2K0qreVZHrH5+HjGJg2AKNyU5jUFb5KhPWfgvKI2OOpkJZ3zhGCrP7UC62HV80O0o/iAXqNh4Gz4f6lkHVAVIUPrYEDy+FwCrbN0zB5n5G+N/wqiF7awmclD5XykXg/q8eC+SKDjXxCYPA8kWYZPFeq76y+ULenPB9c7cJSLTU6wMhtkocJqnr+8xqN5pL4W3MuWVlZRERIDDs8PJysrCwA0tPTqXhWZU7FihVJT08/b3tkZOQFt5/e/2LHuGbJT4Olr8kdeacXJexTpbmEwPwqgNVfPAOzFX5bKmEyi40a1hNMG1gPc8lJvEoyYNOXYoT6fopKGQ91ElBRzTAy92HMfxJu+wLD7E1QUSZY/TC+vxfV8kEMwyTDxm77Erq/Jw2VJ/dB6gaMZgOludDtlMFY1dtLcj9lnCTHT2twpW8XzyC0lhQj5B7GHfsCvXAQ4hNGgPepct7cozDtTrhjhngyecegdhe45RlZd0BFqB4DgZXwDE2GnMOYbD4w7Xbc7Z7CbJglAV+YKfuePX/l91i8IKqZhNJO96qYrdDyAWgyAMxe54bU7PkSMjNMUqVnvohXpNFo/itXLaFvGMYZJdp/8DH+EkUnZdLixsnye4Xacnddvb00RRaflIucfwQ8skEu8soDjnwMi40K+fug8AQqqjkq8XNMK95GpW3DqNtd+lhSxmNUbgK3TcEoyYEfB8OJ3XKcPp9i7FuCUibye45l3O7JPFlnEObFo2HnbIx7FsLHbSTX8vMLkhzf9h3cs1CaJn1Cof1TcHSDFCAselaGZjUbCMXZmPOPUyuy/rneQWBluPN7Cb8VyM0Ax37B418R04hNkLZdPAqrL0Q2INVSDS/HSXyGrMTbasG8fxk06S+G5VL5/d//7A79szm4Cr65HSw+8NAq8eI0Gs1l87eWIoeFhZGRkQFARkYGoaca1CIjI0lLOzPbIy0tjcjIyPO2p6enX3D76f0vdoxrAmexDJsqSJeelqzfzr2IBVeDiPpg9YLxrSVXkPye6F65XfBFN5gxSF53eI0IKKauxbB6kxNZnx9b3kVxVFMJVW35BmPvIrkbzz8m/Rwn98txTv4GviFwdD24CvD2DaNBYE2WH1+N0ytQjFlJLhRnS16iNE8SJiKNd8+WhHnDRGj5EMwZCXnHoTBLDOWsoWI4TRZJ/OenyXoNQ15vC4D+X0H93ngGfMuRwuOijfZ1P5jQDgpPYDIZVA71w+wdgEpdh9f3g6FGzJX5u3g8sPsn8b6cRXB865U5jkbzP8TfalxiY2OZPXs2ALNnz6Zjx47nbFdKsXnzZgICAoiIiKBt27YkJyeTm5tLbm4uycnJtG3bloiICPz9/dm8eTNKqQu+1++PcU1wZAO830iGVtnzZPJiUJTkBO6eLd5BQKRcmIOrSvhn7XjYORuV/B5c31UMlE+IaIjF/luMRlEmIce20C2qA0VuO56bhohBuPlp2LsId/5xPBYf6DcZarSHxMngcsCe+Rg/jcT260LiD/xCo7AG5LW4B3fiFyISeUM32PqNdNnfPVs64ZPHoNK3i1jmRy1QVh9o9wT0nyoJ8eT3IPNXKUgoyUftXgAT2uNZ9DzuvFOCj74hcENXdrUfyfDdkwi3BZzRRCvJQXlcHMo9xGtrX+GE5xgB9TvB3d9LM+SVwGSScF5EXdELq9b6yhxHo/kf4oqFxUaNGsW6devIzs6mffv2DB8+nAceeICRI0fy3XffUblyZd5//30AOnTowPLly4mLi8PHx4fXXnsNgODgYB5++GESE0XpdtiwYQQHi5bT6NGjS0uR27dvT/v27QH+8BhXHZf9TOK7w78kx5J3FCrUkZLXI+vg4GqRng+MRjW5CyNUGg5RChVRF+O6TtI57xsqlVsftZD38w3ByD2GZcYgwhrdRn7bkRQ0u4tIsy/cNITjARFUVm7YPReqtYE986BiAzmv0JpwYjfG2o+pUK8nKAPWjpOS5Ph3JRdRnCueic0P1W4kauMUTgebjKMbpATZcmoGfdh10qRZoz14nBiLn4eCdEybJmNvPgJz4JmpivkeB7X8q2Db+SP0GCul1/X7UGy2Mfzn+ziQd4CZ+2aysO9CKvqVYb9JSa585ofXyecZWEk+h4E/irflew15uxrNPxRDKaWu9klcC/Tp04eZM2de2YMc3yazQ4qyxCNJnCwjjNdOEGPT+hGZ0hhcjRKTlf25e6ls8sZdfBK/CnXwyT0mBimgouQvxjSRUM49C2VO/akEe/HwDQzf8H+8eeOThGz8CiNzD6rrmxhH1suFNO84qmorOLFHqrE+7wIYUrkVGAXeARIqmvkAHPtFyo1/eAQs3qgB3+LEg3XhcxhmKzS/F77qD4+sF68rP12qxryDwGzDk/QapnXjIaIuhT1n4Fu5SmkerMBZgNtRSOCi0Rjp26FaDLR8iGzfIIYnDWfLiS34WHyY03sOEb5laFxO/iaKBSClx30/k/PVaDR/mj+6duoO/b+LggzI2CnjerdOF6OwfqJ0jK865V15B8LhtVCUhXefT6jjU5G1ufswW2w0cjlEBXnl2+LNPLJB7rQPrRGJlMYDpHS5Vke8rP681+pFfI+sx2j1oOQRTFZprtwzTyq0qrXB+OERiHtRyp9Dqkt+xeojlVuOIpFIyTsG856EO78Dmy+GXzhmjxtnt7ewZu7FWPIy9BhzZlhWQCRwpgpLtX0C540P4PTYMAdEnFNg4W/1l2q4uP9IF354HfAJJsQ7mPdufo/1aetpUKEBIV4XqQq7HEwWqQpTHjm+oVWQNJqyRhuXvwN7ociXrHgbPE4YtgF2/Qg1bj638skvXMb+5h2FrL2Yv72LNvcuhvRtYA48k5c4LdiolCj7epwQM1KaLQ0TpoxdBITfIFVhB1ZAjfYojwtjzzx5/d6F0pzZZjgkvQothkKFG0T36/TkRZuviEHWaCcXfd/Q0sovs8mM2T8CvAKlhNkrQEp/f09hJuZ98zEHV8VauRl4287fB6SAoO3IczaF+4bTrWa3v/Chy/Exmc+vDvMJhfuWiBLz9V3+8mhijUZzPtq4XAkcRaJRpZCu9N0/gaMQ7voOvuoHBnDvQtnX45awltspoZnflkPs8yK7rzxSXRZSQy6Isc/LawIrg71A8jgZ20RwsSRXLtLj20iV1/1LYUpv6UqvFoOp00uo9k9irJuIan4/ym6n0FEbW9fJmCtWwRxwJheCs0TKoJUH6vUGL7/fr1CwesvPH7F1Oix8Rh7f/jXUif+rn+ylk30QZgyWz7TPRFErOI2Xv/TARDX7+85Ho/kfQ8cDrgQn9khV2NQ+cGwjzHkMVr4jCfVBc0/dSZtg9iPwyS1iLPwrypyR0JriwVi8ofl9ULWVCC+W5ILbIQrAOYdFFfn4ZkjbKYbg01gxUKfn0CsP2E89zjsKJjOGUnD71xiN+3Ny5jxSh45gf887KFz9y7nnn31A8jnvN5Scy+VyWoASxMv6u1AKkt8XPbLflsGB5L/v2BqNBtCey5Xh4EpJ0DuLJb5/Gu8QiDqVSD6+FfYtkserP4SYx6Qzv2orwIBu78jF2e2Qiq30rZL4T5wknlG1ttKtrzww+2HxgAyTlARvmyEGLHEy7JwFN90jx64TL4bJtwIm3zPeiMnP99zzP7JevCKAXxdK5dfl0Ph2MZI2P6lS+7swDMlt/TJJwnWVGv59x9ZoNIA2LleGpneJVEtJjuQrBv4oifsaHc7s4x8hHkvesTM5jZYPQtLLkoCvcTMseEq8lh5jxfvxuOCLrjB4gfTIuJ0yKyXqRslZeJzSI9P5FZEw8Y+QOfMr34Umd8DM++XY9XoQGP82lkrRmHx88G74u4tv7c5yXGeRlOr+NwqzRNrfZIbr4mQOC4h8TYv7yuQj/dNUayMaYSaLnnOv0VwFtHEpS4pzJAxz9BcxCFYfMRpBUefv6x8J9y+T8bynK5dApjW2e0IEGp3FsD9J8jXV28p7B0WLYbH6gj0N/CKh25tS3vx+IykD9gk5M+ekUmNY+7E0CNr85flq7bD4eRHYufOF1xFQUQZxKY+E6P4bu3+ScckAfT6V2fJXG+9A+dFoNFcFbVz+Kh6XxPjNVpFEmTFItmfthT6f/PHrDEOmM066FTCkeim8jjQuHtkgIaXFL4rsu5c/dHldDIPNX358gs9t9nO75BwMQ4yLYYhqcJWW8t5mKwxbK535Vh95/cXwPeV92AvEg/EK/OPk/dn5lLPzLBqN5n8WbVz+CoWZInfiLBapFbNXaUc9XkESsroY+5dKrgTgYDJUbgK1bpEwl1IygthkEcPwRTepAgMYuf184+BXAR5YAR7HqaT+qX4SqxdYL3MWfFG2eD3bpkPH0XB9Z/GYfk/dHuJ9mSxwXafLO5ZGoylXaOPyV9i7UObWg4S5YkZICXDGbrnIGgYcWi0luTcOEr2uwMpnlHqb3invYbJAgz6yzeINFrsM+8raB3USpAGybg8RhYxqduGeEpMZLDaY2FnKl2veIvNh/oqUiaMAlr8hj+eMhIdTLmxc/MJkfRqNRnMKbVz+CoFnCSmGVpdwU+Wm8gOSrJ+cIKGzfT9Dt7fFkJyeIxJURbrjMc4kwUEELCcnyOO0bXDrG9BpNLR/QozPH8119zjFsICoAbidf219Fi8J1Z3YLcbqQkZNo9FoLoA2Ln+FSo1h6ApwlUBY7fOfN4xTifc8aeY7Xd57NmfPcD/N6VAZyGsUkgPxDTt/37PxCoSEMVKKfMtzf12A0T8CBv0oBQVegRcfzqXRaDRnoY3LX8En+OKJcd9wMT6H1kCVG8XQ/JHXcTbBVaVf5cQeGb5lvUSPwTtINMbq9RRJE9N/yflcCmd3tms0Gs0loo3LlcRsgdAa8vNn8AmGugny82ex2ORHo9ForiJa/uVaxmUH11/Mm2g0Gs1VQBuXa5X8dGlMXDxaSp5BZqxk/go/jZTSZUfR1T1HjUaj+QN0WOxaZfUY2DJNHkc3h/q9oegETO0r+mCbpsCjW0UaX6PRaK4xyq3nsmLFCrp06UJcXBwTJ0682qfz56lw/ZnHQdHyr2E+MzHR6quHXGk0mmuWcum5uN1u/vOf/zBp0iQiIyNJTEwkNjaW66677mqf2qVTNwEiG4iicGBl2eZXAe6YISGxKjdemu6XRqPRXAXKpXHZunUr1apVIzpa7vjj4+NZsmTJP8u4+IZeuE8lsNK1IQyp0Wg0F6FcxlXS09OpWPGMnlZkZCTp6elX8Yw0Go3mf4tyaVw0Go1Gc3Upl8YlMjKStLS00t/T09OJjNSd5hqNRvN3US6NS8OGDTl48CCpqak4HA7mzp1LbGzs1T4tjUaj+Z+hXCb0LRYLL7zwAvfddx9ut5u+fftSu/YFhCU1Go1Gc0Uol8YFoEOHDnTo0OG/76jRaDSaMqdchsU0Go1Gc3Upt57Ln+Xo0aP06dPnap+GRqPR/KM4evToBbcbSin1N5+LRqPRaMo5Oiym0Wg0mjJHGxeNRqPRlDnauGg0Go2mzNHGRaPRaDRljjYuGo1GoylztHHRaDQaTZmjjcs/jGeeeYbWrVvTvXv3Q0MK/AAACTBJREFU0m05OTkMGTKEzp07M2TIEHJzcwFQSvHKK68QFxdHQkICO3bsKH3NrFmz6Ny5M507d2bWrFl/+zouxvHjx7n77rvp1q0b8fHxTJ48GShf67Tb7SQmJtKjRw/i4+MZM2YMAKmpqfTr14+4uDhGjhyJw+EAwOFwMHLkSOLi4ujXrx9Hjhwpfa8JEyYQFxdHly5dWLly5VVZz8Vwu9306tWLoUOHAuVzjbGxsSQkJNCzZ8/Sfrny9H29LJTmH8W6devU9u3bVXx8fOm2//u//1MTJkxQSik1YcIE9eabbyqllFq2bJm69957lcfjUZs2bVKJiYlKKaWys7NVbGysys7OVjk5OSo2Nlbl5OT8/Yv5A9LT09X27duVUkrl5+erzp07q71795ardXo8HlVQUKCUUsrhcKjExES1adMmNWLECDVnzhyllFLPP/+8+uqrr5RSSk2dOlU9//zzSiml5syZox599FGllFJ79+5VCQkJym63q8OHD6uOHTsql8t1FVb0x3z++edq1KhR6oEHHlBKqXK5xltuuUVlZWWds608fV8vB+25/MNo3rw5QUFB52xbsmQJvXr1AqBXr14sXrz4nO2GYdCkSRPy8vLIyMggOTmZmJgYgoODCQoKIiYm5pq6G4yIiKB+/foA+Pv7U7NmTdLT08vVOg3DwM/PDwCXy4XL5cIwDFJSUujSpQsAvXv3ZsmSJQAkJSXRu3dvALp06cKaNWtQSrFkyRLi4+Ox2WxER0dTrVo1tm7denUWdQHS0tJYtmwZiYmJgNy1l7c1/hHl6ft6OWjjUg7IysoiIiICgPDwcLKysoDzJ3JWrFiR9PT0f9SkziNHjrBr1y4aN25c7tbpdrvp2bMnbdq0oU2bNkRHRxMYGIjFIqpMp9cBssZKlSoBovodEBBAdnb2Nb/G1157jSeffBKTSS412dnZ5W6Np7n33nvp06cP3377LVC+/19eClpbrJxhGAaGYVzt0ygTCgsLGTFiBM8++yz+/v7nPFce1mk2m/nhhx/Iy8tj2LBh/Pbbb1f7lMqUpUuXEhoaSoMGDVi7du3VPp0ryrRp04iMjCQrK4shQ4ZQs2bNc54vD9/XP4v2XMoBYWFhZGRkAJCRkUFoaChw/kTOtLQ0IiMj/xGTOp1OJyNGjCAhIYHOnTsD5XOdAIGBgbRs2ZLNmzeTl5eHy+UCzqwDZI3Hjx8HJIyWn59PSEjINb3GjRs3kpSURGxsLKNGjSIlJYVXX321XK3xNKfPJywsjLi4OLZu3Vpuv6+XijYu5YDY2Fhmz54NwOzZs+nYseM525VSbN68mYCAACIiImjbti3Jycnk5uaSm5tLcnIybdu2vZpLOAelFM899xw1a9ZkyJAhpdvL0zpPnjxJXl4eACUlJaxevZpatWrRsmVLFi5cCEjl0OkJqrGxsaXVQwsXLqRVq1YYhkFsbCxz587F4XCQmprKwYMHadSo0dVZ1O94/PHHWbFiBUlJSbz77ru0atWKd955p1ytEaCoqIiCgoLSx6tWraJ27drl6vt6WVzFYgLNZfDYY4+pmJgYVa9ePdWuXTs1ffp0dfLkSTVw4EAVFxenBg0apLKzs5VSUpH04osvqo4dO6ru3burrVu3lr7PjBkzVKdOnVSnTp3Ud999d7WWc0HWr1+vrr/+etW9e3fVo0cP1aNHD7Vs2bJytc5du3apnj17qu7du6v4+Hj14YcfKqWUOnz4sOrbt6/q1KmTGj58uLLb7UoppUpKStTw4cNVp06dVN++fdXhw4dL32vcuHGqY8eOqnPnzmrZsmVXZT3/jZSUlNJqsfK2xsOHD6uEhASVkJCgunXrpsaNG6eUUuXq+3o5aMl9jUaj0ZQ5Oiym0Wg0mjJHGxeNRqPRlDnauGg0Go2mzNHGRaPRaDRljjYuGo1GoylztHHRaC6TzMxMHn/8cTp27EifPn3o378/P//88yW9tmnTpudtmzZtWmlfxKXicrlo1aoVb7/99p96nUZzpdHyLxrNZaCUYtiwYfTq1Yt33nkHgKNHj5KUlHTevi6Xq1RL62IMGDDgT5/HqlWrqF69OgsWLODxxx+/oMSI2+3GbDb/6ffWaP4K2nPRaC6DlJQUrFbrOQYhKiqKu+++G4CZM2fy4IMPMnDgQAYPHnxJ7/nhhx/y2WefsX///lIVYRDxzoSEhAu+Zu7cuQwcOJBKlSqxadOm0u2xsbG89dZb9O7dmwULFpCcnEz//v3p3bs3I0aMoLCwEICxY8fSt29funfvzvPPP49ue9OUFdq4aDSXwd69e6lXr95F99m5cydjxoxh6tSpf+q9a9WqhdPpJDU1FYB58+bRtWvX8/az2+2sXr2a2NhYunfvzty5c895Pjg4mFmzZtG6dWvGjx/PpEmTmDVrFg0aNGDSpEkA3HXXXXz//ffMmTOHkpISli5d+qfOVaP5I7Rx0WjKgJdeeokePXrQt2/f0m2nZ3NcDl27dmX+/PkAzJ8/n27dup23z9KlS2nZsiXe3t507tyZxYsX43a7S58//ZotW7awb98+BgwYQM+ePZk9ezbHjh0DYO3atfTr14+EhARSUlLYt2/fZZ2vRvN7dM5Fo7kMateuzaJFi0p/Hz16NCdPnjwnnOXj43PZ79+tWzceffRR4uLiMAyD6tWrn7fP3Llz+eWXX0qFH3NyckhJSSEmJuac4yuliImJ4d133z3n9Xa7nZdeeonvv/+eSpUq8eGHH2K32y/7nDWas9Gei0ZzGbRq1Qq73c7XX39duq2kpKTM3r9q1aqYTCbGjRt3wZBYQUEBGzZsYNmyZSQlJZGUlMQLL7zAnDlzztu3SZMmbNy4kUOHDgGi3HvgwIFSQxISEkJhYWGpUrFGUxZoz0WjuQwMw+Cjjz7i9ddf59NPPyU0NBQfHx+eeOKJS3p9cXEx7du3L/397NECp+nWrRtvvvlm6Rjgs/n5559p1aoVNputdFvHjh156623cDgc5+wbGhrK66+/zqhRo0qfGzlyJDVq1KBfv350796dChUq0LBhw0s6d43mUtCqyBqNRqMpc3RYTKPRaDRljjYuGo1GoylztHHRaDQaTZmjjYtGo9FoyhxtXDQajUZT5mjjotFoNJoyRxsXjUaj0ZQ5/w8RHgFg4IU+zgAAAABJRU5ErkJggg==\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": 71,
"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": 72,
"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=\"Misc Feature\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 73,
"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": 74,
"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 Matl\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 75,
"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": 76,
"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": 77,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Normal 2396\n",
"Partial 233\n",
"Abnorml 189\n",
"Family 46\n",
"Alloca 22\n",
"AdjLand 12\n",
"Name: Sale Condition, dtype: int64"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Sale Condition\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 78,
"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": 79,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"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": 80,
"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": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEGCAYAAACpXNjrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3hUVfrA8e/UlEmZ9EASejHSEaSDggnNSKhWVlkRC4q9S1GK+3NVLKgLtlURFZCAUjQrIBDpkBCq1EBImfTMTCbT7++PiwMhIQSSAMHzeR4eMyf33nMSk3lz7j3nfRWSJEkIgiAIQh1SXu0BCIIgCNcfEVwEQRCEOieCiyAIglDnRHARBEEQ6pwILoIgCEKdU1/tAVwrevToQVRU1NUehiAIQoOSlZXFtm3bKrWL4HJGVFQUy5Ytu9rDEARBaFBGjRpVZbu4LSYIgiDUORFcBEEQhDongosgCIJQ50RwEQRBEOqcCC6CIAhCnRPBRRAEQahzYimyIAjXBUmSyDfZKCyzE+7vRYif19Ue0t+aCC6CIFwX8k02bv8whTyTjfgbI3hrTEf0vtqrPay/LXFbTBCE64Ld5SbPZANgf7YRu9N9wWNFGav6J4KLIAjXBX9vNdMTbqR7syA+uKszQTpNpWOcLjeHcoy89GM6O08WYXW4rsJI/x7EbTFBEK4LgT5a7unRhJFdovD31qBSKiodU2Sxc9enWymxOEhKzWbTi7firVFdhdFe/8TMRRCE64aXWoXeV1tlYAFQoiDQR57R+HmrqfoooS6ImYsgCH8bof5efD+pJ9tPFNG1SRChYkVZvRHBRRCEv5VGgT6M6CzKa9Q3cVtMEARBqHMiuAiCIAh1TgQXQRAEoc6J4CIIgiDUORFcBEEQhDongosgCIJQ5+otuBw/fpwRI0Z4/nXt2pX//ve/lJSUMGHCBOLj45kwYQKlpaWAnOtn1qxZxMXFkZCQwP79+z3XSkpKIj4+nvj4eJKSkjzt+/btIyEhgbi4OGbNmuXJF3ShPgRBEIQro96CS4sWLVixYgUrVqxg2bJl+Pj4EBcXx4IFC+jVqxfJycn06tWLBQsWALBx40YyMjJITk5m5syZzJgxA5ADxbx581i8eDFLlixh3rx5nmAxY8YMZs6cSXJyMhkZGWzcuBHggn0IgiAIV8YVuS22ZcsWYmJiiIqKYu3atSQmJgKQmJjIb7/9BuBpVygUdO7cGaPRSF5eHikpKfTp0we9Xk9gYCB9+vRh06ZN5OXlYTab6dy5MwqFgsTERNauXVvhWuf3IQiCIFwZVyS4rFq1ittvvx2AwsJCwsPDAQgLC6OwsBAAg8FAZGSk55zIyEgMBkOl9oiIiCrb/zq+uj4EQRCEK6Peg4vdbmfdunUMGTKk0ucUCgUKRf2mjrsSfQiCIAgV1Xtw2bhxI+3atSM0NBSAkJAQ8vLyAMjLyyM4OBiQZyS5ubme83Jzc4mIiKjUbjAYqmz/6/jq+hAEQRCujHoPLqtWrWL48OGe1wMHDmT58uUALF++nEGDBlVolySJtLQ0/P39CQ8Pp2/fvqSkpFBaWkppaSkpKSn07duX8PBw/Pz8SEtLQ5KkKq91fh+CIAjClVGvWZEtFgubN2/mjTfe8LRNmjSJp556iqVLl9K4cWPee+89AAYMGMCGDRuIi4vDx8eHOXPmAKDX63nssccYM2YMAJMnT0av1wMwffp0Xn75ZaxWK/3796d///7V9iEIgiBcGQpJFJMGYNSoUSxbtuxqD0MQBKFBudB7p9ihLwiCINQ5EVwEQRCEOieCiyAIglDnRHARBEEQ6pwILoIgCEKdE8FFEARBqHMiuAiCIAh1TgQXQRAEoc6J4CIIgiDUORFcBEEQhDongosgCIJQ50RwEQThkjhdbtxukZJQqJ4ILoIg1Fie0cqrSXv56PejFJXZr/ZwhGtYvabcFwTh+uF0uXkn+U9+2HkagJuaBNG7VehVHpVwrRLBRRBqoLTcjs3pRqtSovfVXu3hXBVKhYLoYF/P6xC/a//74HA4OH36NFar9WoPpcHz9vYmOjoajUZTo+NFcBGEc5nzwWUFjS/4hgByYPlo3TE+SznOXd2b8MKQthcNMG63hEuS0KiunzvPSqWC+3o0pWuTIEJ0Whrrfa72kC7q9OnT+Pv706xZMxQKxdUeToMlSRKFhYWcPn2a5s2b1+ic6+cnXxBqq6wAfvwnzG0PyVOhvBgAm9PNpynHcUuwaPspbA53tZcpsdj5aksGzy9JJ6uk/AoM/MoJ0mnp0yqUGxoF4O9ds79gryar1UpISIgILLWkUCgICQm5pBlgvQYXo9HIlClTGDJkCEOHDiU1NZWSkhImTJhAfHw8EyZMoLS0FJAj46xZs4iLiyMhIYH9+/d7rpOUlER8fDzx8fEkJSV52vft20dCQgJxcXHMmjWLv4pqXqgPQaiW0wYnNsof71sKTvmBtValZFy3aABu79AIrbr6X5ucUiuv/3yA5WlZTF2+D7PVUa/DFqonAkvduNTvY70Gl9mzZ9OvXz9++eUXVqxYQcuWLVmwYAG9evUiOTmZXr16sWDBAgA2btxIRkYGycnJzJw5kxkzZgByoJg3bx6LFy9myZIlzJs3zxMsZsyYwcyZM0lOTiYjI4ONG+U3hgv1IQjV0vhAj0fAOxBufU1+Deh9tbw0NJatLw/ijcT2BOmqvyXm761GpZR/EaODfFBfR7fGBKGm6u2n3mQysWPHDsaMGQOAVqslICCAtWvXkpiYCEBiYiK//fYbgKddoVDQuXNnjEYjeXl5pKSk0KdPH/R6PYGBgfTp04dNmzaRl5eH2Wymc+fOKBQKEhMTWbt2bYVrnd+HIFTLNxhueRkmb4duE8A7wPOpIF8tkYHeBF8ksAAE67T87+n+fP3Pm3nqttZ4a1T1OWrhGvfJJ58wfPhwEhISGDFiBHv27Kn2+JdeeolffvmlxtceMWIEI0aMIDY21vPx119/XRdDr5V6e6B/+vRpgoODefnllzl06BDt2rXj1VdfpbCwkPDwcADCwsIoLCwEwGAwEBkZ6Tk/MjISg8FQqT0iIqLK9r+OBy7YhyBUy2oCpRr8Iy9+bDV8tWpahPnRIsyvjgYmNFSpqan8/vvvJCUlodVqKSoqwuGou9ukjz76KI8++igAXbp0YcWKFXV27dqqt+DidDo5cOAAU6dOpVOnTsyaNavS7SmFQlHv90OvRB/CdcCUCyuflleJDXkT/MKv9oiE60B+fj5BQUFotfKMNzg42PO5efPmsX79emw2G126dOGNN96o9F61b98+/vWvf2GxWAgKCuLNN9/0/OF8Ie+//z6BgYE88MADAMydO5fg4GBuuOEGPvjgA3Q6HSdPnqRHjx7MmDEDpVJJSkoKH374IXa7nZiYGN588010Ol2tvvZ6uy0WGRlJZGQknTp1AmDIkCEcOHCAkJAQ8vLyAMjLy/N8syMiIsjNzfWcn5ubS0RERKV2g8FQZftfxwMX7EMQLmjbAvhztfwg/8+a3ZK4XpU7nOSZrJhtzqs9lAavT58+5OTkMHjwYGbMmMH27ds9n7vvvvv48ccfWblyJVarlfXr11c41+FwMGvWLD744AOWLVvG6NGjmTt37kX7HD16tGcG43a7WbVqFXfccQcA6enpTJ06ldWrV5OZmUlycjJFRUV88sknfPnllyQlJdG+fXu+/PLLWn/t9RZcwsLCiIyM5Pjx4wBs2bKFli1bMnDgQJYvXw7A8uXLGTRoEICnXZIk0tLS8Pf3Jzw8nL59+5KSkkJpaSmlpaWkpKTQt29fwsPD8fPzIy0tDUmSqrzW+X0IwgVF3yT/V6GAiBvrvz9zHqR9B4b9YL92liuX210k7zcw6uPNzN9wjBKLSPFSGzqdjmXLlvHGG28QHBzM008/zbJlywDYtm0bY8eOJSEhga1bt3L06NEK5544cYLDhw8zYcIERowYwSeffOK59V+d6Oho9Ho9Bw4cICUlhRtvvJGgoCAAOnbsSExMDCqViuHDh7Nr1y727NnD0aNHufvuuxkxYgTLly8nOzu71l97vW6inDp1Ks899xwOh8Mz1XK73Tz11FMsXbqUxo0b89577wEwYMAANmzYQFxcHD4+PsyZMwcAvV7PY4895lkYMHnyZPR6PQDTp0/n5Zdfxmq10r9/f/r37w/ApEmTquxDEC6oaV94Ypf8zMW3nlOalJfAisfhyK9yf0+lgzaqfvusIZPNwdTl+zBanXy47ih33dwEve/FzxMuTKVS0aNHD3r06EGbNm1Yvnw5w4cP5/XXX+fHH3+kUaNGfPjhh9hstgrnSZJE69at+eGHHy65z7Fjx7Js2TIKCgoYPXq0p/38224KhQJJkujTpw/vvvvu5X2BF1CvwSU2NtYTpc/11VdfVWpTKBRMnz69yuuMGTPGE1zO1aFDB1auXFmpPSgoqMo+BOGCfALlf1eC5Aa7Sf7Y7QS368r0WwNalZL+bcJYmZ5DbCN/tGIZda0cP34cpVJJs2bNADh48CCNGzf2BJKgoCDKysr49ddfGTx4cIVzmzdvTlFREampqXTp0gWHw0FGRgatW7e+aL+33XYb77//Pk6nk3feecfTnp6eTmZmJlFRUaxZs4Zx48bRuXNn3njjDU6ePEnTpk2xWCwYDIYa78S/EJH+RRCuNN9gGPUpbP4QWtwK3vqrPSIPva+W1+9ox/OD2+KrVRPm73W1h9SgWSwWZs2ahdFoRKVS0bRpU9544w0CAgIYO3Yst99+O6GhoXTo0KHSuVqtlg8++IBZs2ZhMplwuVzcf//9NQouWq2WHj16EBAQgEp1dil8hw4dmDlzpueBflxcHEqlkjfffJNnnnkGu12+DfrUU0/VOrgopL+2tf/NjRo1qspZliAIDdfBgweJjY292sO44txuNyNHjuT999/3zJq2bdvGF198wfz58y/7ulV9Py/03inmvIIgCNeRo0ePEhcXR69evTyB5WoQt8UEQRCuI61atfJkKznXX4sKrhQxcxGEKhjLHeQZrfVfbdFpg4KjsHcJmC6+zFQQGgoRXAThPGabk+93ZNLjzbU8/UMaBWZ5ZU+Jxc7JwjIMRitOV/Vp92vMUgj/6QM/TpTT/VuK6ua6gnCVieAiCOex2J18tuk4kgQbDudTbndhd7pZvDOTAf/+nbh3N1BgrqMZjeQG15n9DeUl19SyZEGoDRFcBOE8vho1E/o0A6BPyxB8tCqsDhcbDxcAYLTK6VHqhHcg3LMEbnoA7lwIfmF1c92LcZRDwWE4uFKuvikIdUw80BeE8/h5q7mnR1NGdY1Go1IQrPNCkiReuz2WZ37Yww2N/IkKqqMSv17+0DoOWt0mp565UixF8ElvcDmg3ShIeL9CiQGh7syZM4fGjRt7Ekk++OCDREZGMnv2bAD+9a9/ERERwdy5c2nRogU2mw2dTsc999zDqFGjruLIa0cEF0GoQqCPhkCfs2V8FQoFbcL9+ebBm9GqlTUv8euwgMoblBe5SVBPgaWozMaGP/PR+2rp0kSP3vdMPRqXXQ4sAGaDnClAYHlqFv/+9U+yS8pprPfh+cFtSexSu9Q8Xbt2Zc2aNTzwwAO43W6Ki4sxm82ez6empvLyyy/TpEkTT07EzMxMHn/8cSRJqpC+pSERt8UEoYaUSgUhfl41CywuJ2SnyQ/qD60Em/ni59SDRdtO8fTiPUz47w4O5hjPfsInCEYugM73wsj/yFkD/uaWp2bx8rK9ZJWUIwFZJeW8vGwvy1OzanXdLl26kJaWBsCRI0do3bo1Op2O0tJS7HY7x44dIzCwYuqhmJgYXnrpJb755pta9X01iZmLINQHSyF8dxeYcuRU/k/tA68rXzzM6ji7qs3mPGeFm48eOt0JHcaAUlTKBPj3r39S7qi4oKLc4eLfv/5Zq9lLREQEKpWK7OxsUlNT6dy5MwaDgbS0NPz8/GjTpg0aTeU/WNq1a+fJKt8QieAiCPVBqQJ9jBxcfILl7MdXwYQ+zfDzVhOi09IpuoocZiKweGSXVF364ELtl6JLly6kpqaSmprKhAkTMBgM7N69G39/f7p27VrlOQ09M5cILoJQH3Sh8uqvvIMQ0hp0V6eyZYifF48MaHlV+m5oGut9yKoikDTW137xRteuXUlNTeXw4cO0bt2ayMhIvvjiC/z8/C740P7AgQO0bNlw/9+JZy6CUF/8IqDFLRAYdfEH+sJV9/zgtvhoKs7kfDQqnh/cttbX7tq1K+vXrycwMBCVSoVer8dkMpGWlkaXLl0qHX/69Gneeust7rvvvlr3fbWImYsgCAJ4nqvU9WoxgDZt2lBcXMztt99eoa2srIzg4GAsFgunTp0iMTHRsxR5/PjxYimyIAjC9SCxS1SdBJPzqVQqdu/eXaHtX//6l+fj6Oho0tPT67zfq0nM1QVBEIQ6V6/BZeDAgSQkJDBixAjP9K6kpIQJEyYQHx/PhAkTKC0tBeSVEbNmzSIuLo6EhAT279/vuU5SUhLx8fHEx8eTlJTkad+3bx8JCQnExcUxa9Ysz+qKC/UhCACUFcr/BEGoN/U+c/nqq69YsWKFp1LZggUL6NWrF8nJyfTq1YsFCxYAsHHjRjIyMkhOTmbmzJnMmDEDkAPFvHnzWLx4MUuWLGHevHmeYDFjxgxmzpxJcnIyGRkZbNy4sdo+BIHSLPjuTvj+bjBmQ/5hOLYeygrqvCuD0crGw/nkGesoD5kgNCBX/LbY2rVrSUxMBCAxMZHffvutQrtCoaBz584YjUby8vJISUmhT58+6PV6AgMD6dOnD5s2bSIvLw+z2Uznzp1RKBQkJiZ6CuRcqA9BYM93cHoH5OyRsxB/3AO+SYRN74Cj7oJAvsnGyI/+4B9fbOfOBVs9afsF4e+i3oPLgw8+yKhRo/jhhx8AKCwsJDxcXvMfFhZGYaF8e8JgMBAZGek5LzIyEoPBUKk9IiKiyva/jq+uD0GgeX9546DGV877JZ3ZtV5yCqQ6SHfvsoMph2DbaV6+NRKFAnJKy3G7G/aGOEG4VPW6Wuy7774jIiKCwsJCJkyYQIsWLSp8XqFQoKjnTLBXog+hAYloB0/ulT9WaSF+FuTuhUHTQaur/fXNefDRzajsZQyLm0P+sHg6RIecTRgpCH8T9TpziYiIACAkJIS4uDjS09MJCQkhLy8PgLy8PIKDgz3H5ubmes7Nzc0lIiKiUrvBYKiy/a/j/+qvqj4EAa1O3tQYGCXXTuk5GUZ8JL+uCyWZYC8DQHVyA+O7RdK9eTBadT39qlmKIHO7HCCtYuHKtaht27YVlh1//vnnfPjhh1dxRFdGvQUXi8XiSSttsVj4448/aN26NQMHDvSklV6+fDmDBg0C8LRLkkRaWhr+/v6Eh4fTt29fUlJSKC0tpbS0lJSUFPr27Ut4eDh+fn6kpaUhSVKV1zq/D0GoRKkEVQ3T55/PVia/uZ+bAyq0NXS6B6JugvjZaHz862acF/LnL/B5HPynLxgO1G9ffwfpi2Fue5ihl/+bvrjWl9RqtSQnJ1NU9PcqYV1vwaWwsJB77rmHO+64g7FjxzJgwAD69+/PpEmT+OOPP4iPj2fz5s1MmjQJgAEDBhATE0NcXBxTp05l+vTpAOj1eh577DHGjBnDmDFjmDx5Mnq9nIBv+vTpvPbaa8TFxdGkSRP69+8PcME+BOFcLpebMpvz8hIElhXAb9PlzMcFf55t14XCsLfk6pIhrepusBdSdE7W3NLMeu/OYnficLkvfmBDlL4Yfp5y5vsoyf/9eUqtA4xarebOO+/kq6++qvS5oqIinnjiCUaPHs3o0aPZtWsXAAkJCRiNRiRJokePHp4/ll944QX++OOPWo3nSqm3Zy4xMTH89NNPldqDgoKq/CYrFApPQDnfX4HlfB06dGDlypU17kMQ/mKyOlh/KI+k1Gyevq01sY0D0Kgu4W8tYxbs+FT+eM2LMPZr8DlTk8PLH7zqfsxV6jEJyvLkPlsOrNeuThVZmLXyAB2iA7mvR1OCdNfZc6S1b8jln8/lKJfbO46r1aXvvfde7rjjDiZOnFihffbs2dx///1069aN7OxsHnzwQdasWUOXLl3YvXs3jRs3Jjo6mp07d5KYmEhaWppnm8a1TqR/ERqsPKOVAzlG2kb4ExHgjVJZ84UbJquTKd/LBZwO5JTy8xN9Cff3rvYch8tFabkTb40SP10YaP3AboYmvUFT/bn1xi8chr8NKEFVf7/OJquDqcv3seFwPskHDNwWG3H9BZfS05fWfgn8/PwYMWIEX3/9Nd7eZ39WNm/ezNGjRz2vzWYzZWVldOvWjR07dtC4cWPuvvtuFi9ejMFgICAgAF9f31qP50oQwUVokArNNib8dwf7s42E6LSsebIf4QE1f4NXKxWE+mkpMNtpFqJDfZHA5HC52JlRzGvL93NL2zCeurU5/o/vlIOLbwiovSgqs7H9RBFh/t60CtcR6HOF3nxV9d+PRqWkVbgfGw7no1UpK5SAvm4ERld9azEwuk4uf//99zNq1KgKySjdbjeLFy/Gy6viVLd79+4sWrSInJwcnn76aX777Td++eUXunXrVidjuRJEbjGhQXK5JXJL5U2PJeUO3Jf43CTUz4uVT/Rj8cM9+ejergTrqr+PVWpx8GrSPo7lm/k85QRFVjcENJIf4PsG43ZLfPlHBo8s3M3oTzaTWVS5LkiJxU5mkYU8o5Vye8OqWe+tUTH51lb8+Ggv1j47gODrbdYCMGgaaM6r3aLxkdvrgF6vZ8iQISxdutTT1rdv3wqljA8ePAhAo0aNKC4uJiMjg5iYGLp27coXX3whgosg1LcgnZb/TriZoe0j+ewf3Qi4xL+klUoFkYHe3Nw8hFC/iz8g8dao6Ns6FIDGgd6V6n64kSix2D2vzbaKwcPllvjfAQMlFjuG3CzKirKxmEouacxXW7BOy01Ng4kJ9sVbcx1WsOw4DhI+gMAYQCH/N+GDWj9vOdc///lPiouLPa9fffVVT47EYcOG8d13350dTseONG/eHIBu3bphMBi46aab6mws9U0hNfRamnVk1KhRnvxnQsNhc7rwclqg4BAoVBDcQq4PXw+KymwYy534alVV3oLLN9n4bNNxooN8uL1j4wrPJKwOF0t3ZtI/SkHU2smoTv2Bc9i7qDvfKWcLEOrFwYMHiY2NvdrDuG5U9f280HtnjWcuWVlZbN68GQCr1erZwyIIV5OXWgWZ2ygoc2FweGMpzqnxuZLLhe34cQxvv431wEHcDke1xwfrvGgWqrvgs50wfy9eHhbL+F7NKj3s9taoiG8XQbDGhurkJpDcqLd+CDbxeyRcn2oUXBYvXsyUKVOYNk2+95ibm8vkyZPrdWCCUFN5+k6M/qmc3gsy2JSvw1XDfRjOoiJOjv8HRZ99TsY99+A653bFuVxuCbPNcXn5wcoK5ezLlmLCA3zw8g1Aiu4OgNR9Ut2knBGEa1CNgsu3337Ld999h5+fHwDNmjX72+02Fa5dWRYlJwstuNwS3+zIweKoPgFlgckmZylWq1GcWaWj0GqByivGLHYnG4/kM/nbVFKOFmC9yLUrKCuQN+G9GwvrZkF5MZrASBR3fw/PHELR+R4RXITrVo2WImu1WrTas9N8p7NhrXQRrjO2MjCelmuzNOpIdLA/sY38OZ5fxqQBLfDVXvjH+nSxhYlf7USpUPDZ/d1o+u1CzBs24NerF+qQyjnoTFYnD321E6dbYsuxQlJevLXmD7OdNji0Us7E7HaA68zvjS70Il+fSf6nVMv7WAShAapRcOnevTv/+c9/sFqt/PHHHyxatIiBA+t3N7AgXFBZHnzcU06X3+txwgZN45sHe+B2SwT4aFBVs2clKTWLQ7kmAFal5/BQ/xYE33XXBY9XKRVEB/mQUWghJtj3kjZqovGGMV/KiSxPbQG7CQir/hynXc4XlvQQBLeECavBL6LmfQrCNaJGweW5555j6dKltGnThh9++IEBAwYwduzY+h6bIFTNWnpOHZaT4HYS6lez20sD2oTxwdojKFDQu1XIRY8P9fNi8cO9OFlkoWmIb42WLXv4hkBUV3i/k/w67yDcu6T6mYu9DHZ+LifDLDwqp/C/jOBSbpdv3/lor8Mlw0KDUKPgYrVaGT16NOPGyeu9XS4XVqsVHx+fi5wpCPVA3wTiZ8tp5m+bdknPLdpE+LPxhVtRQOX0JS57lbvdwwO8L2n3fwUqLai95FtkulC5UFl1vPyg7zOweLxce+YyAku+ycac1QdRKeClYbGXFhCFepGfn8+cOXPYu3cvAQEBhISE8Morr+B0Opk5cyYGgwFJkhgxYgSPPfYYCoWCZcuW8dZbbxEZGYnFYiEmJobJkyfTtWvXq/3l1IxUA2PHjpXMZrPntdlslu68886anNpgjBw58moPQaghm8Mp5ZVapD9PF0qFZmvlAyxFkmTKkyS3u2YXdDklKXe/JC2ZIEmHVkuS1VR3g7VbJangiCTtXy5JJsM5YyyRpNx9knR6lySVFZ13jkWSjDmSZM6/rC4/+f2o1PTFlVLTF1dKX6acuPyxXwcOHDhwScevPLZSilsSJ3X4bwcpbkmctPLYylqPwe12S+PGjZMWLVrkaTt48KC0Y8cOadCgQdKmTZskSZIki8UiPfjgg9LChQslSZKkH3/8UXr99dc952zZskXq3bu3dPTo0VqP6XJV9f280HtnjVaL2Ww2dLqzfx3qdDrKyyuntxCEK8FcbiNl7xEWbTvOyz/uxVh+zv4Ucx78OBG+GSHfVqqJsgL47k7Y9yN8fzdYL3/nfJHZxoY/8ziaZ8Zic4LGS069f+OIig/n8/bDJ73h01vh6P8qXkTjA/6RF3/wfwFtI87WkGkd4XdZ1/g7WnV8FTM2zyCnLAcJiZyyHGZsnsGq46tqdd2tW7eiVqu5++67PW033HADJ06coGvXrvTt2xcAHx8fpk2bxoIFC6q8Ts+ePRk3bpynZPy1rkbBxcfHh/3793te79u3r0JmT0GoL+V2l+f5AQBOG4H5Oxm5/0meD9rA2Pb+FeuLZKfC0d/AsB9+fxMclot3olSdvf3kFSiv0jpHmc3JYYOJDYfzKSqzV3EBmdXh4r21R5gOuDcAACAASURBVLj/yx0Mfm8jheccW1xmZ9nu0yzadorScgcUnzx7YsGRi4/xEtzUNIjkp/vz2zP96RAVWKfXPpfT5cZkdeC6nP0/16D3d7+P1WWt0GZ1WXl/9/u1uu6RI0do165dpfajR49Wam/SpEmFQovna9euHcePH6/yc9eaGj1zeeWVV3jyyScJDw9HkiQKCgqYO3dufY9N+JsrMNmYvVpO5PfqsFhC/b2gvBjV8kfAmIUueze3PDEG9bnPFMJukJ/B2MugxS1wcivEdJfrnVyILhTu+hay0yD8RvCtOGPIM1kZ/N5GJAke7t+C5+Lbojm3bLGl6MzzGh1ZJfKM3uWWMFkdSJKEQqFg8/FCnlm858zn3IzvGAc3PyxnVb75obr4dnkE+GguOdfapSqzOfn9cD7fbz/F5Ftb0bVJUP2Vcr5CcstyL6n9apAaULauGgWXjh07smbNGk6cOAFA8+bN0Wiuw5TbwjVlxZ4sklKzAIht5M+k/i1B5QVR3eRiXYHRqLVe5Jts7MksoW2kP438I1FP3i7vij/6P3kT4zMHqw8uIM9c2gyu8lOlFoenkvHp4nKKLXYO5Zq4sVEAoUojrHwWjq/De9g7vJM4lDk6Lc1CdPyZa0Lvq6Wx3qfC9ky3hBzQBs+WV72pa/7A3eVyk1Nq5WCukc4xesIuUIPGYLSSfrqEdo0DibzEWjc1YbI6eHzRbiQJUk+VsO7ZAZe/6OEaEamLJKescvqgSF1kra7bunVrfv3110rtrVq1YseOHRXaMjMz8fX19WxYP9+BAwdo2bJlrcZzpVT7p8aWLVsASE5OZv369WRkZJCRkcH69etJTk6+IgMU/r7anPPs4IbIAPkD3yC4/V2YvB0mrqNEFcwT3+1m4tc7Gfr+JgrLJfnN+pcXYcNbENGh0m2uS9U0RMerw2MZe1M0rw6P5b7Pt/GPL7bz6Le7cFtNcHCFvOnx8C8EYuL1XmoGNlHz0rK97MsqBaBnixDeu6sz/ze6AwmdGssXVmkosSvIKS2n0Gyr0VgKyuwM+2ATD329i4e/2V3lbboCs43xn2/joa93kfBhipyNoI6plEoaB8qrRVuE6ardW9RQPNn1SbxVFQOkt8qbJ7s+Wavr9uzZE7vdXuFZyaFDh2jevDm7du2qkLNx1qxZlapV/mX79u0sXrzYs2r3Wlftb92OHTvo1asX69evr/Lz8fHxF+3A5XIxevRoIiIimD9/PpmZmTzzzDOUlJTQrl073nrrLbRaLXa7nRdeeIH9+/ej1+uZO3cu0dFykZ758+ezdOlSlEolr732Gv369QNg48aNzJ49G7fbzdixY5k0aRLABfsQGpZO0Xp+e6Y/QMUqkbpQ0IXickvYS4zkGeU3zzK7E6dLgoAwuPsHeT+MdyDoLrJxsRpOlxu7y83w9pHc2S0ai93FkTz5fnh2iRWX2hdlZEfITYdbX0bxSS98rKU07/YILwwcT8doOUNzsE5LYucoyqwOnKY8jGVuHN7BLPjjFPM3HKdXi2Dm3dOVkIssG5bznMk7/fPNVlzuynnU3G6JfJP8PSktd1Afj0TC/L1Ieqw3p4vLaRLse9FxNwTDWwwH5GcvuWW5ROoiebLrk572y6VQKJg3bx5z5szh008/xcvLi6ioKF555RU+/vhjZs2axeuvv47b7WbEiBHcd999nnNXr17Nrl27sFqtREdH88EHHzSYmctFlyK7XC5p1apVl7107YsvvpCeeeYZadKkSZIkSdKUKVOklSvl5X1Tp06Vvv32W0mSJGnhwoXS1KlTJUmSpJUrV0pPPvmkJEmSdOTIESkhIUGy2WzSqVOnpEGDBklOp1NyOp3SoEGDpFOnTkk2m01KSEiQjhw5Um0f1RFLkRseq6lIcqx+WTpy/Lg05bvd0i97syST1V6nfeSWlkvtp/0iNX1xpTRr5QGpuMwmrd6bLT3yzU7pQHap5HS65CXGJZmSlHdIkqYHyP8+HSiVF2VJ0vFNkmQuODvmwkxJevdGSXojRMox5EqdXv/Vs2w4s6jsouMxWx3SbwdypSnf7Zb+zDVKLlfl5dYOp0vae7pEmvLdbinlSL5ksTvq9HvSkFzqUmShenW6FFmpVPLZZ59dVuDKzc3l999/Z8yYMX8FMrZu3crgwfK97ZEjR7J27VoA1q1bx8iRIwEYPHgwW7ZsQZIk1q5dy/Dhw9FqtcTExNC0aVPS09NJT0+nadOmxMTEoNVqGT58OGvXrq22D+Eqc7vl2YTrvNT2ViPkpMPhX+Uswn8dW5YP+X/KS4UBTAbI3AElmXBqK9r8faib9abVqnG87fcttzVR4edVt88CjeUOTGdmCrtOFiMBQ9pF8t5dnYltFIBKpZSXGAdGyzOqPk9BTA8YPhfvH8fDV8Nh+6fy1wMo8g/JNdldDvwyNzD5lpZoVAoSOjau0W56nZeaQbERvD22E20i/Kt8lqJWKWkfFcjbYzvRp1UoPhpRzVy48mr0U9e7d28+//xzhg0bVmFXvl5ffVGmOXPm8Pzzz1NWVgZAcXExAQEBqNVyt5GRkRgMBgAMBgONGjWSB6VW4+/vT3FxMQaDgU6dOnmuGRER4TknMjKyQnt6enq1fQh1pLwEjv8OJ/+Q30wDoy5+jssBOXvk7MDtR8n7PrzPLJM1ZsF8+VYnIz6B8FhI/RpuTITNH4C+KdzyCvz6ChQegZ6PQdLDKABp1KdIvaegDIxBcX6J2joQ4ufFw/1bsPNkMXNGtkfvo0GhUMh1ZM7nGwIDXgSnFYpPwOmdcnt5EUUWOzaXRHhkO3nfizEb35Bo7mrXhMQuUahVSoJ8a37rVqO6+MqsmhwjCPWlRsFl9erVgJx6/y8KhaLaGcH69esJDg6mffv2bNu2rZbDFK4plkJYcr/8ceFROTnjxao/Wopg8T/kQHJ8PbS49WxwKT9n02JkO/hiMK4mfSk7fQDvIe+SXa4kwuHAJ28/+ATJGyXPUJhyUfSZcvZ8lwPsFnl1mPLy3lxdLjeFZXYkIMhXw1O3tcHqdHkCS7W0vvI/gGFvg8NKcYcHePHHffzvoIHJt7bg6ftXo1ZIKL2D8Ndo8PcWKy+F60+Ngsu6desu+cK7d+9m3bp1bNy4EZvNhtlsZvbs2RiNRpxOJ2q1mtzcXCIi5M1rERER5OTkEBkZidPpxGQyERQUREREBLm5Z9eZGwwGzzlVtQcFBV2wD6GOqL3kjYduF3jrL54vC0ClkfegGLPk20iqc95Qw9pA/BwoOgq+oZR3fYitjcbz6Y4iHgjWsOFIIRkFJr5KXIDJZEIX0RK1pQiF24Gi09ldz1hL4cBPsHcJDJwKjTt7+nG53BScWVkV5KtBW9XM44zM4nLu+CgFu9PN0kd60z4qsNItq+IyO2v25XIs38wjA1pUXhLsrYfWcXB8AwHOInKM8v6X+RtOcH/v5hUXKFwjbE5X1TMyQbgM1f5pt2fPHu644w66dOnCnXfeybFjx2p84WeffZaNGzeybt063n33XXr27Mk777xDjx49PGu+k5KSPKn7Bw4cSFJSEgC//vorPXv2RKFQMHDgQFatWoXdbiczM5OMjAw6duxIhw4dyMjIIDMzE7vdzqpVqxg4cCAKheKCfQh1xCcIJm2EUZ/B0LcuvocEwDcYRs2Hievg4Y0VEjJa1IHYuz9CwYA3KVKFYur1IpOWHGXzsUIeXZTGHZ0as/uUkSxtC3Y4WzJo/gFet4zG1HcaRpWePKOV4jK7/Ozmp8fhxAZY8g95hnXGqWILce9uYMC/13tWe52rqMxGZpGFArONnSeLMJY7sTrcrEjLqvLLOVlk4ZWkvXyecoI31xzC5nDhdktklZTzy75cHCYDfDoQfp6C6svBzE+MQatS8ugtLfG+xt7A7U4XqaeKeer7NDYeycdiF/WahNqrNri8/vrrvPjii2zbto0HHniAOXPm1LrD559/ni+//JK4uDhKSko8qfvHjBlDSUkJcXFxfPnllzz33HOAvAFp6NChDBs2jIkTJzJt2jRUKhVqtZpp06YxceJEhg0bxtChQ2ndunW1fQh1RKuDyPbQcSz41WCZr9sFply5WFZke/BvBGduLxWYbby5+iCFpSUoy3JRleejUKpoHirnsmsaLN9i+uHhnnz2RwZJqVl8cHcXVqbnUmBxsGj7SZanZZNVUo5ToT4btMJuqJDhOOVIAUarHDBW7qm4Ua7EYmfaiv30e2s9j3yzi94tQ4gO8iHUT8ud3ZtU+nJMVgc+mrO/OsG+WpQKBQVmGwkfpvDIwl3klJSD40z+PUc5kQHepLx0Kw/1a1Hvu+cvVUm5g/Gfb2fNvlz++eUOjOUiuAi1p5CkC+cTGDlypGc2UdXr68moUaNYtmzZ1R7G9anohJyg0WGBB1ZDdDf5GUzBYcolDceJonX5HrSL7wZdGGX3/w+TJoxco5UovQ++WhWbjhTwyMLdANzbownjusUQpfdm0bZTxIZ7s/90EWVuDS/1C0ZlzpbT8p+zv+V0sYW7FmzF5nDz/cM9aRl2dgd0XqmFfv/egM0pr+ja8uIA1GoNEhIhOi/PBsFii521Bw3kmWzc2jacojI7xRY7vVuGEKzzIrfUSt//W4fTLTG6UzhvDdCi3PM9iq7jIbQNqNTkm6zsOllCbCN/Gum90aqu/iymwGzjrgVbOZpnJtzfi1VT+hHm3/D3rQAcPHiQ2NjYqz2MC6bcb968+SVdZ/z48bzwwgt06NDB07Zt2za++OIL5s+fX9fDrqSq7+eF3jurfeZiNBor7MQ//3VNNlEKAic3Q3mx/PGe7+XgUpwBkgufnN3Eth6Mcus3nhlO2en9OJv0IzYyAK8zJYWbBOtQKOQaWm0j/fl1fy6dY/RM7BaIatsnxBkPY+jzBrnlSqLC28lVIM8RHeRL0mN94EzAOJev0smr8c34cGMWYzuH4oMNvX/l9Bu7Txbz3JJ0AMpsLootdp6Na0PwmesF+qr55sGbWbzzNA/0bc6KHBMGn4mM8okiQqWmuMzOE9+lsvV4Eb5aFeuevYXIwKsfXEL9vFg0sQcHcozcEBlAqN/fd8Nx6c8/kzf3PZw5OagbNSL86acITEio1TUlSeLxxx8nMTHRk5Px0KFDFBYWXnJwaUiqDS4333xzhd35578WwUWokRYDIKi5XOa3+0R5ddi2+ZD+PXQZj6LFrbh7PYHyxEYIiMIZeiMqhYTN4TobXEJ8WP/sLZhtTvZmlfDx78eICPBi871+qLbIv7ARChWWW2aAu+riYRf6a9zPP4DRHW0Mbq5BpfVB5131m+u5e0rUSgVdYvRoVGfbfDRqerUMpXvzYNJOlfDMEjlR5Z+5Jv49tiNOt0SBWV5UUO5w4b6GkhDWqiDadaL055/JmToNySpnRnZmZ5MzdRpArQLMhVLuS5LE//3f/7Fp0yYUCgWPPvoow4YNY9u2bcybN4+goCAOHz5Mu3btePvtty++UvEaU21wefPNN6/UOITrWWA0PJgMSHLGYXOeHFgA0hbCLS+jPLoe5yNbcbjceKn8CMSE2mkGqw68A/Dz0uDnpSG3tJy2EQG8MiyWn/dkofCLkHOHuZ24w2Px1QXK1RxBvvXmKAe19qIpYDR+wZwsUjJ3zRFG3xTF4HbelZYId47W85/7umK0OhnQJgw/rQqd+SSsXwDtR0KjTqDxRa1UEqzTolIqcLklOsUEolYqCPXTsmD8TXy0/ihD2zfC37vuNzeWWOy4JckzmxJqLm/ue57A8hfJaiVv7nu1Ci4XSrmfnJzMoUOHWLFiBcXFxYwZM4Zu3boBcoLKVatWER4ezt13382uXbs8n2soavTTXVBQwLvvvkteXh6fffYZR48eJTU1VTwoF2ru3EJZai/ofC+kfYuzywQ2HDPRrulwwjReqLQa9M4yVN+OkWuyJHwAHe8EjTcFJhsPf7OLPadLmTKwFZ/f3x2ltxue2A2WApT6ZqALkfuwlkLKu7D5Q2jSG8Z9Xe3igxKLg0e+lRNBbjleSO+WoRWDS3kJgQ4T8U21WLWN8PVSyxkDvh0jb5jc+Tk8mQ6B8gKEyEBvNjx/Cyark0aB3p6/OluE+fHWmI6oLnMPTnUMRitPfZ+Gzelm3j1daKwXZcgvhTOnckbk6tpra9euXQwfPhyVSkVoaCjdu3dn7969+Pn50bFjR88m8RtuuIGsrKwGF1xq9BP+0ksv0bdvX/Ly5M1rzZo14+uvv67XgQnXMd9giJ+F8+lDrAj5J48tO8HA+QcpduvQWgtQFZ+QAwvAzi/kmieAxeFiz2k5y/CPu7PkBWdaXwhqClE3nQ0sIM9Y0s5s+j21Wd41Xw21SkmbM1Ubmwb74n3OajCXzYxrx+co32uP8r/DMBdlczzfDArl2VmS2rvCpk1frZroIF9iGwWgP2/nfX0EFoDk/blsOV7I7lPFLNp28uInCBWoz2QIqWl7TbVu3bpCscWaODfRrkqlwuVyVXP0talGP+XFxcUMGzYM5ZlfCrVa7flYEC6LbzAmdQjbc+UVWk8MbCXPBv78BZw2OT+XSgN9nvTso9FpVQxtH4m3RskTA1uhQMHGw3mkniqWqzueUVruIKtMibPv83LJ4A7jQOOL0+XmdJGF1XtzMBgrBptgnZZ593Rl9ZS+LH2kN7mlVjKLynA4XdgtZlT7lsgHFh4lQGElz2jjlN0X110/wIiPYdKGSkXGQC6qdSjHyP8OGGqcVv9ydW0ahFqpQKmAPq0uPxP031X400+hOK/CrsLbm/Cnn6rVdS+Ucj8gIIA1a9bgcrkoKipi586ddOzYsVZ9XUtqdFvM19eX4uJiz9Q+LS0Nf/8abJwThGoE6bS8MvRGno1vi49Gha9WLRfsWnSnnKOrSQ85X9eZYlohfl68OaoDdpcbnVbN4p2ZvP7zAQCWPtKLbs2CATiQXYq3vZTAlkPwufEOVFod+AZRaLQy/MMUSssdxDbyZ+GDPeRU8ZIE5jxCJRe+AX6cMFp5LWkf5Q4X88ffRKCXH/berxCY/CTOmD64tAF8nnyc/x3Io13jABY+OIagKp5x2Jwu8kxWhn6wCUmC8T2b8trwWM8ihbrWIlTHphduxQ0EXmN7aRqCv56r1PVqsepS7peVlTFixAgUCgXPP/88YWFhFy1j/PDDD3tyJ3bu3Jl77723VuOrLzUKLi+99BKPPvoop06d4q677qK4uJj3369dXWlBAAj01QDnvBEGNYMHVskf+4aAquKP6Lm3mAylZ2cfnqJZTgc36p34/e8NVId+kpNg/uMnANySRNmZDMdFZfazq7VM2bDgFrAU4v3AL2w5GUpqppzvbOHWUzw5qBVlTfrBAxtRa70plXTszCimdbgfgT4a/FwlkLYOIm6Uk1Jq5dVqh3NNFJ9TxTLPZMNVgxVikiTXY8k324gI8Ca0hrVSfLRqfLQiA3JtBCYk1DqYVCUiIqLK98wXX3yRF198sUJbjx496NGjh+f1tGnTPB9/8803VV7/3OOvFTX6SWzXrh0LFy7kxIkTSJIkyhwLdaLAbMPudOPnpT67a12pAv8zu+zdbvmhuVIlp7M/z4P9WuBwSwTrtPKspSwfSk4RYDOj6DsFNFrYu9ST4j/QR8PX/7yZZalZPNSv+dkVVXkHPckwlXsW0bfbG3iplTjdEgPahJJdamXN3ny2Hi9iesKNNAvR8sujXfDKT0fn54P615dg/zJQKJGeTEdxJrgkpWbRKtyfV4bFcqLAzJOD2sizs4vIN9m4Y94f5Bqt3No2jLl3dq703EYQrnXV/qRfqJRxRkYGIPa5CJfPbDZTZgWVUoH9+DEsuPFqEoPq3NutBYdh0VjwDcU65lv2Gr1oHe7veaMN8/fi1WGxZ/efZByBA8tQbP9UXp48cS006opN5cOhzBIKzDa6NwumZ4uQinVQIjpAZAcoPU15+3vQean4+Ym+OFxukMBsczL3tyMALNl1mnt6NOFQloWbg6PQnP4NbPIiAyQ3NpsVe7mDAB8N9/Rowj2fbmPQDeE8N7hthWqNFruTEosDpVJB8HmJNB0uidwzz4T2ZxuxOytXmxSEa121weVC5Y3/IoKL8BeHy0VRmTxDqDbrsMsBuen4pbyHpsPd7Fa0ITioEZb57xHxj/vOBhe3C/6YCyWnoOQU5mObeWVTGNMSbqRf67MPqysECd8g+XgA95n8WN0mcCTfwYiPUgB4Nr4Nj9/aquKY/CNgfBJOl0RRaRkKswFvryAsTng7+TCv3R5LgLcao9XJuG7RDHt/Ezanm36tQnlnyDDCWt2GO+QrTOHdWbHfwsDOcnBpHurHyil9UaCoVAZ47+lS7vlsGxqVgpVP9KNV+NmMAP7eamYltuenPdk8H9+WIJ24SyA0PGITpVAnMgosjPjoD9ySRNJjfYhtFFDpGJdbQjIXov52DFiK8PpzFd0m/0GJ2or7vvtxmc7WdXFKCor6zYEODxO6ZTbuiA4YjBnVr7gKjIYh/wK1jzwT0TcBlYYYbREfj2zG9P/lkGe04nC5OVFQxk97sknsEkWLEB0qXRjK4lNEfX8b2Ew4700iMKI774zrhAKJNU/2o6jMjq9W7clBVmSxc8jih8rPiyTdQyTvNHAgO5ch3dpiLHdQaLajUsoLF/5itjlQKxX8sj8Xl1vC5ZZIPVVcIbgE+GgY1y2GhI6N8PPWeHKbCUJDUuOnf7///jtHjhzBZjv7y/3444/Xy6CEhuf3P/Ox2OW1+Mn7cysFF4fLRXpmKSGKcpoFRMu7531DcLv9UNu8QK9FGxnC6WILW44V0iEqkHHzd6JSKkh69EtOFpbxwpC29GtTzRJbL3/538j/yMuYFSrI2kXgD/cyNLgVN0+cj6QLpdTiYNTHmymzu/h22ymSn+5PuL83yqydnpLK6j0LCRzUisCAs6UB9DotuSXlzB9/E78dMHDXzU2Ys/og79/ZmaEdIukQHYi/txpJkth5soh//ncnCgX8+EhvujYNIt9kZcZP+wnw0TCpf0tSjhTg56WmfxVfk1atRKsWz1mEhqtGm1WmTZvG6tWrWbhwISDXW8nOzq7XgQkNy9D2kcQE+9A40JvELmfKHrtc2C1GThaWse5QPt5aFcEBfkh3LYJRC3A/8AtlmgCkMjMajYo8l5oJ/93OjSGwMj0Lo9VJscXB2j/zidL7EunvhZdkh/xDuPcl4TQaKj+PcDnl3GWG/WDOh9/ngCkXxckUQuxZhPl745Qk1GdKAGuUSjzzgiY95Rxo3np5b8zWj+TbeOUlkLkDs9nMh+uOYjCW8/jAVryyLJ3B7SL4dttJhry3CZVSwaRvdrJw6ynSMuXnMJIEB3ONAPy0J5tVe3P5bnsmOzIKWfRQTz67vxsRdZzTK89kZWV6NicKyrA7G97mO+H6UKOZS2pqKj///DMJCQk8/vjjTJgwgYceeqi+xyY0INHBvix7VM46HOrnBU47ZO2kSNuEwR/vxepwc0vbMGbcfiP+x36kKPpWnv25gKP5J1kwpiWti/eRrW3L8wMaE5u1DG3rBL7eokatUnJL6zDu+nQ7+WYb+5/tAJ/0Qel2oogdgSnuXQgIQqNSkm+2EewuQv1JL7CW4B78JlL7caiOrgW/CBR6uTbL9hOFfHZ/N7YcK2R4x0aE+nlRYLJxusSHTvf/hKLgKGyZh6v9OCwO8M9Nx536HR8pHmF5WjbL07KZd7cXCyf2YGdGMW+uOYQkwd6sUhaM744kSYQHePNnrpFuTYO4tW04p4st3HZDBP/5/TgzE9vTJsIPjUpR56vAisrsPL4ole0nivDRqFj//C1EBlz9zMt/d3WVcr8hqVFw8T6za9XHxweDwYBeryc/P79eByY0PBWyDpcXwZIHcI77BatDnl3km2zYrOXQZjB5JQrW/ynfgno3JZ8PbipF7eUmJCiYdVIcXRVGfhsfjiKoGdmFheSbbXLKfafd87BeUV7I0dxSmqh0KBQKEual8PO9UYRb5Wc3yj3fYRrzPe5H0vD19kbjH4kkSeSU2Ji16hAtQnV0jgkkyFfDY4t2EeSr5flBzYkKaoN66Dv8eMDM/l8PMaOtGZW+MS3P7LkZ2SWK2EYBBPtqaRPhT4S/N75aFX1bhTL6P5sJ9/dm0UM9eGdcJ0zlTkZ9splco5W3x3Tipyf68NjC3aRmljCpXwseH9iqTouHud2SXJUTsDrl6phCzR3elsuWFccwF9nwC/ai14iWtOkRWatripT71bjlllswGo1MnDiR0aNHA3LlSEE4V1mpDXu5E2+dBh+1N9wwnIBjPzNv9BDWHivnpYGNCDi6DMX+H2g94GX+0T2Cr3cYGN5Gh7ZxBCVGFaPnbwHgxUFNeDRsLxSnofaOZuqwNmSV2sE3COeoL1Cc2EBB1yeYviyLt8aEovfVYCx3siNX4rYBr+F1cgOO+Dk8uPQE2zNK6ds6hK/GKlAd/IlJLbtwQ0gLCmwaOkTpcbjdnC4q55VhNzL84y3YnG76tgplQNsw8koLORXSj/W5zRnSIZo+NzRh87FCXlqWzguDb6BjdCA/P9EHp0ti+k/7MZY7MZabKbO5CPf35kC2kZwzmz2Xp2XRrVmQZ4PmstTTTOzXvE6DS4iflgX/6MZ/fj/K0A6Nrrmql9eyw9tyWf/tIZx2+Y8hc5GN9d8eAqhVgBEp96uQnp5Oo0aNmDx5MgAWi4U2bdrQokULHnjggWovbLPZuPfee7Hb7bhcLgYPHsyUKVPIzMzkmWeeoaSkhHbt2vHWW2+h1Wqx2+288MIL7N+/H71ez9y5c4mOjgZg/vz5LF26FKVSyWuvvUa/fv0A2LhxI7Nnz8btdjN27FgmTZoEcME+hPpTVmpj6b928v/snXeUFFX2xz/VOU7OkQGGHAYYckaCgARFQBFEBETAHJF1zevPVVwDqKigYgAVJAkIA0jOecgMDJNz6hyr6vdH47is4K4L7uran3PmnDmvq96rWz0xhQAAIABJREFUru5+t967936vvdZDj7uaISQaKE19nMxkIzeq/LRK02KSqtFnPQGAcvkUnpy6m8m9mxJxZgmKuhZYvU3q+6t0C4jxGQhaM2GCgslNo5BVGl5df4aOaT2ojM/k/a8uMqpDEh6fSF6Vl0ndU3l2YyGtpk4hLnMy1X4dRwu3AXB76zAUax6Ec+tRCAp6PnCMNfkKrG4f8SE63r8zE6UAXjEwsdS5vCSG6Rk4tAUj3tlFndPHOzuKWDGzG8+sDogQzlx8mDX39yAmRIforOWNoXHsamFgxWlnvZx+aqSR9ilhXKh0ML1PI0xaFTe3SyTrZBkP92+CSXt9M+oFQSAtysj/3dLm8jDtIP+UPasu1BuWH/B7JfasunBNxuWPKrn/sw79Z599tj4T/8CBA8yZM4exY8diMpkukyS4EhqNhkWLFrF69WpWrlzJjh07OHr0KHPmzOGuu+5i48aNhISEsGzZMgCWLl1KSEgIGzdu5K677mLOnDkAnD9/nrVr17J27VoWLFjA888/jyiKiKLICy+8wIIFC1i7di1r1qzh/PnzAFcdI8ivh+iTcNR56Di2MdpUE8Pf2cW0L47w3s5iJG0YZp0ahyaSkrsPY+37F8T4DLbk1PHNgYuYVCJCTDOax4cwe0gzJvdIY0xmCqd98bj1cQihiaDWIggCt3dK5Y2sHDJSInhueEusLh9jP9xLg0gjndMiWftALxKiQtCaI4gwaVl1X3deHNGSvs1jELreh/fevZRNP0uFHM7qYyXc9PZOal0+qu0e8mucvDk2g7u6NuCTuzLp2zQanVqJKAa2lvySjEqhIO6SA75lQggalQJcdSh3vI5xbksGXHyNt0am1ku2GNUK5o1rx5r7e9A01kSkScuswc34alpXIowaXL5f7nCvsntYuDOXjafKqHN6r3hM0LD8cuw1Vw5zv1r7tXI1yX2gXnJfoVDUS+7/3vhZ4yKKImFhYQCsW7eOsWPHMmjQIB566CHy839e0lsQBIzGgAyG3+/H7/cjCAJ79+5l0KBBANx8881s3rwZgO+//56bb74ZgEGDBrFnzx5kWWbz5s0MHToUjUZDcnIyqampZGdnk52dTWpqKsnJyWg0GoYOHcrmzZuRZfmqYwT59dDoVfSf3opjgher20/7lHBCdSo6JGgRfA7sHj9jPjxAt3fPsEI1hML+7/OXLWXc0DKJ7abBlPtNTFl0gN5NYqhzehk9fw9jP9iH3WGHrX8FSxEAKZEGFt6ViUKAv64/w/vbcwnTqymsdTLx4wM8veJEfUi0Tq2keXwIE7o2wCD4Yf98Ltg19Jl7iH5v7GJyjzQijBpkZFIjDXy2J5+VR0uY1SuCqB3Poj/wLtFKB9/M6Mb9/Rqz9N6urDxSxPzx7flqWhf+emubgEPe74H9gfrlwsnlaKTAhG91+SiodTFi3m56vrqFOz86QLXdw5YzFdw0dyfTvzjMiiO/bNLwiRJvbcrhxTWnmfrpIQprnNfxUwzg8vovU5n+o2CKuEql0qu0/6sEJfevgCRJ+P0B5+mePXvo0qVL/Wv/ypsVRZERI0bQrVs3unXrRnJyMiEhIfWKnnFxcZSXlwNQXl5O/KW6CSqVCrPZTG1tLeXl5fVFcyAgAFdeXn7V9tra2quOEeTXQ2dUE5YaQmq0iaJaJ7d1TGLfQxncmD8H1bf34fX5yasOTITLDpegMoTwyaSO6EULzY12DL4qWsSbKbe62Z5Thc3jJ9yoQag8Ewgn/mp8QDuMgEbYskOFvDiiFR/e2YFvpnfjle8Ce+PFdS584o9ObIvTy7ZzlTgcdvB72ZRjw+2TcPlEDubV8uGdHYjBQoPDr/JZx3zmjWqMdtdrAWOx8c8oyrJpEmvm0YFNCdGpeXXDOca8v5d5m3N+/PGotND53sD/rUYFarsAbp+I0ytS7Qg8+ZZa3IiyfJkQZZRJS63zWp6Mr+8Kpcbh4eV1p7n380PkVzuua9+/dbqOaIRKc/mUqNIo6Dqi0TX1G5TcvwJDhw5l/PjxhIeHo9Pp6vf88vPzMZlMP3cqELC4q1atwmq1MnPmzH8qJR3k94HT46eg1sm5MjvdGkfWT5ahRjV2j59Hvj5G26RQhgv5CMcWAxDe8wV6NwmoDT/SrwHRKhc+h5fEI6+hyf4CzPE8fkcWM1fm8OU9XThTaqV9cgjRXw8ODKpQ8sNEqlUruadnI9afLKVrw0jOlVm5uV0iCWF6Hh3YlMi/y4jPq3Ey8aP9fDymIT3D0hjRMoyvj9egEARGZCRgVHgRtr2CEJKA0laEUXKA+cfiUKIuHIUsIwgCKoXA3d0bMKR1PLlVDsptHgRBINIUBj0fga4zA8mbhkiq7B6K61xUOTy8PiaD9SfKuLd3Q8INGjIbhPPVtC44PSLlNjcj5u1m2fSuRJu0yLL8s7WS1EoFD/ZPp1G0iZRIPSkRhuv62eZWOvhsb0BC5y9rT/Pm2IxAnZ0/AD/4Va53tNj1ltz/vfCz35rp06fTtWtXKisr6d69e320giRJ/PnPf/6XBwkJCaFz584cPXoUq9WK3+9HpVJRVlZGbGwgAzo2NpbS0lLi4uLw+/3YbDbCw8OJjY2lrKysvq/y8vL6c67UHh4eftUxgvwyvP6AXpgAhBt/1AurdfoY+vZOREnm1g6JvDiiFXqNCq1KiUBg1eD0igjRTQnED8tE1mXzxk2Z+GtEQk6+jNrSioQ2Y9EU7w0MZislVOnj2ZuaATLN483EGhUwfB7k7YKWI+uVkZ0ePxa3j7QoE2FGLZ1MWvySzLC2CYQbNJdF1fzgL5mxIp/Pxt1LY72Wpfd0xivB1weLGNQ0jMjO02DTs+D3Irceg6/9JITY1rjUEazKUXBjiJdosxafJDG5Rxp/WXuadSfKUCoENj3SK6Abpg+vH9Pu9vHs6pOsP1HGQ/3Tub1jMn2aRNXXfAkzaGgWa+bJb46z5WwFL4xoidvn52RFGd8Xr+aO5ncQqf+7qpr/QJRJy13dG1ynT/ly4kJ1aFUKPH6J9qnhAZ/SH4gmneOu2Zhciesluf974p9+czIyMhgwYAAGw49PSGlpaVeMfvh7ampqsFoDmclut5vdu3fTqFEjOnfuzIYNGwBYsWIF/fr1A6Bfv36sWLECCCgAdOnSBUEQ6NevH2vXrsXr9VJYWEheXh5t2rShdevW5OXlUVhYiNfrZe3atfTr1w9BEK46RpBfxsUqB33mbKH3nC1cqPxxi8QnSoiSTIhOxV3d0li48yJHC2pxuNwMahHDyns78cmkjlyQ4/DPPIx/+l488R0Jq9xPzJeD0R3/AtFegUcw4Br8NsS1Qe75GOraCzQr+JIkpYVkZQ1erwfi20LXGTi0MVTa3BRWO6hz+RjwxnbGLdjH/K0XkGR4cc0pxi/cx7lyG7L8gwNeIilcz1tj23J/v0boQiLoMS+bWpefKYsOMu/787y2OQ/ydsK5DZC7BfnQIh75toDh6w2cFhqx+GhdfX8/lGKpu+SPECUZj++nisWiBHVOL6Ik83rWORxe8SfFxAxaFeM6p/DkjU05mFdLr1e38fyKYpqGZrLkzJLLjq22e6iwuf8j6sjRJi1bH+/Dxod7MbZjcr2SQZAgv5Rfbb1bUVHBrFmzEEURWZa58cYb6du3L40bN+bhhx/mzTffpHnz5owePRoI5M08/vjjDBgwgNDQ0Ppko/T0dAYPHsyQIUNQKpU888wzKJWBJ+hnnnmGKVOmIIoio0aNIj09HYDHH3/8imME+WVsOVtZnwC56XR5vV5YuFHN3NvbIUkSn+/NJyFETQtFPpqdK8ht/RCvZJ2nUbSJPk1juH3RKb69rzs5ZTZ6JnfD3+c5lO5aCtMnonKJ+E2tiBu1GFP+Jvj2fhTmOFzpN1Pn8KEzC6hkN1FmHVa3j/e2XuBsmY0XR7aicbSJs+U28mscWN0+zlfYmdm3MTaPH5dPxOUV+e54Kb3TI+meoCDKthKroyuTuyaiV6sCq41yOxUWD1JCe5SCAmQJb2IXCk47OV1mY/u5Sj6c2AEZKKxxknWqjE/35PPxXR35aNdF2iWHE2XSgMcOagNc2s4KNah57da2vLf1PJ0bRhJ+hSx8tVJBp7QIGseYeD3rHAAH8up4QtuUWMOPK+1Km4dJn+znYqWDhXd1pFODiF81EkyrVhIfqofQX22IIH8QBFn+F0rj/QG45ZZbWL58+X/7Mn5TFNU4Gb9wH5IMn0/p/JP9fZ9f5MW1p3msWxghH/fE3mEG9xX0ZuvZgON9wcRMHvv6KEund0OvVuITJU4WW9h2ropok4ZhbRNAEDheVEeHRD1IItlFFto2SmT8gn3UOL1kPdwLjVLBuXI7d360H4Be6VFM7Z7M0iPlzBqQRoz7IrLWzNv7HWQ0jKVRtBmHx0+YQcPtH+zBqFPx8e3NKaqqo0Y20jIhDI9f4myZjRYJISQZJZTuOpAlrIKJEQuO45ckFk/pjFqpYPT7eyiscTHrxmbkVNhw+0WeG9aSokoLbf3ZKA58EPC3JHcGtb7+/siXfDU/h83tY9mhIv6WdY7hGfHc3SuaSKOeMF0gSvNgXg23zt9T/77fvaM9Jl0wMfJf5fTp0zRv3vy/fRn/M1zpfl5t7vxjeOqC/FskRRhYem83QCbafLm4ok+UqHX6mNm3MQp/LTVDFyBGNaedbGPr2Up0agUpEQZeHtUGBaAQBKpsXhpGmchIDkcG1AqB17LO8s3hYpZP78a4BQdx+yQyU6uZ3qcxf151guJaV32pX71aicsn0i4lnI72LXSOK0HNSISPB4IscdeUQ1QrjQx8YzteUeL54S2Z2a8xc78/T54NHl1dyNA28SgVSro1iiQ2RIvDK2KX1ISEJiEIAiHA0mldkZHRq5WcKbNRWOMCYMPJMoZnJJASYeBEiYVUjR3Fl7cF5GguboMHs+uNi8cvUnvJXxVhUqO+tNqutnvw+CUEID5Mj0GtpE/TGNokhhJiUJNg1l9WqjglwkBimJ5Si4txnVPQq4M6YUF+HwSNS5Cf5TK9sB9wWSi0iAx/7wAyMhsf7s3rJyNZefQoH0zowHcP9kSrUlBaayfWqEWrVjJ+wT5yqxw8PqgppXUuNpws5+tpXbC6/fXd/uBTsLp9RJu13NIukSiTlqJaFzFmLRsf7kmUYEEpQKWzJ+FaBZpdr4IYyCtR+J3k1+nqs+wPF9TSr1kMSWF6fKLMO+Pa8d62XGRZpk1S6CX/jEDWqTJu75RCjEmD2y8RZlBj1KqxuHwoBIEejaM4UWLhoQHpNI42oRAEnlyezZzB8RCaDLUXA7VjBCXVdg8yUFzrYsz7e1AqBFbd1530GDMWl5ftOZXM+uY47VPD+duYtigFgTHz91Bp96BSCOx8st9lxiUmRMfKmd0RJQmzTo0y6AMJ8jshaFyC/HJctRw4a8Hu8ZMUrscvSazJLkWUZCYvOsiuJ/oQTxUNj7+AlNwVe9jNPDWkOQoB1mSXkJEczuf7CrhQaeeF4S3pkBqGJEl8MrEdWacqmdqrEReqHKTHmiiscdIyIYSt5yoZ3sCP7pMB4HWgHbOKt7JDuK/zw5g8NjyxGehDo2kdamZERgJlFjcP9W+CXq0gIzkMo0bJC2tOs+FkIMKwW+MoGkUbGfzmDhxekZVHiln7QE8OF9SSFmmkZWIooXo1SRF67u3TkAiDlkqbG51aSYheHQjR1ajg7vVQfQGiGlNNCJMXHaBTWiRGjbK+qNie89Wkx5ixuf3M35qLxy+RV+XAJ0qoNSoiTRoq7R7MOhVXcqdc0cAHCfIbJ2hcgvxyZD+90kykx5holxLG+XI7M/o2ZuHOXEZmJKJCRPHtfXBxO4qLO6hNG83TK48EfDeTO7P0YAHtU8JoEhuC1e0jyqglxSwTs/sheunDkIr7Y04ZSLM4MxVWNztzqujXNAZdzlf1xbxCz3zFqE7P8tHxchy6B+mbmECUR0dxnY3M1HB6pUejQOK51adZf7Kcp25sUl/tUSFAYpgelUKBVq0kLlRH/+axaJQCZq2SaIUFn91Pqd/A7txA4bJP9+Sx7FARu57sh1qpIOKH6C91HJgDoau2KjvPDmvJkYI6eqZHUVjr5EiBhf4tAg56o1bJ6MwkKqxu+jWP5VB+LT3To/n07k4cKayjZULIZQmWQf53uF6S+xMmTOCJJ56gdevW9W379u1jxowZJCcn43K5iIqKYsqUKfTt2/d6v41fRNC4BPlZJEmmxuFFo1L8qLBrjCHefZ4lt6UgmKKpcsocLqzlzbHtaBRtZN2xi0w0JwXi3OPbsP5kOeXWQBb6+hOlTO3ZCBkZj19i2NxdeMVAPfq5A/5MGFasoS1YfLiC789U8sSNzSixuql1eolM7YEQkgheO76uD2JSqbk1MxmNUqDS5mH3+Wo6NYxAp1LwwppT/N/I5mw4FVBneDUrh82P9A448MP1WJxe/m/dKb6e1gW3T+LDHbnsya2hbwMNoZ/fQuWwzxj5eTFVdi9xITrevr0dNzSLxay/+k9Go1LyzKqjHC+2YNAo2fhwb7QqBVGXVh7hBi03tYnH7ZfoN2crkgwjMhL4y82tGdTy+udWBPnlnN6xhR1ffoqtugpzZBQ9b7uT5j2vbZL+T0juZ2Zm8v77AQmi06dPM3PmTHQ6HV27dr0u/f87BDdwg/wsORV27liwj6eWZ+O0W6iyOjhc7qPc3ILI+AZEhpgwapXcnJFI01gTdrePd3eVUt11NvLoRdD3T/RrFkO4Qc2fhjRjVIckZEnkwx0XkWXwST/6WUS/Fz4egtVmZU5WDocL6pi9/DgxZh2zlh+nShWDOHEd0swDnLIZ6PXaVgb8bRtWt48wvZIe6VFUWN28u/U8swY3QyN7eLR3EiF6FdN6pXGmzMoXe/PRq5Q8/PUxtpyt4mSJlQeWHGHV0RIe/voodo8I1eeRJBGHJyBx5Li0/delYQR6tQqb24f1CtpboiQjIHN/v8bM6NMIhYJ6w/IDhTVOfH6Joa0DKgAWpw8pGLD5m+D0ji1kfTAPW1UlyDK2qkqyPpjH6R1brqnfq0nud+jQgb/+9a/cdNNNDBs2jHXr1gGBlciECRN44IEHuPHGG3n00Uf5JUG9zZs3Z8aMGfWVg/9bBI1LkKvi9ol8c7iIxjEmZvROw+ryc9+SY9zy3l6Gzd1Jhc1DucXNhQo7Zq2KEKmOJJ2bVTO7s/KsC19KT+p0yXx3soKvpnWlpM5N79e28v6OiwxpEcmZMisfTshkQpdU5t7ejsjdfwFAJzmJvrQ91DoplHKrm4QwPQcLbXgVOhS732LtsWJ8oozDK3Ky2IZbhNkrjrPqaAkvjWxNSZ2LcpuX21vp2Ti5MdO6xOEXJUZ3SMKgVdZP7pIk1/s0jBoVSo0elGrCD77JV1M7cnunZN4d3x6X149Jp6bS5uHxpce4f8kRyq3uy+6XVqXg3fEduFBhZ9/FGkRJrtcVg4CyQKnVzRPLsumRHsW829vxyqg2hARDi38T7PjyU/zey3Xe/F4PO7789Jr6/Vck9z/++GNeffVVKioqgIDk/uzZs1m3bh1FRUUcOnToF43ZsmXL/7qMTNC4BLkiZRY3r2edpXd6FKMzk7h9wQFy6iQuVAbEJytsHtw+kfwaOy2jVUT6SjB/NYrQbyej81YzvF0K6y+4sAsGtp6tRJZlPt6dhyjJfLw7n6QII+EGDfO3X8Dq9pF1qhyx15OgDycqZylrp3dgw5SmPDekMX2aRPHnoS3IrXAgin44t54JGSEkR+hpGmsmMy2MV9efZW9uDd8cLuZ4sYXUCAM6YwgeUxKSKYEjZT7mbblAuFFLtcPLlJ5pbH2sD62TwnhjTAbvj2/P2gd6cKrESsld+xBveB6dOqAn9u3REkINGvyiyMZTZaw/Wc62c5Us2p132T0L0avYl1vDuhNl7MipYv62XDafqsB3KXrN7vHz6NfHOFJYx6zlx+mQGk5cqO4fb/1l/HBukF8fW3XVL2q/Vn5Nyf3fQvpi0OcS5CdYXT6e/CabbecqMWpV7L9Yg9XtZ9HuPN65ox1zvz9P/+axfHOoiJHtElFpVSg2PQMVpwCQ83bhbzKcpiF+whQu3rqtHWfKrNzUJp412aWMaBuPRpAQpYAy8UFqUSkELO3aIE8/hdfrJvTA2+j1URxnNMdLbAxvm8DtnZOQJB/SbUtoIHtZdndbLD4VLq9IxwYRfHeiDK1KQcMoI0qFgEmn5lSphQeWHKVvs2jeGdeeuxcdIL/ayaujWnOq1MqOnCqq7R5eG90WpQKaJEYiI7P+Yg0dUjVM7ZWGWhnQ88qpsJEQpkchgCRDxwYRl90zl0+kaZwZpUJAlGRaJYZgcf1Yb0WpEGgRH8KxIguNo02ofyasWJZlcqscvLUph8Gt4uiRHoU5uML5VTFHRgW2xK7Qfi2kp6fXy1H9q1yr5P6pU6do1Oja1JyvleDKJchliJKM2ycyqGUsSoXAmVIbYzKTEAQ4XWojPkzPwBax7L5Qzdwt51EqBHbk1OBvehMoVLg6P4i/4Q3olTJNz7yDacfL7Mut4oElR+nWKIp1D/TguUwP4V+NoEmUngdvSOfWDolM7dmQez8/wrlKJ/d+eYq9KVOxtr6LmYuP8n/rzvDit6cQZAHJY4c1D+Nf/yckScLu8aNSKhncKpash3ux6ZHeVDk8jP9oP1V2D2fL7Dw5uBnLDhWjUED+Jdn/7CILk3s0ZGzHZLo1jiI9xsz72y5y58L9nCyx0SktkmHzdtP7tW1kFwU08r45VMSmU+WsmNGdDQ/1okNqQKzSJ0oU1DiZ9/151maXsvmR3mx6pDepEQZubp9Ub0QiTVoWTOxI1sO9WDy1y0/8MX9PtcPLvZ8dYvWxEqZ/cRiry/+TY1w+kVqHFzG4urku9LztTlSayz8TlUZLz9vuvKZ+/9OS+2fOnOHdd9/ljjvuuOa+roXgyiVIPaIocaLEyrOrT9KrSTTrH+iJoAjUT9n4cG9K6lw8t/oks25sRm6lgw/vzESWoWWCGUHTmtr7c1h/zsqOrELu6ppKddy9dI7201ww4hUlZq84zvtjm9EiZz6UHMboLqPO6WFStzTGL9xHld3LB9tzuaNzCi0jILJ8K5smNuCTE356ppkItV9AUGlQxLehstU99J93CIdXZFT7RB4d2JRTxRY+3ZvP4YJAjfoKW6A2ybxx7emZHolerWRyjzRsbh9D2yRw/5IjjMiI5/nhLcmvdvLZ3kABvBfWnOL98R3qC2Z9e6yMfs3iGNU+iTHv7+H7MwEf0g/Rcy6viF+S689fk13CNzO60Tjmp0+80Wbtv5S3ohQEYkO05FTYMWqUqJSXJ8DUOb18uieP789U8uywFrRODA2KTF4jP0SFXe9osestuT9t2rT6elUZGRnccccdHDx4kJEjR+JyuYiMjOTpp5/+r0aKQVBbrJ4/vLaYtZSq6irGrazhXLmdB29Ip1ujSMqtLtKiTORVO6h2+FAKMLBlLCqFwNubz7NoTz6HHmpN5FfDKJ2wg01na4kya6i0etCoFYRqlUhAaqQJvVqJxelB57eQ4s/HGdECh6TCi4Yx7+9BIcCye7txIK+a1tFK0rLfxHDsY+QHj0PedoQV00AQkO/6jiJlMj3nHQMgIzmM+/s1pkNqOMcK63jk62O0TgxlUvcGPP/tKZbc0xlRlBFlMGqU2D1+Jny0n26NIrmpTQJJehGN3sjYBQcoqHEyNjOZh/qnM3PxESpsbhZMzKRZXAiiKFHt9CIgEGX6UdpflGSK61yMX7CPghon4zqnMOvGZj+Gbv+bVNk8HC2qo0msmfhQ3WXbaAU1Tnq9Gohiahhl5OtpXYgy/7z/5o9IUFvs+hLUFgvyy3BZYPVMtAndaZfYh2q7l05pEYz9IFBrZUqPNCwuH3nVDl67tQ3rjpUyoGUsKZEGvp7WBYXaj5TUhcUHS5j7/QUAvpjSmWiTBpnAVpRGJfD6xrOsO15G14YRPNS/Nfd9eJRmsSZeG92Wjfc0x6828eL6s3x3ooyUCAOrpszCUH4QwWuDkiOBa5VlnFX5GJpkMGtwU/ZeqGF630bYXD5eXnuaRwY05c3bMogL0VFY6+SLKZ05nF9HfJiOF749xUP9m9AsLpD8Oal7Awyyl0OLF1JdkM9H989GGRKBXqMixqxjwcRMREmqT5hUKhXEXGECVyoE4kK0fDWtC26fSKhec82GBQJhzP2bX7kWkU6lINqkpdLuISMlDE1QcyzIb4ygcQkSKPCo0GDe8xpP3JzJtD6dqHL86EB0ePy8MLgB1R4lKoVA9/RIKmweTpfa+Mva09zTqyEzO87AduRH57Uky/glmXCDhg+359KnWUy936Bb4yje2JRDpc0T+LM6UfvBqJSwuf20TAjh+eEteXNHCYN7f0EbSx76DpPAVopfHUpReGdW7sxjco+GDGoRh8snEWHQMLlnGucqrNz50QFUCoEtj/Vh8qKDnCq1EmHU8M649mSdLCMt0sCjA5pi9/gprrFTkH0Ur8vJqtkzmfjWQqJCAxN6hPFyqXyPT8ThFTHrlPVClD+gUV2Sqv8PEWXSsvaBHlhcPiJNmmA4c5DfHEHjEgR0oTD8LZwlZ/BEZuDzQoxZw0sjW1Jc42BSxxiKLB5e3ZRP57QIhrSOx+OXWXaoCICPd+UxoXMvpvVWYNRpiDRqiTJqGDp3J1se6cmB/FoEAeaMaYtflNGrFUSZtOzNrSEuRIdZr6XPnL0khetZPLUzJbVuZi0/zvkKO5/vK2Dng5kUS2qUPeaw9FAJn35ylqcGN2NvbjX3f3kEhSAwuUcaSkHgji4phOrV2Nw+ZKDCFshFsbh8GDRK7uzWgDEf7KVBpJEbmseQX17H8AnTyF79Fend+5Bn8RF1hWR5q8vHmuwSvjxQGNgybByJXv3f+/koFAIxITpiQoJbYUF+mwSNS5AApljKwo3GE4LgAAAgAElEQVRUW70IQqBS4g3NotEoY9mTW0NOhZ27ezQku6gOSQ481Q9sEUPWqQreGNOWLw8WsWh3Ho8MbMKItvEUFxWwZkoL1GoVGx/uiccvM+njg1yotDOlZxrdG0ey44k+CLIFp08KbCl5RY4V1NExLQLTpbrtGqUCWWviwUWHGNQylq5NE+nRPIkIoxq3TyI9xoRPlBmbmcTnewtQKwRWzOgGBLaO3hnXns/35jOqQxLhBjUXKu2UWty4fCLPDmvB1wcLMWhjmPTUX8g6V0ufqPAr3h6H18/sFScAuH/JEbY+1ue/alyCBPmtE/x1BAGgzuFlyf4CPtxxkRizlhUzurFw50VqnD4M6sAT/01v78QrSmw9W8lNbeJ5dlhLpvZsRKhezckSK3++qQVnyqyE2PMI33A7GKMoHPABIxeeZdXM7lyotAOw+XQF6TFmUiMkFGIZz33rZfeFasZ0SOTB/k3x+iVevbUN285VkpkaDnIgU/+NTTk0iTXxyaROVNk9PPlNNvf2bkT7lDCUCgU90qPwSTLnK+y8sOYUzw9viU6t4Ikbm2F1+zhSUEvnhpHc2TWVSpsHVDYeG66heUQqep2Owe3MVxWOVCkC+TO5VQ7aJgUiszx+EavLh16tDBbwChLkHwjGLgYBwOL2sut8NRAI4bW5/RRb3DSMMrHhZBl6taJeB8zu8dOtcSQKQeC2D/di8/jw+CXmfn+ejOQwfPn7oCYXCvejLz9MfKgenygxIiOBSKOG+/s1Rq0AjVKJTt+UM2U2dGoF47o04Ka5O+g9Zysnii2U1LqodXqpc/vo2zSaJVO78ProtoCMWafitVvbkhZlRBAEbpq7k8mLDvLI18eID9Ux7/Z2RBg1nC2389jSY2w9W8mDXx3DL8o8PDCVvh0Kmbn1To5W70SvkQjVa4g2665aOTLarGXJ1C5kPdyLuePaY9Ao2X6uilHv7WHu9+epdXiveF6QIH9UfjXjUlpayoQJExgyZAhDhw5l0aJFANTV1TFp0iQGDhzIpEmTsFgsQCAj+aWXXmLAgAEMGzaMkydP1ve1YsUKBg4cyMCBA1mxYkV9+4kTJxg2bBgDBgzgpZdeqpc8uNoYQa6M01IFHiePD2pKo2gj4zolE62X+b9+4QxsbGT5jO6E2S/w6cQMJnZN5W9j22J3i0iyzGeTO2HUqFiw8yIFNU5e+PY0dSkDQVCANgRNUlsaxxgRJZknBjVl6b1diTRqqHP6OJJfQ5RgY9f4ELbNbE2VzUOt04csw4aT5czok0aTGDMuj58ok5aNp8tw+SQW7y/gfIWdke/uYtR7u3F6RKzuQE5KSZ0LnyjzxqZzhOrVJIbqmTO6LWqFwMKJmWjVCo7mO2ke1pEvhixmYovJVFoV5FbasXt+mqj4A1V2D8+vOcXzq0/i8UlYXT6eXnmcghon72/P/dlzgwQpKytj+vTpDBw4kP79+/PSSy/h9Xo5ffo027Ztqz9u7ty5LFy48L94pdePX824KJVKZs2axbp16/jqq69YvHgx58+f54MPPqBr165kZWXRtWtXPvjgAwC2b99OXl4eWVlZvPjiizz33HNAwFDMmzePr7/+mqVLlzJv3rx6Y/Hcc8/x4osvkpWVRV5eHtu3bwe46hh/JLx+kfMVNpbsL6DM4v7ZY6ucIqE1R4hQeZh/RwZP9Ikn0n6eMF856XorSbZjmELCyYyWGNsxmbc25TDinZ1sOVsJMoToFDSKDtRK6Zkexbk6mZJJByi/cwe16hge7t+EaocXGVApBJQKBZ0bRdI9UYnqzCr0u+cQu3wMrRPNdEwNJz5Ux319GyJKMtvOVWLQqgnTq3igXzqpEXpGt0+mdWIoD/dvwm0dUwgzqpl3ezsGt4rj7dvaoVEp2Jtbg9Xlo6DGSXKEgXt6N+KG5rGUWT08sew4Xq+BWque6Z+eZvBbO3hzUw5W50+Vjn9gb241646XsutCNe9uOY9OraB3k2ggkGeiUyupcXhZm13K9nOV1Dl/vZVMpc3Ny2tPs2R/AbXXME5JnYsl+wu4WOUIZvlfwnGkgtJX9lM0awelr+zHcaTimvv8QXK/f//+ZGVlsWHDBpxOJ2+88cZPjMv/Er+acYmJialXAjWZTDRs2JDy8nI2b97MyJEjARg5ciSbNm0CqG8XBIGMjAysVisVFRXs3LmT7t27ExYWRmhoKN27d2fHjh1UVFRgt9vJyMhAEARGjhzJ5s2bL+vrH8f4I1Hj8HHT3J08tfw4Uz89SLXdc9VjQ40GQlPb0iISDLKDl78v4ZwYg1RXiCAoEXKyEOb3QHdsEXqVwJrsUiQZPtyRS0qkAZMavryjEdumNeXx/mmcr3RTLEVgUUbgkwQGv7WDiR8dYPXREgQBEsN1fLDtAh5NGAdjRpPd630snR/F4xe5uX0ifxrSnG3nqlidXcafVp5gw8kyTpTYeG71SVw+Ca8oIQNmnZJHB6QjCAGdr7+MbEWsWcvqoyW8emtARuOmtvH15ZMhUCjsru4NmPt9Dla3rz6bf/PpcmSunE9caXMTF6JDdalMZNdGkYToNcwa3Jxtj/fhq2ldiDZrWXaoiJmLD3PnR/s5WWK9Tp/k5Xh8Iq+uP8sHO3J5avlxLlTY/61+Km0ebv9wL08tP86IeTupCm7r4ThSQd3yHMS6wG9FrPNQtzznmg3M3r170Wq1jBo1Cgg8eM+ePZtly5bx2muvsW7dOkaMGFEvuX/+/HkmTJjADTfcwKefXpsi83+T/4jPpaioiNOnT9O2bVuqq6uJiYkBIDo6murqwD5/eXk5cXE/xoDGxcVRXl7+k/bY2Ngrtv9wPHDVMf5IyLKMTwxMlj5RQrrCvPlDITCzbEWoyUW9+FbiNz/IA13CMSokhOyvwG2BnX8Ddx3C9tcwqUTap4QBMCYzGZvbR51HIFLlJpUSwgUHapWC0fP38NiyY5RZ3PVjnymzoVerECV4dFAz5n1/nseXZpNX7cLe8EbsHonZK05w35IjnCqxcsnFQ8/0aB766ijN4kJ4e3MOA97YzrTPDnFjy3jcosSsb47T6eXNLN5fwKK9+RTVOTlaWEuUWcsL355iwc7c+if8pHA9fZtG4/aJnC2zMaFLKpFGDU/c2AyD5sqJiCuOlPDZ3nyWz+jG+od60qtJNJIk4/VLqJWK+sz5zNQw/jSkGY2iTTi9v842mdPnx6T7MQ7natf8z5CRcXkDuUwev8RV7OofCuuGPGTf5Ss42Sdh3ZB3Tf1eSXLfZDKRmJjI9OnTGTJkCKtWrWLIkCEAXLx4kYULF7J06VLeeecdfL6rr6h/y/zq0WIOh4MHHniA2bNnYzKZLntNEISrOlCvF/+JMX6LhBrUrJ7ZHa1aidcvorx0DywuLxerHJi1KpQKBVV2D210NjT75kPlGRSVZ4jtUYq3Og/h/CZoMRI5fRBCzgbkpkOIUrl5Z1wGJRYvO3MqGT5vF99M7wa6OHRaDZJHZk12KQDZRVZSI41M6t6AUoubab0bUlzrRCKgVxZm1PD6mLaXJmeB3Co7H0zowKlSK2Mzk3H7JKrsHqJMGkxaFY1ijLy77TwAxbUuRFmmqNbFSyNb8acVx/n+TAVv3paBze0nXK9h6aFCzpTZ+O5EGYNbxRNu0BCqD/z97dY2fLo7j9s6JDCjd0NCDBqM2iv/HLqkRbDxVBnTPjvI3NvbY45VUVzr4pGlx9h/sYYZfRoyrnMqC3depNzq4b3x7Ykxa67Y17UiyzC0dTyNok0khOoIN/5740QatSye2oUl+wsY3jaBMGMw2u2HFcu/2v5r0bt3bzQaDREREURERFBdXX3Zg/TvhV/VuPh8Ph544AGGDRvGwIEDAYiMjKSiooKYmBgqKiqIiAjIlsfGxlJWVlZ/bllZGbGxscTGxrJ///769vLycjp16nTV439ujD8SBo2KSJOGQW/uwOLyMa5zCrOHNONkiZXD+XXkVTtw+0Qm90jDFdIAZdObUJ5aBVozLn0spuRQUGpgw2y4ez3S4Fe5aBUIc4loag7xzEaBkyXW+nyUC1VOpn9xkkEtYnlsYFPuX3KEpnFmPH6Rbo0iqXF4CdGq0JmVFNe5CNGraB5n5pb3diMI8OU9XWifEo7XL9EhNZxpnx2kyu5lzui2GDUKvnuwJ5U2D7MHN+f1rHO8eVtbHl+azZ7calIiDMwf3x5BEJiz4Syrj5XSPiWMF0e2okVCKEcLan/yhJ8QYWTWTT8t4HQlosxaRmQk0iktghCdihKLG5vHz/6LNQDsya2hVWIYa48Hvo/zt13g1VHXrm57JSKMWn5wjySFG4gy/XvGRakQaBxj4s83tbiOV/f7RhmmvaIhUYaqwWMHlQ6Uv3zKbNy48U8k9+12O6WlpSgVCpBF8HtBEfiO/qPcvt//+wwW+dW2xWRZ5k9/+hMNGzZk0qRJ9e39+vVj5cqVAKxcuZIbbrjhsnZZljl69Chms5mYmBh69OjBzp07sVgsWCwWdu7cSY8ePYiJicFkMnH06FFkWb5iX/84xh+FaruHwhonfkmu9xMcK6zD5RWptHloFGOkqNbJLe2TmPjRfvJr3Cypa07Z3QdwTN3L6TolksaEOPMg4j3bqFFEUCxFUiEaoeYioacW8+H4DOaMbsMnkzpyrLCOLw8U4vZJrDpWikohs+SeztzWKZnR7+9h1/kq+jaNwXdpf+y9LReYt/l8fd6LLMOJYiuvbjjLx7vzqHP6OJhfR161kzlZZ1l3opzZ32QTYdIQe0nzKyXCyMnSQGBHQY0Tk1aNQa0k61Rga/RwQR12j5+pnx7klvZJaFQKSi0uimtd1Dj+9SfRKruHyYsO8PTKE4yYt4uiWhe9X92CTq1gcKs4NEoFIzMSSIkw0DI+hMVTO3Nv70Y4vL+s/sYvIdqsJbNBBHGhuqAS8nUkZFADBPXl91NQC4R0UUB1Dnht/1a/Xbt2xeVy1c9JoijyyiuvcPPNNxMVEYqjqgQqToLPdc3v4bfEr7ZyOXToEKtWraJJkyaMGDECgEceeYR77rmHhx56iGXLlpGQkMCbb74JBJaC27ZtY8CAAej1el5++WUAwsLCmDFjBrfeeisAM2fOJCwssOf/7LPP8tRTT+F2u+nVqxe9evUCuOoYfwRqHV7+tOIE60+W0TE1nAUTM3lp7WmevLEpJq2KHo2jyK208frotogyfHp3Jy5UOnj6uwKeBga1jOXlIQ2oFfT8besFYs06nL46Pth+mIZRRr6Y3IFiYwpj3tvHja3i6JIWQYg+ktQIAw6PD51aSUyonuFzd7J8Rnfm39EBhULg2dUnmdwjjTXZpYzvksrFagedGkRwrMiCSiHQv3kMr2edxekVmdKjIQ2jjORVO7i1QxLrT5RxpsKOWiHQMNpAuc2DIMDbt7Xj7c05jOqQxIniOo4W1vH4oKbM35rLsLbxnLrkVFcoYNHuPN7anMPAFrFM6NKAVokCYYZ//tQvyz/6JvyXnEB+SWbP+WqeHtqcZ25qgUopcKHCzocTMxk9fw/FdS5mD2nOnV1T0AWz+H83GNsF/LTWDXmIdR6UYVpC+kRiTLkUnCH+e74PQRB45513eP7553n33XeRJInevXvzyCOP4Kwq5IP57zJiypNMu/va6sb81ghK7l/if0Vyv8Lmpvsr39c78zc+3AtJlokxa/FJcmCy9EmMfGcXTo/IgomZNI42Me3zQ5TUuVgwMZNIk5Yah4d1x8sYk5nEPZ8eIrfKAcC2x3tzscrJ40uzqbR7GNcxmRYJIYxpqUdx+ltkQxTe5G50fuMIn0zqyO0f7sUnysSH6nh6aAtmLj7MCyNa0iohlMeWHmN4RgKSLDO4VTxPLT9OkxgTt3RIxOWVSAzXY3X5eHfrBR68oTGRJi0Wp49osxar24fV7UOSIC3aSNbJcqrsHm7rmIxMIFjh410XSY00kZEcxtj392C7lIvy9bSuNIgyXFHh+B+RZZn8GieL9xYwoGUsu85Xsf9iDX++qQWpkQYMmh+NR065jQFvBMLh2yaF8vGkTj8Rvwzyn+WaJfdFHzgqA8trUwwor7NvSvRCzcVA/xFpoPrntX7+mwQl9//AGNRKnhrSnPe2XGBEuwQqbB7MWhXVDi+j5++heXwIt3ZIou5STsfa46U8NiCdv45qjVmn5vO9eQxoEccdC/bh8Ut4/SJPDm7G0ytPMDYzERDIr3by4cQO1Dl9pMeYcHp8KA/MRbnjNQDk8av49v7uWJw+PpiQyepjJUzr1ZDdF6oY2CIWo0aFSikwpWcab2zMYWS7BMxaFRO6pBJh1JASYawXnKywuunSMAJRgr5ztvLWbe34NruEUyVWHh/UlKhQLTV2L/2aRaNTeXGJtYTrI7C5BBxekZVHi6m0ubmjSyrzt12gT5NoDBoFhr9bUdjcPqwuP0oFhBk06P5Ovl6UZIwa5aVyxwocbj9pUUbMOtVlhgUCems3tozlSGEdTw5uhlkX/Hn97lGqwRwf+P/XCAxSaiCi4Y9j/Q8R/Pb/j6FUKhjRNp6BzWNRCAIyMmqlgi8PFFDr9HGssI7/u6U1DSINWN1+7uyayoG8GlokhOLxi6guSckLAtzSJorp7Q2YzCpWTe8MgoJR8/dSanETqlfz6d2dWH84h9FtIhGim/54EZKEQa3EFKZCkiE9JiDRcjC/ll5NokmLMjJ83i62P96XpnFmksL1fLGvgLc3ByLBvpjSGbNOyb7caga0jKWjEMFne/PRKBUYNUrmbwtU6pOBXk2i+cva0wzPiOP2HioSTNGU21wkh4UypWdDvtxfQK8m0aREGpjYLRUBCNGpMfxdZNiBizXcveggGqWCtQ/0ID3WXP9ald3DgL9tx+bx89zwloxqn4gkyYReYUst0qTllVFt8Polwgzqy4p7Bfkd82tHm/6PGZUfCBqX/yFqHB7e3nye4RkJfLAtl1OlVl4f05Zwg5qR7RJRCGDUqtEoFXx4ZyZ2j5+vDxQws186+3NreGX9Gfo1i8Hi8rF8RnfSfBfQf9IFZBnpjnXYwlsFciIAr1/CrFVwh2sJ6m3V1HSdhf6efSgqTlKoacyb355iUvc0zFolN7aK56GvjpJdZGHd8TK+e7Anjw9qilIJkUYNOpUS99/lF1hcPqLMWqodXiINGnyixLA2CSBDSqQRrUqBxy/RIiGEvEvbdftz6xjUXoPH7+ftdW7en5BJg0gjswY3x+X1Y3H5UQoCUSYtCsXlk8XWc5WB9yRKnCix1BsXr9sFbjsTu6bw5cEitpyp4Nb2ifWGRZJkvKJ02UonzKChxuHF45fQqIIFvIL8xpFEkKVApJpwfR+Ggsbld4goybi8fvQaFUqFgNsXUOd1ev0khuswapQ0jzdj0Cr5W9ZZejWJpsbpZXznVCpsbjaeLufL/YVM79OIcZ1TcXtFnl9zikqbh0/35HNXtwZ4fX60BdsBgbr+c3Abk9CoBZZM7cyyQ0UMb5tAuGBDXXWa7K5/4+lvSujWKIJhbW9g2aEiqh1ewgxqtCoFkiyTEKYnu8iCTq1Ao1QwtHU8aoVAoTUQuTWhSypGjZJwo4aGUUaMaiVjM5MpqnPj8vgJM2oIN2pYtDuPDQ/1wur2EaZXs/xwEekxJh4YkMi2ko8Y13QypZY8/KJITm0OMfoYzpT4Gb9wH2admtX3dScp3HDZ/bynV0OOF1kI0QcCHgBcNiv7V31DwYmj3DzhHm5u1wmFQlWfC2N1+dh0upysU+U8OqAJjWNMCIJAUY0Ti8uHKMvEBeutBPktI/nBWQ3OWgiJB405EP1ynQiu238H1Dm9fH+mgpVHiqm2e9h9oYoZXxxm29kKqu1uXlt/lseXZSNJMi3jQ3D5RPZerCEtysiD/ZuQU2Hnw+0XUSoEYs06nll1klOlVh5beoyKS3Xaf9DJSo8xUef08ejS48gtb6Zu2EKORw4i36nhQqWDMouLoloXi/flYdIoqMu4h9nrizlZYuXDHXkYNCr8osTrY9oiyjKny2ws2p3Hs8NasOjujnw5tUsgeu2bbLyizLwtObh8IiPf2UlCmI5ujSLZn1eDSing8omsOFyER5SwuX08/+0pPtmdx9C5O/CJEpU2D6M6JPPx3e1pFCcxtc1U9uf4WDixI9+dLMFi17CndD9fHyzEJwbUCLKLAuHLflGizOLmRLEFk1bFgomZvHVbO6IvOfndDjsHv/2GiosX2PHxu1wsrsKsV9Un5Hr9Iq98d4b1J8qYufgw1XYvbp9IUZ2LYfN2MnzeLvbk/vGUIYL8jpAksJaA3wV1+YF8m+tIcOXyO+BEsYW7PwmU7v3+0d5M/uQgXlFi94Vqtj3eh1s6JGJz+citdqIUBP686hgXKh3suVDNxod7seJIMb2bRHMov5b2KeE0jTVzttxGRnIYpRY3C3fk8s4d7ZncowEhOjUrjhTzwsiW2DQmXKmRrMzK4ZvDxfRoHMULI1ry3YkyFALc3z8dTYOedMov4GyZjZl9GqFTKXhsYBMqbB7USiUapcDN7ZMot7ppFhtC/ze2YXP7efCGxigFgXt6NqTa7uXePo1pEhvCwDe2I8mw9WwlHRuEM6xtAk9+k828ce1JjzGRU2GnTVIY58rtNIw24vGLWFx+TNpYVh8u5eb2SYz7cB9lVjchehWf3tOEu3uEs+VsJeEGDe1TwpFlGavbx4C/bcPm8TOuUzKzh7aoTwgFUGt1GELDcFrqiElvTqVLRCGATxS5WOUk62QZ741vz5yss9zXNx3HJbmXUourXu7maGEdIzISf/HnXef0YnP7+f/27jMwimpt4Ph/tmeT7Kb3kISAhBIIgUBCqAlFIIHQRERElIsCgljvVa+or6LYUREvWNArFrAAShEwlNBCDYZeUkghhfS2fef9sBBFQAVCMXd+n8jZ3Zlzdpc8mTnnPI9aKftLK9okkqsiCCBXg80EShcc9c6bjhRc/gbOz3Pc3zMMBIEWnlpOldYR6O7EydI6Jn26h3ljo+gW6oFdFGnjqyPrbD3uWiXOagU/PtQTo8VGXkUDZquNxZNiqDFYEAR47adjLLi7CwcLqtmdU8HkXmF8n1GA0WLDu6sauUxoTOey7VQZgiDg46pmcq9QTBaRM7VWYsI8GN+9BRuOlnLHwp1M7tWSIZF+zF17jPt7tmTCJ7uw2uysmN6T5dN6oFHKqaw3s+XEWf71/UEA3h7bCSelvPEXs8lqI7alJwqZwNtjozCYrbw7rjM2u0hZnYnP008z0S0UAYETJTWEeTqzPaucmDBPzOe2sFusIu5qd3xdtfz0cC+sdhEQ+WxHLqFeWsZ0DeKT7bkcPlPjSG75m1Wgzno37p77DoaGBmpFFc46PR7OakpqjI5l3GYb/noNyx6IY/bKQ2w6fpbYlh68PTaKlKgAqgwWpvRuecWfdYPZyqc7cpn380mC3J34fmoP6dZaM3D27FlefvllDh48iE6nw9PTk6effpqwsLArOs6ECRN48skniYyMvPZOyZXg1dox7yKTX1X2gT8iBZe/gegW7swdFUlrH1ecFSKf3dOZvPI6Ar31TPxkD6IIPx0qprTGRICbhmn9WvKvwW2w2UUEwMtVhbKhjFa+RiyijC/31JESHciHadn0bOWNDJi19AAAOWX1vDaqE3tzKxj2/nbmpHRgRkIrFqZlMbVPK+QCfDSxKxsOl7DuUAkV9WYWbc1m6QOxvL7uOAAvrT5C/3a+7D1dyaD2DbTxdWVQez/e+fkEP2YW0cJDy7IH4iitPds4xgaTDVeNnE8ndWVvdjl3xYZSWmdGrZTj46rmy915PPfDYR5ObM2IzoE8l9weGSIvrj5KkJsTXUM8eKB3SxQyWDollu/2F5LcyQ8/VxfUSgXF1fUMe38bHloVi++NwWYXmdw7jJyyep4a0hZ3rWPFjtlqo6LeQr3JioeLKz4envj8wWcjlwlsObcgID27ApkgMGdEJHZRxPUqqlMazDbWHXakkSmoNFBnsv7h+SVNKzMzk9TUVKqrq9Hr9SQmJtKx47Wl8jmfcj8lJYW3334bgGPHjlFeXn7FwaXJyZXXbbWaNOfyN+DurGJopD+BbhqqjCJ2u51gnQKFTIa7VoW/XsP47iGcqTKQW95ASY2JqV/sp9+bW3hzwwnUdjOe347E7cOueO6bx7C2Lqw9VMyJ0jr25VWikMsa08S4aZX46jS8t/EUVQ0WZnyVwYjOgax9uDc6jZLMgmrsosjCtGyiW7gxNiaYUE8ttUYrMSGO+vM9W3mhlAvMTGxFkLsTfdt407+dD7vO5eLKq2igqNrAmC5BTOwRyj96hTGwvS8CIsHuzgztFIjRamfJzlw+2ppNVYOFxAhfOgToWXOwiKoGS+Py4XWHS/h4ey6VDRbaBujoEupBa19X/jU4ghbuWqoNVgxmG1tPnkUhkzFvbBRz1hxl/qZTVNVbeH10J1qfm4wHOFtnpu8bm0h8awvL9uRj+V2dEw9nJSumx/PEoDZ8PSUWnUbBM0Pb4qtT88SgNmiUcpzViqsKLAA6JwXPDGmLv17D8KgA9E7Nc5nqrSgzM5Mff/yxsV5UdXU1P/74I5mZmdd03PT0dBQKBePGjWtsi4iIoEuXLrz66qskJSWRnJzcmHJ/165dTJgwgZkzZ3L77bfz2GOP8Ud73adMmcKxY8cAR4mR+fPnA/DOO++wbNmya+r7tZCuXP4GKupMZBZW89OhYr7ek0+PcE/eH9+ZI2dqmJHQihYeWnLK6pnSpyXP/3CEPrd5caLEkQcp9WgJTyaGQtkJAGTH1+AbM51uoR6YLDYC3Jz4cpcjnXxOWT3dwzwRBJHbO/jx3f5COge702Cy8u3+QhamOfaXfDc1js1P9OXLXafpFOzG5/d3w26Hd8Z1xmC2oVHJeWv9CQLcnHBVKzlypoZQL2deGRnJaz8dp1+EN7VGK1uO59NgtuLlrsVstTP4nW3UGK08l9yOweYZ1BoAACAASURBVB38aB+gJyPfkSNMKYdXR0VSWmvCZLUhiiIxoR6cKKnD29Vx+06lkFHVYMFqM6OUC7y27jipR0t4Nqkd/dv6cLy4lhUHzvDzUUd9js4t3Enq6EdZnRl3rRKFXEZxtbFxWfTu3Arujg25YL+KUi4n1N3KXZ0rUatkqJX+3BnTguSOAWhVigvS4V8NpVxOTKgHKx+KR62QoXeSdvjfKKmpqRelt7dYLKSmpl7T1culUu4DrF+/nmPHjrFy5UoqKysZPXo0Xbt2BeDIkSOsXr0aHx8fxo0bx759+xof+72uXbuyb98+AgMDkcvlZGRkALB3715eeOGFq+73tZKCyy2upMaAyWJHBvRv58PUPuGUN5h5efUxxnULRi5zTE63DXBFAP41uA0FFQZWz+zF7JWHGdbJH0Euh853Q9ZG6Pc0MqUam2gnuVMAQ97ditFiJ7usntlJ7ahqcFRTfGzgbcxMbM2p0jq+2JWH7Td/OJmtdsYu3El+pYEJ3VvQ1l9HSa2R1346xmMDb2NJeh6rDzrmaRZO6EIrHxe+3VdAqKeW98dHo5ILyGQCD3y+D4PFRmSgnoHtfakxOibF006UkdDGhxdWHQHgbJ2JV0ZEkjx/Oza7iE6jYPXMnkSHaZkUH4pGIcdityOKMHDeFmoMVtY/0ptv9xUA8NpPx/nhoXgeH9SGtJNn+XSHYy6zU7Ab72/KZtPxUt66oxPtA3T46zV8MrErGflVjOkSfFEafqu1jhMnXqCk9EcEQUGPuM04a/wvm67/aqiVcnyU0h6ZG+1y5dCvV5n0ffv2MXToUORyOV5eXsTExHDw4EFcXFzo2LFjY5r9iIgICgsLLxtcunTpwueff05QUBB9+/Zl+/btGAwGCgsLadnyyuf9mooUXG5hVrudqgYLC9OyeahvK77em49eo+Lexbvx02sYGxNM6pESPtyWQ3QLN968oxOTFu8ht7yBIHcnPp0Uw8dbc4gNc8c1ZjrKqAmgD6YWF4LdZZisIjEh7hw6U8ODfcIZ/O5WjGY7C+6OptZoQykX+M/mLB7oG04bX1d89Wr8dBpCPJ1RKeREBbuR0NaHzcfPEuHnyutjOrLleCmhno59JDLBUQK4tMbIk4MiePybXyipMTE7qR31Zivz7+rMruwK7o4LQS0XGNTOl5zyeqb0bolSIUMpF7DYRAL0GuRy8HJRUVJjItDdidPlBvIr6wn3dia/wsiitGzGx7bg7u4hLNicRa3RSvsAHYfP1JDcyR8nlRxXjZI+rb35+dE+KOUCogifbM8B4MVVR3h5ZCSrM4voHuZYGHGpJf+iaMVsKWv8t91+Y2t9SK4fvV5/yUCi1+uv6bitW7e+KOX+n/l92n2b7fLLhCMjIzl06BDBwcH06NGDyspKli1bdsmrpRtJCi63MLtd5Lt9hXy/v5DpfVuxKC2b7mEetPDQ8vLISKoNFpYfKAQcKeaVchlF1Y6cXCU1RqoaLIR5u6CQyzli8CPUKxyNXERTlk2mwQcnlZwXUyKRyxw1SWoMjiuHjUdLmZkYjh2BuaM7snh7DjO+zCAhwochHfyx2ux8fn83BOBESS3p2eX8e8Uh7okLOTepLqNXa2/cnJVUGcz4uGrYmVXGyOhAqg0W7HaRV9YcI7+ygRYeWs5UGgj30vLPwRGYrXZkAhjNNtbN6s3Jkjoig/So5QLfPdiDrLN1BLlrmbh4N4VVBrY+2Y9xH+7GZheZvfIwK6fHs/pgEXqNgk8ndcNstTv2zJhtjttMWlXjDvvSGiPeLmrO1plIiPBh9S9FDOnoT/J727DaRTYeK+Xz+7vj5fLrMjKl0o12bV8jJ3c+7m6xKJX/e7WCmqvExER+/PHHC26NKZXKay7ZERsby1tvvcXSpUsZO3Ys4JjQ1+l0rF27lhEjRlBdXc3evXt58sknyc7OvqLjq1Qq/P39+emnn5g+fTqVlZW8+uqr3HfffdfU72slBZdbkN0uIghQ1WAh+NxVgFopw0+n4Y31x/nsvm4s25fP2Vozk3u1dJT+beeLUiawaEIXluzK446uwWhVcvROCn4+Woq/XsORM9UMaOePTN+SQ1mFfLk7j1dHdSRAr6FLiDvh3s6OfGM9QsgsrEGvUWK12TlcWIPBYmP1wSIm9wpDq5JTV2uixmgh3NulcanyF7vymNwrDJkoYrBYCVBpUMjAV6fBy1XF1CX7cVEruC8+lLhwT9b/WMLp8gaeHtKWCZ/sJrGdH2qFQGJbX5QKgQajFa1Kznf78jlSVMvUvuG0DXBl2pL9+Os1vDM2CkGAzsFu7D1dSfsAHQq5wKeTYmjh4YxcJlBWa2Lyf/eSfbaOT+6NIbqFO7UmK6pzV0af3ReDyWrHx1VNWZ0ZmeBYAWa1i6jkMmSXWPuv0QQQ0eYlhCZOlyG5uc7PqzT1ajFBEJg/fz4vv/wyH374IWq1msDAQJ5++mnq6+sZPnw4giDwxBNP4O3t/afB5YEHHkChcPzqjoqK4t1336VLly6kp6ej0Wjo0qULxcXFl72NdqNIKffPuVVS7pfVmViw6RTuzioSI3yoNztSu4R7O25F1ZusuDkpya80cOeidCb2COHuWEdCRo1ChijA6sxiDhZWMSEulA/TsvlHr5akZ5eTEhVIeYOZY0U1fLojl38Pbcczyw+SXVbP00Mi6BLigb9ew/ZTZ3niW8f+kxXTeqBRyXnhxyN0DXFnZHQgFptj3iPtxFl6t/Fm7ppjrDhwhru6t2BSj1D0TkqmfbGf8nozr4/uyObjpUzsEUq1wYJCJuPbffmMj3WknVEpZezNreDhr3+he5hjn4hCJqBRydmdXY5WreCuD3cBkNjWh6l9WqLSVOMs92LUB+m4qBR8NSUWs9WOSiHDarfj5aJuXK21P6+SkQt2EO7tzKIJXTBa7Ly0+iidgvXc1a0FvV/fDMDEuBB6tPJi5YFCxncP4VBhNcOjAvDTO92Mr4GkiVxzyn3JBaSU+39T1Q1mFqVl88n2XAB8dWriw705kFeJ3S4S4a9jdeYZxnQN5ky1gW+nxuGiVqCSy5j25T7evTOaU6W19GvjzeAOfiCKTOndkqNFNaR0DsRqs5NXXk+NwcI/erVEIRMa67Qs3ZPP4A5+bD1xloNnari3RyiDO/jh6qTks+05zEnpQI3BDCI89f1BXFRy5o7uSEWdiScGtWFq33CMFjtnqg1k5Fex93QlAF/uziMp0p/HvvmFtBNl6DQKlk+Pp85oxclQi8xuZ8fJMtoH6Jid3I7s0lqiQzzQqhVEh3hQWW9Gce5KIthdS4inMxVGMxX1JuyiSEGVgf/uzOWZoZcu1xvk5kSAXsPUvuHsyCpnzcFidmaXszO7nGGdAvByUVFWZybC35VANyfWHCzml/xqZie1lQKLRHINpOByiyitNZJZUM2IzoEoZAL/2ZKFm5OK/Ip6OrdwJ8RLjckCQzoGYBfhoS8dyw2dVXJWTI8nI6+aj7Zm81BCa7acKKWdv44AnRpBgPVHSnj+hyN8dl8MDWYbOWX19G3jjZNKwbBO/uzMqmBGQmvkMhlvbjjB5/d3J7OginEfptPWT8e88W2oNlXgo9OxaEsu+84Fjg1HSujVyovPd+Zyb3wYG44UsGhrNp/e2w1nlZwGi41erb2RywQKKhwlXMO8nBEAd2cleUY1i7bn0C/Chwf6tOKbvfl8uvM0mx7vjVatwMNZhZNSxoZHe3OmykiIh5bcsgZmLT1KW38diyZ05cEl+xjTNfiy76uPTsPKh+IxW+18u6+QCH9XdmaXo1XJ8XBWsXpmL4wWG3onJXKZwM+P9qHGYCHYQwosEsm1kILLLcJmE1mdWcSag0U83L8162b1xkkpQyGXsSe3ggA3Fe+mZrFsbz7/va9bY56tbmEeFFYZSOroz9COAXy8LZsxXYJxUgpYZfWkHj/D5uOOHeSHz9SQeqyUnVnlWO0ijw9sQ6dgNwa190erkiGKIpN7hbEru4yVB84wvV8rhnXyp9Zcwr92TmdS+0n0jUjgv+mnUcgE2vnrWHmgkHvjw3g39SQdgxzlp7/YdZq1D/fCLoJCJiDI4L27OvPzkRLiwr2Ys+YowzoF0C3MlWeTHFccn2zP5eNtOfRq7YEdx4Sq3S7ipFLw7d4Clu0rYGJcKFtOlFJYZaCwysCs/q1Z/0hvPC9RW0UURc5UGdl7uoKYUA8C3bWMjA6kot7EyOhAPJ3VeLioUMkvXPJbbbDw0qqTyGTw2qhOeLne2pUBJZJb1XULLk899RSbN2/G09OTVatWAVBVVcUjjzxCYWEhgYGBzJs3D71ejyiKzJkzhy1btqDRaJg7d27jMrrly5fzwQcfADB16lRGjBgBwKFDh3jqqacwGo306dOHZ555BkEQLnuOW51NFFme4Vj5teloKQPb+bIkPY9x3VqwK6eCqGA3MvIcVwxL9+bz4T1dKKk10WCyEerlxL8GR5D45hZMVjs//lLEksndyTqbT0I7V04W+6KQCQzp4M9bGxybKX10atQKga6hHthtdmpMVnq/vompfcJJjg2hrb+O3bmVDHh7K11C9DwzeC4PbZnIuhGDSXuiHwaLjQ82Z7H+cDEdAnU82CccpVxGdIg7ZXUmlHIZ+05XEuSuIbe8gZZezgyPCmTMwp2crTWx8VgpaU/049W1xyisNvDG6E5MiGtBiSEXmSBj8fYcTpXWMSOhFWNjgjlYWEVkoA6NUsae3Ep8XNV4u6ovm9ixrM5EyvvbOVtnwl+v4YeHeuKnd5RHfnXtcdy1SmYnt8PT5dfgYreLzN94qrG+S3pOOUkdA67nxy6RNFvXbbnLyJEj+eijjy5oW7RoEXFxcaxfv564uDgWLVoEQFpaGrm5uaxfv54XX3yR559/HnAEo/nz57Ns2TK++eYb5s+f37gO/fnnn+fFF19k/fr15ObmkpaW9ofnuNU5KeXEh3vS1t+Vfye146nvD1JrsmITRab3a8VXu/J4Zmhb2gfoGNLBj/mbshi7MJ1Jn+7hZEkdgiA0pnBRK2QcLqzGSxXKaxn/pn3EPh653Y+ztUY+u68bH4yP5s6YFpwqrcPLWUUrH2fWZBZhs8P8TVnszinDX+/Esr35AOw7XY1W7s7AkEEIgg0ByDpbx6T4UN4fH81tvjoEAcrqzdw+L427PtzFpzty2XS8lEeWOVLrj/xgJyqFQAsPx+o3T2cVcpnAkaJqZie149mVh3h8WSYBzi0orHSk1/9iVx6vrD3Gqswinry9La19XbDaRL55MI4P7o5G8QffXrsItSbHFVCt0YqISI3BymPLfiHt5FlW/nKGasOFu7FlMoG+bbwb38O2from/pQlkv8d1y24xMTEXHTFkJqaSkpKCuDIgfPzzz9f0C4IAlFRUdTU1FBaWsq2bduIj4/Hzc0NvV5PfHw8W7dupbS0lLq6OqKiohAEgZSUFFJTU//wHLcyk8WGi1rBe+M688nEGF5bd4w9uZV8sSsPu11kx6lyFmzJ5qOtOTwxqA3xrdy5t2cArX1c6B7mQfsAPZ9sy+arf8Ty1OAI3ryjE+9uPElehZG58fMY1WY4LgodAe4aAt3UdAjUU9VgZmd2OaIIh85UcVecL6GeWqKC3egcokMplzG5ZxiCALEtPQjUeTOj45MMeWsf//jvHjoGunHHwp3cu3gP/915GrsI9SZrY1bjomojrholHQJ1xLfyZOuT/UCEN8Z0ZMn93Vg5vSeny+pY9kAPdudUsCOrnL2nK1m+v/iClCeezipyyxt4afURZILAx9tyGPOfnXy0NQfFHxQ2ctcqWToljjtjgvl6SizuWiVOKjlDIh27noPcnS6ZqiW+lRfbnuzHlif6EuQuzbtIJFfrhs65lJeX4+PjyPHq7e1NebmjmFJJSUljqgMAPz8/SkpKLmr39fW9ZPv55//ROW5VpTVG3tpwAptd5J+3R6BWyohu4U5GXhWeziqcVAra+LmilAtsO1XGuG7BKGUKnBQCi+6JotpgparBytI9BezIKufdOzuzeHsOt7f3IzrQlZNlBp774TALxndGpbBTUW9Gq5Iz8+sDTIoPRSaD19ed5D8TI3hlrA9ymZyc8ioyck2MjQmiX4Q3VpvIq2tOEhvuyV2xIXyyLYeKelNjDq6jxTWIomOyflrfcAoqDTwxqA31Jivermo8z21CLKo28MCn+1h8bwyjPthOcY2JhAhvZvW/DY1ChrdOTbcwD/x0GlbP7ElBpQGtSs7kz/byUIKj/svqmT0przfj46q+ZB3781QKOZ2C3egYpG9MSqmUwz1xoYyMDkKluLBWSp3RSo3RgkwQ8NWrUcql9CuSpnOplPsqlYoRI0bQv39/AAYNGsTw4cOZNm0aADNmzCA5ORm9Xs+0adMIDg7GYDDg5eXF5MmT6dev380c0p+6aRP6giA0/qf/O5/jWlTWm/l+fwFf73Hcfmrp7YxWKadHuCfDowKpMphRywW8XFSkPtYXq82OXRSpM1tRypwoqTFRVm+mc7CW98Z1Zv6mUxw9U83D/kbMK7/CnOlNfb8RfHB3NDUGK//8LoOTpXWEezvzzp1RbDlehgyBuSM78kFqHg/2DWXu2hOsOZjDtw/GMfidbbw4vAOvrDnKmWojK385w7cPxrE68wzuWhUzE1qRkV/Fw4mteWn1EZ5Lbs/4rgHUNJgoraqnTaAbLupfs/r66TR8NqkbNlHkbJ0ZgF/yq/FzVbP5iX4cLaoh2F2Lk0pOWz8dzko5NSYr3zwYh5NSztZTZYyMDrqi+ia///zdtCrcLhGUduWUM/m/e9Eo5Kx9uBehXs5X85FK/uaKileSnfUGRlMRGrU/LcMfx99v+DUd83Ip91NTU9m/fz/9+/ensrISrVbLgQMHGl+XkZHB7Nmzyc7OpmvXrixcuBBw7DWZPn06Go2GuLi4a+rb9XRDtxh7enpSWurISFtaWoqHhyN1hq+vL8XFxY3PKy4uxtfX96L2kpKSS7aff/4fneNWYLFYqK2tpa6ujmqDmdyyOkI8f/0lFuSuJcJfh0oh5/Z30qg1WFmwJYv/W3UEm83O2IXpTPtiP7llDezJrWT2D4fYl1uBRimjja8LSR39ifeSUzFpInUrVmDcvAlTnSMFv5eLitxyx56W3PIG3JxUZORX0mCx4umsorWvK1uOV+CsVuHloj53RWSh2mChxbksAR7OKvzdnFgypSMVlgJSuqm5r5c/Ty8/SHGNkap6Ayc2rCR93rPoK7LRCHYMFiulNcZzxckE/N2ccFYpWHh3F4ZG+vPJxK7Yq0zM+Go/kz7dw5B3t1FWZ0ImEwj0cEKnUbD/dCUPf32A2Jae1+VzsdtF1h0uRhTBYLFxpKjmupxHcmsrKl7JsWPPYDSdAUSMpjMcO/YMRcUrr+m4l0u5HxcX15jBOCMjg379+lFRUYEoiuTn56PRaPD29r7oeG3btmXatGksWbLkmvp1vd3Q4JKQkMCKFSsAWLFiRWPOnvPtoihy4MABXF1d8fHxoWfPnmzbto3q6mqqq6vZtm0bPXv2xMfHBxcXFw4cOIAoipc81u/PcSsoKChg3rx5fPjhhzSYLDipFQS4afh6Siyf39+NM1UGvFzVVDaYCXJzoqLezCfbc1lzsJgFW7JIbOuDwWLDzUnJmeoGHh/YBi8XDRX1Fg4X1dK/rS8VqNDdeSfKoCA0sx7nx+xaiquNaJQy3h8fTVy4J+/f1Rmz1c7PR0t56vtDbDpxlpMldXQKduOubsHMv6sz3q4qBrT14fv9hbwxuiNf3h/DV//ozsLNpzhRdZDxP41i+MpknF3P8lC/Viy8uyvOdiP7VyylorCADYveo67BxM9HShj63jbmrD5MSU0d4KhP07+dL6/2DCdgYwFWrdCYE63GaMFmFzldfZqXd71ErXia2yN9+e/93Qhwuz5zIDKZwNS+rbjN14XYlh50DXW/LueR3Nqys97Abjdc0Ga3G8jOeuOajnu5lPsdOnTg5MmTmM1mMjIyiIqKIiwsjKysLDIyMujcufNlj9m+ffsrzkF2o12322KPPvoou3fvprKykt69ezNjxgymTJnCrFmz+PbbbwkICGDevHkA9OnThy1btjBgwACcnJx4+eWXAXBzc2PatGmMHj0agOnTp+Pm5thL8dxzzzUuRe7duze9e/cGuOw5bjar1cqePXsQRZHuvROw2kSKqgy09nFlV045GflVpGeXM6iDHwF6DXd0DSLUyxlBAFGENr6u9L7Ni3t7hOLuomRIhwAGvL0Fu+go8FVUbWT6F/tJ6RzA1AcfRrjzXow6HWODzLhrVVjtsP5wMd3DPPj5SAlt/R0roUI9tZwoqWPxjlySO3hhFxR8tD2XaX3CeSklknqTBYPRSEm1EY1KydS+rViRu71xXJmlx6DWDY1ShpNWjbt/IJVFhQS3j8SInFfWHONsrYmlewu5t2cAvjqXxtcqrCJ2LyXrir7jtTsS+Xx7GUmd/FAoLDy4YQY5NTl8f+p71o1ah5ez30Xv6dWqMVjYlVPB/rxK7u0Riq9OQ6inli//EYtcEHB3lmqo/C8ymoquqP1aqVQqWrVqxZEjRzhw4ACTJ08mPz+fjIwMjhw5QnR09GVf+3fI2nXdgstbb711yfbPPvvsojZBEHjuuecu+fzRo0c3BpffioyMbNw/81vu7u6XPMfNplAo6NWrF15+AWwukvPht1t4f1xnFHKBk6V1OCnlLLk/ltMVdbRwd2Z0l2COl9Ty3YM9qGww08bXlZJaI0VVRnyMavz0Gs5/vVr5uPD8j4cx2+ws21vAlN7hzN5axPPJ7qRnlZNVVs/zye3o3dobX72GEm8XlAoZSydG4apzZuR/duKklKNX2PHVK3jnzijsdpFZSw/wS34174+PZv6WHDRKGR/f05Xh4SM5VXUShUxFlEcv7lt+lGFRgfh4ezH2+bmYjQbUTs7Y1CoGtvfh0x153ObrAjIzoig2zoOoAl1w9Qki+5cs1uauoWurWDqF3olSYUOndgQ/tVyNrIkTRFY2mPnHf/cCcLSohnfHdUanUV6Q/Vjyv0ej9j93S+zi9mvxRyn3o6Oj2bNnD/X19ej1eqKioliyZAlHjx5tzKB8KUeOHCE8PPya+nW9STv0b5CyWhPpRTYiWndEyChEFOG/6aepaDDzny2Oy1sXjYJ9uZVUNJiZNzaKIHctR4trUMtlmK12Nh0rZf6mLAQBNj7ahy8mdzu3e9+JUdFBfLErj963eeGqlvPaqI5kFlRyX88wGsw2FHKBH38pYsPREhIjfIgNccN96nic/vVvlt8ZgZu/N7aaChRqDWqFnAazFWeVguIaI7NXHuLTSTFoVXI8XdTY7Br+1fU5ssvqeX1NLnNHdcT13MS9s5s7zvx6W2lav5aMjw1AFMz4uDpdMMEu0yjQalx4pMsj/JD1A+H6cHQqHTq1jrf7vs2e4j108OqAu7ppb1PJZQIywbEXxlmtkGp9SwBoGf44x449c8GtMZnMiZbhj1/TcS+Xcr+uro7o6Gjmzp1Lt27dAGjTpg2//PIL5eXl3HbbbZc83rFjx1iwYAFz5sy5pn5db1JwuQHqTVaW7s1j/sYsrHY7qY/2Ye2hYuLDvfD9zconL2c1DWYbxdVGcsrqeeDzfXw/LZ6jZ6rxclE3zkuIIhRUGbCLIuO7hWCxm5jaN5jp/VohCHCipI7WPs50dBcoPJRBq7YR1NrVbDjqWK6deqwUq9gO/f3/oPb1uXhPuBvtsOEQ4I9G5QgSWpWCp4e2JTbck9t8XHHXqhr3hchlAt4uOnRqZxaM98BVo0CluHjpbnm9ic3HKwhycyIyyOuydeW9nLy4r8OFtSe8td4MaTnkmt738joTcplw0eowd62KFdPjOVpUQ2JbX1yust69pHk5vyqsqVeL/VHK/bCwMPLz83nggQcAxx0OT09P/P39kf1mH9fevXtJSUnBYDDg6enJv//971t6pRhIKfcbNWXKfYPZStW53d9KuYx1h4oprDLQp403kxbv4adzecMAbHaRgkqDI429k4L3N53inrhQPticxZYTZ1k4oQuuajlBblqUChlvrD+Or05DZJAes9WOu1ZFqKeWaqMJbxctt7+TRlWDhdQHO7P2/x7BVF9PYNsOtJv0GBuOV/DZjlwmxIUwKjqI/KIKQpzAy8sNF/dfd6ObrCaqTFXYsaNX6dEqtVf1Pny8LZsXVx0F4MN7ujCgXdPNm/yZvIoGpn+xH72TgrfHRuF9mTQxkuZNSrnftK4k5b50R+A6OFlaR69XN3HPx7vJLKjmmRWHWLA5i/WHS/h6SnfcnJQIgsCT32YybP52fPUafHQqXlp1lDBPZ7xcVKgVMu6ObUHXEHe6hbqDsRqZ1cgdXYIorDLw0JcZHCqs5nhRDZUNFlLeT8dis1NzLqiJog1TQwMAdeVn0YoWRBEW3dOVkZ0DWXmgkIlfHqTvxwfZkl9/Qf/z6/IZ8v0Qbv/udg6VHbrq98EuXvrf15soiizcnMXBwmq2nSonPbvixp1cIpEA0m2x6+J81mGDxdaY7wscq7o6BjnmDw6fqWbTuWzFH6VlMbVvKzoHu9Hl3DLYF4e3xy6CxSZSb7SQXmRh8fZTzL+rMw1mK93DPLizWwtEER7/5gA2u4hcEFg4oQsrMs7g5OxC0iP/4sSOrbS5fSRaF2dGtBGpK81Bow7CWf3rR69VX3hLK/NsJma7Y5PjloItdPPvdlXvw6joQDQKGVq1gm6hN26/kSAIJLT14YvdeagVMtr5SznCJJIbTQou18HYmGC2nyqj2mChta8LX07uTnm9mR6tft0E6O2ixk+nobjGSGtfHe5aFZPiQ3l9/XGMFjs9Wnny/A+HiQn14LVRHXl6+WGsdpE7FqazYkpXVColJhvIFDKigt15sE84FrudynozzwyNwFfnhEHXjW0mH5ZuL2dWu0q2vPMiAK269yBl8iONLT0JUQAAEUVJREFUu+Gjgt0u6H+vwF5E+0RjsBq4q+1dfzreSmMlaQVpyAQZPQN74q5xBEgPZzUT4kKb7o29At3CPNj+z37IZTLctdKcikRyo0nBpQlVG8xsP1XGgfxqXh3VEY1ShruzGv9LVDT0dlXzw0PxmG12ZIKAXRQRBUg7UcZDCa34eGsORoudrSfLaDDbiG3pwbZT5QS4OaFSKVGplVTVmPFykvP8sPZU1pvo+eom6s023LTKxjon7QLd+XhHHr5BESg1TliMBvw7RKNRyBgceekllt5ab+b1m4coing4/fkVR2peKi/sfAGAub3mMrTl0Gt7I5uAq0Z52QUEEonk+pOCyzWy2u2IomPivqzWzLQvHOkcss/WMW9s1GVfJwgCBVUGxvxnJwKwfHo8rX1ceCmlAwfyKxkZHcirPx0nws8VZ7WcZ5PaU2+y4qxWoFGr0GtVuGt/3ZdhsYko5DIEwYabRomAgFzuSIK5Ylo8arnIxLc+wGaxItM4odP+8Z6O81cf9SYrDWYbrhoFGuWlkzn+dk2ItD5EIpGAFFyuSXm9if9szsJgsTEr8TbUClnjjnqdRolM9sdJM7edLMN2bqZ7V3Y5kYF6et3mRadgNxBFkjsFIJcJKOUCdyzc2Vh/ZPs/E9D/bgGXp4uaNTN6YrbbqTZYOb+dRK2U43M+KDhfWfqUqgYzn+7IZUVGIU/eHkG/CG+clBd/ZfqH9EcmyFDIFMQHxl/ROSQSSfMkrRa7BpuOlvLh1hyWpOfxxe7TeLqqWDk9nrfu6MTTQ9siCLA7p5ynv8/kaH4ZNeVlF/xlP7pLEFHBbnQJcW+seKhWyFErZJw8W8eWE2dRymUo5HIGd3As4+0UpEd9iSpZcpmAUiHjzkXppLy/nUe+zqCy3nxN46s32Zj380lyyxscxcsM1ks+z13jzqjbRjG81fDGKx6JRAITJkxg69atF7R9+umnTJgw4YJaU4MGDWLBggWNP8+YMYP169eza9cuunTpQkpKCoMGDWL8+PFs2rTphvX/WkhXLtfgt4kUQzyccVIq6Bjk1lhLvrjawF0f7sJqF9l8/CwLB/vQUi7H2c298fUfT+yKIAh4/CafVdG51wEcPVPD7OR2PHl7BA8ltEKtkF+2rrvFLlJSYwLgWEkdFrv9msanUsho7ePiWFrd2gvVH5V+lEiage+KK3glu4hCk4VAtZKnWvozyu/qVzomJSWxZs0aevXq1di2Zs0aevfu3azT7YMUXK5J+wA9q2b0xGS1E+59cf0PQRBwUsqpNVnROSmxWS6+kvC8RD4r6282hZisjjkdD2fVBQHoUlw1CuaOjGTlgTM8OuC2a14l5e2q5st/dKfB7KiUeak6KBJJc/FdcQWPH8/HcO7/X4HJwuPHHbWWrjbADBo0iHnz5mE2m1GpVBQUFFBaWkpcXBxvvOHItnw+3X5aWhqiKFJQUNCYbv/3mY9/m25fCi7NmF6rRK/VX/ZxT2cVq2b2ZG9OOTFBLrgprGj1bpd9/nlBbk785+5oTpXWMTamBerLTKT/nk6jZGR0EIMj/XFRK5D/yZzPXyHtbJf8r3glu6gxsJxnsIu8kl101cHFzc2Njh07kpaWRv/+/VmzZg2DBw8mMjLygnT7MTEx5Ofnk5WVxZEjR/403f7HH398Vf25kaTgch0p5DJCPJ0vKAj2V+i1Km7vcHWZWFUKmXT7SiK5CoUmyxW1/1VDhw5lzZo19O/fn9WrVzNnzpxmn24fpAn9W5rZasNivbZ5E4lE8tcEqi99G/ly7X9VYmIiO3fu5PDhwxiNRjp06ABcOt3+/v37/7RQ2N8h3T5IweWWVVpr5KnvDzL3p6OU1zkm6e12kazSOp75/iDp2eU0mC+9eksikVy5p1r64/S7W8lOMoGnWl5bPRdnZ2e6d+/O008/zdChv24wjo6OZunSpURERAC/ptsvKir603T748ePv6Y+3QjSbbFb1Idp2Xy3vxCAzi0cS5XL601MXLybgkoDS/fms/Wf/dCqpI9QImkK5+dVmnK12HlJSUlMnz79giKKnTt3brbp9qEZB5e0tDTmzJmD3W5nzJgxTJky5WZ36YqEe/9aDjjIzbFjUiYI6DRKwICTUo5MuPYJe4lE8qtRfh5NEkx+r3///hw/fvyCNk9Pz4vaPv/88wt+7t69O/v27Wvy/twIzTK42Gw2/u///o/Fixfj6+vL6NGjSUhIoFWrVje7a3/Z7R38iPDXoVXJ8T9XUMzTRc3iSTHszConqoUbnlKtd4lEcotqlsElMzOTkJAQgoODAcdqjdTU1L9VcHHTqoi6xL4SX52GlM6BN6FHEolE8tc1ywn9kpIS/Px+rXro6+tLSUnJTeyRRCK5Wf4uS3dvdVf6PjbL4CKRSCQAGo2G8vJyKcBcI1EUKS8vR6P565uqm+VtMV9fX4qLixt/LikpwdfX9yb2SCKR3AxBQUEUFBRw9uzZm92Vvz2NRkNQUNBffn6zDC6RkZHk5uaSn5+Pr68vq1ev5s0337zZ3ZJIJDeYUqkkLCzsZnfjf1KzDC4KhYLZs2czefJkbDYbo0aNonXr1je7WxKJRPI/o1kGF4A+ffrQp0+fm90NiUQi+Z8kTehLJBKJpMk12yuXK1VYWMjIkSNvdjckEonkb6WwsPCS7YIordGTSCQSSROTbotJJBKJpMlJwUUikUgkTU4KLhKJRCJpclJwkUgkEkmTk4KLRCKRSJqcFFwkEolE0uSk4PI389RTTxEXF0dSUlJjW1VVFZMmTWLgwIFMmjSJ6upqwJHJ9KWXXmLAgAEkJydz+PDhxtcsX76cgQMHMnDgQJYvX37Dx/FHioqKmDBhAkOGDGHo0KF89tlnQPMap8lkYvTo0QwbNoyhQ4fy7rvvApCfn8+YMWMYMGAAs2bNwmw2A2A2m5k1axYDBgxgzJgxFBQUNB5r4cKFDBgwgEGDBrF169abMp4/YrPZSElJaSzn2xzHmJCQQHJyMsOHD2/cL9ecvq9XRZT8rezevVs8dOiQOHTo0Ma2V199VVy4cKEoiqK4cOFC8bXXXhNFURQ3b94s3n///aLdbhczMjLE0aNHi6IoipWVlWJCQoJYWVkpVlVViQkJCWJVVdWNH8xllJSUiIcOHRJFURRra2vFgQMHiidPnmxW47Tb7WJdXZ0oiqJoNpvF0aNHixkZGeLMmTPFVatWiaIois8++6z4xRdfiKIoikuWLBGfffZZURRFcdWqVeLDDz8siqIonjx5UkxOThZNJpOYl5cnJiYmilar9SaM6PI++eQT8dFHHxWnTJkiiqLYLMfYr18/sby8/IK25vR9vRrSlcvfTExMDHq9/oK21NRUUlJSAEhJSeHnn3++oF0QBKKioqipqaG0tJRt27YRHx+Pm5sber2e+Pj4W+qvQR8fH9q3bw+Ai4sLLVu2pKSkpFmNUxAEnJ2dAbBarVitVgRBID09nUGDBgEwYsQIUlNTAdi4cSMjRowAYNCgQezcuRNRFElNTWXo0KGoVCqCg4MJCQkhMzPz5gzqEoqLi9m8eTOjR48GHH+1N7cxXk5z+r5eDSm4NAPl5eX4+PgA4O3tTXl5OXBxRU4/Pz9KSkr+VpU6CwoKOHr0KJ06dWp247TZbAwfPpwePXrQo0cPgoOD0el0KBSOrEznxwGOMfr7+wOOrN+urq5UVlbe8mN8+eWXeeKJJ5DJHL9qKisrm90Yz7v//vsZOXIkS5cuBZr3/8u/Qsot1swIgoAgCDe7G02ivr6emTNn8vTTT+Pi4nLBY81hnHK5nJUrV1JTU8P06dPJzs6+2V1qUps2bcLDw4MOHTqwa9eum92d6+qrr77C19eX8vJyJk2aRMuWLS94vDl8X6+UdOXSDHh6elJaWgpAaWkpHh4ewMUVOYuLi/H19f1bVOq0WCzMnDmT5ORkBg4cCDTPcQLodDq6d+/OgQMHqKmpwWq1Ar+OAxxjLCoqAhy30Wpra3F3d7+lx7h//342btxIQkICjz76KOnp6cyZM6dZjfG88/3x9PRkwIABZGZmNtvv618lBZdmICEhgRUrVgCwYsUKEhMTL2gXRZEDBw7g6uqKj48PPXv2ZNu2bVRXV1NdXc22bdvo2bPnzRzCBURR5JlnnqFly5ZMmjSpsb05jbOiooKamhoAjEYjO3bsIDw8nO7du7Nu3TrAsXIoISEBcIzx/OqhdevWERsbiyAIJCQksHr1asxmM/n5+eTm5tKxY8ebM6jfeeyxx0hLS2Pjxo289dZbxMbG8uabbzarMQI0NDRQV1fX+O/t27fTunXrZvV9vSo3cTGB5Co88sgjYnx8vNiuXTuxV69e4rJly8SKigrxnnvuEQcMGCBOnDhRrKysFEXRsSLp+eefFxMTE8WkpCQxMzOz8TjffPON2L9/f7F///7it99+e7OGc0l79uwRb7vtNjEpKUkcNmyYOGzYMHHz5s3NapxHjx4Vhw8fLiYlJYlDhw4V33vvPVEURTEvL08cNWqU2L9/f3HGjBmiyWQSRVEUjUajOGPGDLF///7iqFGjxLy8vMZjLViwQExMTBQHDhwobt68+aaM58+kp6c3rhZrbmPMy8sTk5OTxeTkZHHIkCHiggULRFEUm9X39WpIKfclEolE0uSk22ISiUQiaXJScJFIJBJJk5OCi0QikUianBRcJBKJRNLkpOAikUgkkiYnBReJ5CqVlZXx2GOPkZiYyMiRIxk7diwbNmz4S6/t3LnzRW1fffVV476Iv8pqtRIbG8sbb7xxRa+TSK43Kf2LRHIVRFFk+vTppKSk8OabbwJQWFjIxo0bL3qu1WptzKX1R8aNG3fF/di+fTuhoaH89NNPPPbYY5dMMWKz2ZDL5Vd8bInkWkhXLhLJVUhPT0epVF4QEAIDA5kwYQIA33//PQ8++CD33HMP995771865nvvvcfHH39MVlZWYxZhcCTvTE5OvuRrVq9ezT333IO/vz8ZGRmN7QkJCbz++uuMGDGCn376iW3btjF27FhGjBjBzJkzqa+vB2D+/PmMGjWKpKQknn32WaRtb5KmIgUXieQqnDx5knbt2v3hc44cOcK7777LkiVLrujY4eHhWCwW8vPzAVizZg2DBw++6Hkmk4kdO3aQkJBAUlISq1evvuBxNzc3li9fTlxcHB988AGLFy9m+fLldOjQgcWLFwNw9913891337Fq1SqMRiObNm26or5KJJcjBReJpAm88MILDBs2jFGjRjW2na/NcTUGDx7M2rVrAVi7di1Dhgy56DmbNm2ie/fuaDQaBg4cyM8//4zNZmt8/PxrfvnlF06dOsW4ceMYPnw4K1as4MyZMwDs2rWLMWPGkJycTHp6OqdOnbqq/kokvyfNuUgkV6F169asX7++8efnnnuOioqKC25nOTk5XfXxhwwZwsMPP8yAAQMQBIHQ0NCLnrN69Wr27dvXmPixqqqK9PR04uPjLzi/KIrEx8fz1ltvXfB6k8nECy+8wHfffYe/vz/vvfceJpPpqvsskfyWdOUikVyF2NhYTCYTX375ZWOb0WhssuO3aNECmUzGggULLnlLrK6ujr1797J582Y2btzIxo0bmT17NqtWrbrouVFRUezfv5/Tp08Djsy9OTk5jYHE3d2d+vr6xkzFEklTkK5cJJKrIAgC77//Pq+88gofffQRHh4eODk58fjjj/+l1xsMBnr37t34829LC5w3ZMgQXnvttcYywL+1YcMGYmNjUalUjW2JiYm8/vrrmM3mC57r4eHBK6+8wqOPPtr42KxZswgLC2PMmDEkJSXh5eVFZGTkX+q7RPJXSFmRJRKJRNLkpNtiEolEImlyUnCRSCQSSZOTgotEIpFImpwUXCQSiUTS5KTgIpFIJJImJwUXiUQikTQ5KbhIJBKJpMn9PwKjmT3OJCdcAAAAAElFTkSuQmCC\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": 82,
"metadata": {},
"outputs": [],
"source": [
"df[\"new_home\"] = df[\"Sale Type\"].apply(lambda x: 1 if x == \"New\" else 0)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"new_variables.extend([\"partial_sale\", \"abnormal_sale\", \"new_home\"])"
]
},
{
"cell_type": "code",
"execution_count": 84,
"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": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"partial_sale 233\n",
"abnormal_sale 189\n",
"new_home 227\n",
"dtype: int64"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"partial_sale\", \"abnormal_sale\", \"new_home\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"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": 86,
"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": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Pave 2886\n",
"Grvl 12\n",
"Name: Street, dtype: int64"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Street\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"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": 89,
"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": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"46"
]
},
"execution_count": 90,
"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": 91,
"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": 92,
"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": 93,
"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": 94,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEGCAYAAACpXNjrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3iTVfvHP0nadG862FtkFCsis4AWy66UjQOFF8SBAqKgqICvAq5XxVccoL7+HIgMKShbiyyZyihbVqGMJh1p05WkSc7vj0NbCm0p0FKQ87muXH1y8jznnLTNc+ec+76/t0YIIVAoFAqFogLRVvUEFAqFQvHPQxkXhUKhUFQ4yrgoFAqFosJRxkWhUCgUFY4yLgqFQqGocFyqegI3C23btqVmzZpVPQ2FQqG4pTh79izbt2+/rF0ZlwvUrFmTJUuWVPU0FAqF4paif//+JbarbTGFQqFQVDjKuCgUCoWiwlHGRaFQKBQVjvK5lEF+fj5nzpzBYrFU9VQUl+Du7k6tWrVwdXWt6qkoFIoSUMalDM6cOYOPjw/16tVDo9FU9XQUFxBCkJaWxpkzZ6hfv35VT0ehUJSA2hYrA4vFQlBQkDIsNxkajYagoCC1olQobmLUyuUKKMNyc6L+LopLEUKQkmUlLcdGiI8bQd5uVT2l2xplXBQKxT+ClCwrfT7ejDHLSrdmobw7sCX+nvqqntZti9oWUygU/whsDifGLCsAB86ZsdmdpZ6rylhVPsq4KAoxm83Mmzev8PmZM2fo06fPVffz8ccf89VXX13VNa+++irHjh0DICoqivT09Mvmo1CUhY+7C9NimnFvvQD+OzSCAK/LIwntDieHz5t5+acE/jyVjiXfUQUzvT1QxuUWQgiB01n6t7HrxWw2M3/+/ErrvyxmzJhBo0aNbpr5KG49/Dz0PNy2Dl881pqIOgG46nSXnZOea2PoF9tY8OcZHp67ncy8/CqY6e2BMi43OWfOnKF79+5MmjSJPn368OmnnzJgwABiYmL473//W3je0qVLiYmJ4cEHH2TixIkApKen89xzzzFgwAAGDBjAX3/9BciVxeTJkxk2bBhdu3bl22+/BeD999/n9OnT9O3bl3feeafYPB555BEOHTpU+Pyhhx7i8OHDpc778OHDDBkyhG7durFw4UIAtm/fzpNPPll4zhtvvFGo5zZs2DD27dtXrI+y5qNQlISbiw5/Tz06bckBH1o0+HnIFY23uwsqLKTyUA79W4BTp07xzjvvkJ2dzZo1a1i8eDFCCJ5++ml27tyJv78/n332GfPnzycwMJCMjAxArgYef/xxWrduzblz5xg5ciSrVq0C4OTJk3z77bdkZ2fTs2dPHnroIV544QWOHj3KsmXLAGnYChg4cCBLlizh1Vdf5eTJk1itVu68885S53zkyBEWLlxIbm4u/fr1o0uXLlf9vi+dj0JxvVTzcePH0e3YcTKdVnUCqKYiyioNZVxuAWrUqEFERATvvPMOf/zxB7GxsQDk5uaSmJiIxWKhR48eBAYGAuDv7w/Ali1bCv0YANnZ2eTk5ADQpUsX9Ho9gYGBBAYGkpaWVuYcevTowaeffsqkSZP46aefSlVCLaBr1664u7vj7u5O27Zt2bdvHz4+Ptf8O1AoKorqfh70jVDlNSobZVxuATw9PQHpcxk9ejRDhw4t9vp3331X4nVOp5OFCxfi5nb5tzO9vihEU6fTYbfby5yDh4cHHTp0ID4+nlWrVl2xPEFJeSg6na6Yz8hqtZbZh0KhuHVRPpdbiMjISH766afC1YfBYCAtLY127dqxevVqTCYTQOG2WGRkZDHDc7HPpCS8vLwK+y6JQYMGMX36dMLDw/Hz8yuzr/j4eKxWKyaTiR07dhAeHk7NmjU5fvw4NpsNs9nM1q1br2s+CoXi5kWtXG4hIiMjOX78eOHKxdPTk/fee4/GjRvz1FNPMWzYMLRaLc2aNePtt9/m1Vdf5Y033iAmJgaHw0Hr1q154403Su0/ICCAVq1a0adPHzp16sQjjzxS7PUWLVrg7e19xS0xgCZNmvDYY49hMpl45plnCA0NBeT2Wp8+fahVqxbNmjUrs49L5/PSSy9dcVyFQnFzoBEqmwiQ1dQu3eo5dOgQTZs2raIZ3XwYDAYee+wxVq1ahVZb9Yte9fdRKKqeku6doLbFFOVk6dKlDB48mPHjx98UhkWhUNzcqG0xRbmIjY0tjFIr4KeffirMkSmgVatWTJs27UZOTaFQ3IRUmnE5ceIEzz//fOHzpKQkxo4dS2xsLM8//zxnz56lZs2azJo1Cz8/P4QQzJgxgw0bNuDu7s7bb79N8+bNAYiLi+Ozzz4D4Omnn6Zfv34A7N+/n8mTJ2OxWOjSpQuvvvoqGo2GjIyMEsdQVCwFyZkKhUJxKZW2v9GgQQOWLVvGsmXLWLJkCR4eHkRHRzN37lzat2/P2rVrad++PXPnzgVg48aNJCYmsnbtWt58801ef/11QEY+zZ49m4ULF7Jo0SJmz55NZmYmAK+//jpvvvkma9euJTExkY0bNwKUOoZCoVAobgw3ZPN869at1K5dm5o1axIfH1+4vRIbG8tvv/0GUNiu0WiIiIjAbDZjNBrZvHkzHTt2xN/fHz8/Pzp27MimTZswGo1kZ2cTERGBRqMhNjaW+Pj4Yn1dOoZCoVAobgw3xLisWLGiUF03LS2NkJAQAIKDgwszww0GA2FhYYXXhIWFYTAYLmsPDQ0tsb3g/LLGUCgUCsWNodKNi81mY926dfTo0eOy1zQaTaVXFLwRY1QmGzdupHv37oVbigqFQnErUOnGZePGjTRv3pxq1aoBEBQUhNFoBMBoNBbqYYWGhpKcnFx4XXJyMqGhoZe1GwyGEtsLzi9rjFsNh8PBG2+8wZdffsmKFStYvnx5Ma0whUKhuFmpdOOyYsUKevfuXfg8KiqKpUuXAjJ3omvXrsXahRDs2bMHHx8fQkJCiIyMZPPmzWRmZpKZmcnmzZuJjIwkJCQEb29v9uzZgxCixL4uHaOyWbr7LB3fXkf9l1fQ8e11LN199rr6S0hIoG7dutSuXRu9Xk/v3r0L/UoKhUJxM1OpeS65ubls2bKlmOTI6NGjGT9+PIsXL6ZGjRrMmjULkCq9GzZsIDo6Gg8PD2bOnAlIhd9nnnmGgQMHAjBmzJhC1d9p06YVhiJ37tyZzp07lzlGZbJ091kmL9lH3oXKdmcz8pi8RNYnib372hRYS/I3JSQkXP9kFQqFopKpVOPi6enJ9u3bi7UFBATwzTffXHauRqMpNflu4MCBhcblYsLDw1m+fPll7aWNUZm8t+ZIoWEpIC/fwXtrjlyzcVEoFIpbFaXjUUGcy8i7qvbyUJq/SaFQKG52lHGpIGr4e1xVe3kIDw8nMTGRpKQkbDYbK1asICoq6pr7UygUihuFMi4VxMTuTfBw1RVr83DVMbF7k2vu08XFhalTpzJq1Ch69epFz549ady48fVOVaFQKCodJVxZQRT4Vd5bc4RzGXnU8PdgYvcm1+1v6dKlyzXVn1coFIqqRBmXCiT27prKea9QKBSobTGFQqFQVALKuCgUCoWiwlHGRaFQKBQVjjIuCoVCoahwlHFRKBQKRYWjjMtNzuTJk2nfvn1hPRyFQqG4FVDG5Sanf//+fPnll1U9DYWiELvDidMpqnoaipscZVwqkoSF8GELeN1f/kxYeN1d3nvvvfj5+VXA5BSK68dotvBq3D4+WX+M9BxbVU9HcROjkigrioSF8MtYyL8gVJmZJJ8DtBxcdfNSKCoIu8PJ+2uPsODPMwDcUyeADo2qVfGsFDcrauVSUcS/UWRYCsjPk+2KW588E2QZ5M/bFK1GQ61Az8LnQd76KpyN4mZHrVwqiswzV9euuDnJTgGHBVw9wTNItuVlwKb3Yesn0Opx6DoVPK9QOtvpBOEAnWvlz/kGodVqeLRtXVrVCSDIS39dit+Kfz5q5VJR+NW6unbFzUdOKvz0L+kvWzulaJVit8LW2SCc8NfX8nlZ5KbDjrmw7BnISKr8ed9AArz0dGxUjTur++Lj/s8xnIqKp1KNi9lsZuzYsfTo0YOePXuye/duMjIyGDFiBN26dWPEiBFkZmYCIIRg+vTpREdHExMTw4EDBwr7iYuLo1u3bnTr1o24uLjC9v379xMTE0N0dDTTp09HCBnBUtoYlUrXqeB6yTc5Vw/Zfh1MmDCBoUOHcvLkSTp37syiRYuuqz9FGditcHKjPN6/GOwXHNY6PUQMk8fN+4HLFbaDss7B6pekH27lC2DJqrw5KxQ3K6ISmTRpkli4cKEQQgir1SoyMzPFO++8I+bMmSOEEGLOnDni3XffFUIIsX79ejFy5EjhdDrF7t27xcCBA4UQQphMJhEVFSVMJpPIyMgQUVFRIiMjQwghxIABA8Tu3buF0+kUI0eOFOvXrxdCiFLHKIt+/fpd1nbw4MGre8N7FwjxQXMhpvnJn3sXXN31iqviqv8+VyInTYiVk4R4q7YQmz8SIi+z+GuZZ4XISb1yP6ZTQvw7QIhpvkIsf0EIW27FzlOhuIko6d4phBCVtnLJyspi586dDBw4EAC9Xo+vry/x8fHExsYCEBsby2+//QZQ2K7RaIiIiMBsNmM0Gtm8eTMdO3bE398fPz8/OnbsyKZNmzAajWRnZxMREYFGoyE2Npb4+PhifV06RqXTcjA8vx9ez5A/VZTYrYVnINw3GcbsgNYjwN23+Gu+NYr8MGX2EwTPbIdH4+C+ly9f0SoUtwGV5tA/c+YMgYGBTJ48mcOHD9O8eXNeffVV0tLSCAkJASA4OJi0tDRA1ocPCwsrvD4sLAyDwXBZe2hoaIntBecDpY6hUJSJJQu0LuATduVzy0LvBdUay4dCcZtSaSsXu93OwYMHeeihh1i6dCkeHh7MnTu32DkajQaNRlNZU6iQMYRQmcg3IxX+d8lKhrjR8Ms4yDZWbN8KxW1IpRmXsLAwwsLCuOuuuwDo0aMHBw8eJCgoCKNRfniNRiOBgTKkMzQ0lOTk5MLrk5OTCQ0NvazdYDCU2F5wPlDqGFeLu7s7aWlpysDcZAghSEtLw93dveI63T4XjqyUjvwjqyuu31uQvHw7xiwL2VZ7VU9FcQtTadtiwcHBhIWFceLECRo0aMDWrVtp2LAhDRs2ZOnSpYwePZqlS5fStWtXAKKiovj+++/p3bs3e/fuxcfHh5CQECIjI/nggw8KI742b97MhAkT8Pf3x9vbmz179nDXXXexdOlShg0bVthXSWNcLbVq1eLMmTOkpKRUzC9FUWG4u7tTq1YFhnnXukf+1GggtFnF9Vsa2UY4Fg/VW0JAA9DfHH6ZPJuDtQcNvLfmCP3ursnIyPr4e6pkScXVU6lJlFOmTOHFF18kPz+f2rVr89Zbb+F0Ohk/fjyLFy+mRo0azJo1C4AuXbqwYcMGoqOj8fDwYObMmQD4+/vzzDPPFAYGjBkzBn9/fwCmTZvG5MmTsVgsdO7cmc6dOwMwevToEse4WlxdXalfv/71/hoUtwJ1I+G5v6TPxbOSJU3yMmDZs3B0jRxvfALoa1bumOUky5rPlKX7MVvsfLzuGEPb1MHf88rXKRSXohFqzweQ6sNLliyp6mkobgdy02HBI3Bqi3w+fh/416naOV0gI9fGa0v3szzhPE2r+/Dtv9oS7ONW1dNS3MSUdu9U8i8KxY3GMxD6fwFbPoYG94O7f1XPqBB/Tz3/frA5E7s3wVPvogyL4ppRxkWhqAr8akHPd6p6FiUS5O1GkLcyKorrQ2mLKRQKhaLCUcZFoVAoFBWOMi4KRUlYMmViZW4lqzvYrZB6DPYtkvViFIp/CMq4KBSXYs2Gv76BD+6En0ZDzoU8p1wTpJ+ErPPgqKAEw9w0+Lwj/DRKyv3npldMvwpFFaOMi0JxKbZs2PYJCAHHfwNbrpTf3/0d/DcCPmkLORUkESOc4LhQHyYvA5yOiulXoahilHFRKC5F7wVtnpLH9buA3hPseXB8nWwr2DKrCNz94OFFcM9wGPI9eAdXTL9XIj8PUv+GQ8tl9U2FooJRocgKxaW4+UjJ/YiHZAa9VzW5iuk+A+KehNAWFZf06OYDjaOh0QNSeuZGkZsOn3UARz407w8xHxUvMaBQXCfKuCgUJeFxSWKjRgPBTWFYHOjcyn8jzs8FnTtor7BJUFmGJSdVaph5BkDNe+VPAIdNGhaAbAM4lUilomJR22IKRXnRasEruHyGxWGHc3uko/7wchkkUBX89bUsJTBvEBj2F7V7BEC/uRDxCPT7XKoGKBQViFq5KBSVQW4azB8qI8uOrITx+8HN+8bPI99SdGy/6NjDH+4aAuEDQau78fNS/ONRxkWhqAy0OvCvLY2LR6D03VQF7Z4CN1/wCoKa91z+ujIsikpCGReFojLwqiajv4yHIKgxeIVU0TyCIXJc1YytuK1RxkWhqCy8Q+VDobgNUQ59hUKhUFQ4yrgoFAqFosJRxkWhUCgUFU6lGpeoqChiYmLo27cv/fv3ByAjI4MRI0bQrVs3RowYQWZmJgBCCKZPn050dDQxMTEcOHCgsJ+4uDi6detGt27diIuLK2zfv38/MTExREdHM336dAoqNpc2hkIBQE6afCgUikqj0lcu33zzDcuWLSussTx37lzat2/P2rVrad++PXPnzgVg48aNJCYmsnbtWt58801ef/11QBqK2bNns3DhQhYtWsTs2bMLjcXrr7/Om2++ydq1a0lMTGTjxo1ljqFQkHkW5g+BHx8C8zlI+RuO/y4z2Ssa83k4tq7idMgUiluIG74tFh8fT2xsLACxsbH89ttvxdo1Gg0RERGYzWaMRiObN2+mY8eO+Pv74+fnR8eOHdm0aRNGo5Hs7GwiIiLQaDTExsYSHx9f5hgKBXvnw5mdcH6vVCH+tC18Fwub3i+ecHi9ZBvhqwfg+37wf73kc4XiNqLSjcvIkSPp378/CxYsACAtLY2QEBnzHxwcTFqa3J4wGAyEhYUVXhcWFobBYLisPTQ0tMT2gvPLGkOhoH5nmTjo6il1v4RTtmecBlEBcvcOm0yctJghcoLUDDOfk8KXCsVtRKXmucyfP5/Q0FDS0tIYMWIEDRo0KPa6RqNBU8lKsDdiDMUtRGhzGLdPHuv00G06JO+DrtOk1P71km2ET9qALUf23W061LjnciFMheIfTqUal9BQmUAWFBREdHQ0CQkJBAUFYTQaCQkJwWg0EhgYWHhucnLR3nRycjKhoaGEhoayY8eOwnaDwUCbNm1KPb9gvJLGUCjQexU3Iu3GyBWLzrVi+s9IkoYFIHGTFIesTMOSmw5px8DVQ5YBcPervLEUiqug0rbFcnNzyc7OLjz+448/aNy4MVFRUSxduhSApUuX0rVrV4DCdiEEe/bswcfHh5CQECIjI9m8eTOZmZlkZmayefNmIiMjCQkJwdvbmz179iCEKLGvS8dQKC5Dq712w2LNkTf3i7e8qjWGux6WOl7dZlT+iuXIavgqGj6PBMPByh1LobgKKm3lkpaWxpgxYwBwOBz06dOHzp07Ex4ezvjx41m8eDE1atRg1qxZAHTp0oUNGzYQHR2Nh4cHM2fOBMDf359nnnmGgQMHAjBmzBj8/eUHdtq0aUyePBmLxULnzp3p3LkzAKNHjy5xDIWiGA6HrDCp97r6eio5qbD+bUhOgAf/C8F3ynavatDrXVkW+UbI2KefKDrOTALaV+pwuTY7rjotrjqVIqcoG40QytMI0L9//8JwacVtgMUMR9dCwgK4bzKEhV/dCub8Xpgjv8zQ4D4Y9C14VMGWVLYR1k2XFS0jn5fGrZI4nZ7L9OUHCa/lx6Nt6xLgpa+0sRS3DqXdO5VwpeLWJcsgVw4hzcCn+pWrPV6M1Qw/jZTHyftg9AbwuYLIpCMf8kzSv+EVDHpvsGVDnQ7g6n7t7+N68A6B3v8BtKCrvI9zliWfKUv3s+HvFNYeNPBA01BlXBRlooyL4tYkJwV+GCRXEF7V4Kk/wCfsytcVoHWRBiInBQIbXLneiiMfTm+FFS9Ao2jo/AI8+6c0Lp5B4OImt8pObZFGqlqTGxchpqv8m7yrTkujEG82/J2CXqfFz6OCAiAU/1iUcVHcmjgdYD4rj/NMRfkq5cUrBJ7cBKaTENRIFtMqizwTLH9eRmal/g1tRkmjVDgfJ2yfAxvflc+f3Hi5cckzgSUTXDxkVcqKCH2+Qbi76hhzfyN6hYcR4uNOoFq1KK6AMi6KWxPPIHhkMWz+ECIevfoQXK0WfKvLR3lw8YAG90vj4ldLJmEWwykjxwqwZl3ysgMOr4DQFpB7XNZ58Qq+8lbcTUSgl55ALxXWrygfyrgobk10rlDjbuj/hYzMMh4EjU6uJipjO8rdRzr+2z0Des/Lt+C0LnDfJLkaCagj/UAX47CB3QrOfNj8gdw+6/UeRDxcgqFSKG59yu0BPXv2LFu2bAHAYrEU5rAoFFWKixskbZerBnsemBLLf63TIYUrf50G5xOkkSoLryAIalC6b8c7FLq9AfeOujwM2dUD7uwNOjdI3Cy38bZ9Clb1OVL8MymXcVm4cCFjx45l6tSpgMyGL8hhUSiqnIC6sPpl+CYG0o/L/JXykJsqRSX/mAX/6wa5pWjQOR3SCDiv0q8DUtrffA5yTdIoeVWDWvfK1+4dfUv5XRSKq6FcxmXevHnMnz8fb29vAOrVq0d6evoVrlIobhB56TKZ0OmAXd9Bfk7Z52cbITtFbqO5XAgh1rmVnEhpy4Xj62DRY3Did8jPK/+8clLhl7HwQVOZi5JnAt8a8NCPMOGw3BJTxkXxD6VcPhe9Xo9eXxQdYrfbK21CCsUVseaA+YyszVK9JQTUl47ytGPQcWzZN+yM0zB/KGi08ib/r9Xw9xqZCOkZXMJYZnm+0w4nN8H4fXKLqzzYrXB4uVRiduaD48Ln5kqJjtYs+dC6yDwWheIWpFzG5d577+Xzzz/HYrHwxx9/8MMPPxAVFVXZc1MoSibHCJ+2k36L9s9C16kwbKl87u4rJfVLY+8CMFyocnogDjo8B/eOLP18jVYKQqafgIB6crVTXlzdYeDXUsjy9FawZQElGLCLsdukXljcExDYEEaslL4cheIWo1zG5cUXX2Tx4sXccccdLFiwgC5dujBo0KDKnptCUTKWzIvqsJySqwrvK9y0C2j8AGx8B9BA/S5XPt87BEaskoECAfXLPw7IcOmareCju+Rz4yF4ZFHZKxdbDvz5lRTDTDsmt/Cuwbjk2aTfyUN/FcZQoahAymVcLBYLAwYMYPDgwYAUorRYLHh4lHN7QKGoSPzrSMXh5H3wwNSr81sE3wnjEuTxpRFdDlvJ2e4+YVeX/X8xOr2MaLNbpVEpa1UFMrkycgIsHCZrz1yDYUnJsjJz5SF0Gni5V1Oqebtd29wViuugXA794cOHY7EUlYC1WCyMGDGi0ialUJSJ3gvCB0L7MaArQdMrzyQd9iVpsrp6SKe6b40iZ77TIeXq456CI6sqNjzYIwie3gKDv4W+n4BHwIU5ZsrtubO7ZCRZATpXqN8Jxu2Fhxdek8/lp11niNt9lsW7zrJ87/kKeiMKxdVRrpWL1WrFy6vo26GXlxd5eVcRNaNQVCR5GdJfknIYslMh9pOixMlsIyx9WpYaHvSNrK9yJXJSYf4Q6ew/sATG75criGshJxXO7ZGrK7+a0hAGNZKPizEegK97yuP+X0DLwUWvuXqUP2igBJqE+hQeNw69xvehUFwn5TIuHh4eHDhwgObNmwOwf/9+3N2rSAVWcXuRnyt/FmSx263SqCQshMbRULud9LkUcG43HPtNHq9/C/rOvnIGvFYnt58yToOb3+UiltZsWSvFfA6qR5SuQ5ZvkTVedn4h+3xud9GWXW66lPjPz4Pm/cB0qui61KPl+12Uk3vqBrD2+c5oNRDiU3mfU7vDSV6+A0+9CzqtKiWuKE65jMsrr7zCuHHjCAkJQQhBamoqH374YWXPTXG7k22Eta/J427T5RZRnkmuTMxn4dwuGLu7uIM8+E55Q7flyPDiU9ug9r2y3klpeFWDofPkiiOkGXhe4nDPNsBn7eU2W8dxcP8UcLlIFTg3vchfk5kk25yOC4EHQubPnNwIcU8WvdY8Fto8KVWV2zxxvb+pYvh6uOJbyarFOVY76/9O4ccdpxlzfyNa1QlA76IKiCmKKJdxadmyJatWreLkyZMA1K9fH1dXJbmtqGT2LZbFvEAW8+rwnEx2rNlaGpcCAclsI5z9SxoG7xAYs0OuMo79KpMYJxwq27iAXLnc0b3k1/JMRf6bjNMyadNwAMJaSMOx/AU4sQ56vQ99ZsmEyaCGMjrMM1DOk4u+2QunNGjdZ8hjl6twuDsckHUWkvdDrXtKdfgbzBYSzmTQvIYfYb7uaCt4ZZFlyefZH3YhBOw+ncG6F7oQ4qt2MxRFlGlctm7dSvv27Vm7dm2x9sTERAC6detWaRNTKAi586LjC0KQngHQ5wOIehXc/eVqYeEwSNwkDciYnfJmvfol6SwPa3nlWi1XIrCBXDkZD8H9r8C3D8qtuTrtpZP+0DJ53t+roV6klOO3ZsO8ATLPxa8W1I+8ILJphSYXfC06V2m4ctPk+yhPFcncFPg8Uq6KareBofMvuy4128qwr7bztyGbIC89q8Z1qvAbv06rpYafB2cz8mgQ7KW2xRSXUeanbufOnbRv357ff/+9xNfLY1wcDgcDBgwgNDSUOXPmkJSUxIQJE8jIyKB58+a8++676PV6bDYbkyZN4sCBA/j7+/Phhx9Sq1YtAObMmcPixYvRarW89tprdOrUCYCNGzcyY8YMnE4ngwYNYvTo0QCljqG4xah5j1yFQPFQYK9q8uF0yCz9rAsRUbZs6X/xrQ4PLZA3YHc/KW1/jdgdTtLsnjibjsT3bi1e+emQekS+mHlGSvGHtZQVMe+fLLfPLJlSvLLzRKncDDLnpeVgciz52LOMaHKScPfwQL/tY6ltVq+TNERXyqNxOork/LONIC7XUXM6BSlZVjnFvHyclVDIPNjHjbhnOnDGlEedQE+CVLiz4lLEFXA4HGLFihVXOq1U/ve//4kJEyaI0aNHCyGEGDt2rDy5GTsAACAASURBVFi+fLkQQogpU6aIefPmCSGE+P7778WUKVOEEEIsX75cjBs3TgghxNGjR0VMTIywWq3i9OnTomvXrsJutwu73S66du0qTp8+LaxWq4iJiRFHjx4tc4yy6Nev3zW/R0UVkWUUYuVLQiRuFmLxSCEOLBPCYq7QIZIz80SLqatF3ZeWi+nLD4rcnGw5zoJhQpzfJ4TdLkSWQYiMJCGMh4WY5isfX0QJkX5SiBObhMhOLezPkpYkxAfNhHgjSNiNR4R4u27RNaZTV56QJUuIw6vk+zUcFMLhuOyUfLtD7DuTIcbO3yU2H00Rubb8ivuFKBSXUNq984oeOK1Wy5dffnlNhis5OZn169czcODAAkPGtm3b6N5d7m3369eP+Ph4ANatW0e/fv0A6N69O1u3bkUIQXx8PL1790av11O7dm3q1q1LQkICCQkJ1K1bl9q1a6PX6+nduzfx8fFljqGoYpxO+a3ekV+83WKWkvd/r5EqwgXn5qRAyhEZ3guQZYCknZCRBKe3ya2pepHwy3i5JVbrCo77a8Ccl0+WVUaj/XXKhAVXaBoD/edKn4tOJ/08frXkaqrjeKjdFnp/CD+NhG96w44vChWVNSmH5YrHkY8uaRui0wtye6zFgPLVdXHzhiY9IPYzCGkqi55dgotOS4uafvxn0F10bFQND1dVtklx4ynXf12HDh346quv6NWrV7GsfH//sosyzZw5k4kTJ5KTI1VqTSYTvr6+uLjIYcPCwjAYDAAYDAaqV5dVAV1cXPDx8cFkMmEwGLjrrrsK+wwNDS28JiwsrFh7QkJCmWMoKoi8DDixHk79IW+mfjWvfI0jX9a7XzcdWvSHZn2Lqkeaz8IcudVJ3ws3zd3fQrNY2PJf8K8L970Ca16BtKOyYFdB5FX/L6DD2FKqQ14/Qd5uPNm5AX+eMjGzXwv8PVylE9+lBB+GZxB0eQnsFlk++cyfsj0vXfpVHDZcw5rKnBfzOZyBjdCGtYDwwdLAXKoYUBa6KwfUuOpU9Jai6iiXcVm5ciUgpfcL0Gg0Za4Ifv/9dwIDA2nRogXbt2+/zmkqbipy02DR4/I47Zj0FVyp+mNuOix8TBqSE7/LksEFxiUvo+i8sObwv+446kSSc+Ygnj3fxyUvVcroGw/IDPdsY9H5WclSCbkAR76UyXfzKfFbfblwOKTjHEGgRyDjH7gDi92Bv4crmpJk+S9G7ykfAL3+I3NfWg6UUWtHVqKJfAEeXw4aDVr3AHB1k2KbCsU/jHIZl3Xr1l11x7t27WLdunVs3LgRq9VKdnY2M2bMwGw2Y7fbcXFxITk5mdBQGUoZGhrK+fPnCQsLw263k5WVRUBAAKGhoSQnJxf2azAYCq8pqT0gIKDUMRQVhIubTBJ0OmTE1pX0skB+0w6+UxoX75Di37yD74BuMyH9GHhWI6/VE2yrPowvdqYzIlBP5MlFeKTth9jP5dZYWHNp4Jx2uOuhon4smXDwZ9i3CKKmQI2IonEKDIYQcoXhUkaAR0YifBEFDiuMWI1HjYjLBSBz0+VYqX9D5LjLQ4Ld/WWS54kN0sCYz8n2LR9B2yfB5+b7n7TaHbi5KKFLRcVQ5le7vXv38uCDD3L33XczZMgQjh8/Xu6OX3jhBTZu3Mi6dev44IMPaNeuHe+//z5t27ZlzZo1AMTFxRVK90dFRREXFwfAmjVraNeuHRqNhqioKFasWIHNZiMpKYnExERatmxJeHg4iYmJJCUlYbPZWLFiBVFRUWg0mlLHUFQQHgEweiP0/xJ6vls+P4dnIPSfA6PWwZMbi9+MXTxkdNV9k8HFjaz2LzF60TG2HE/jqR/2YG7xmAwrdvOTdVH+r5dMkuz0ogzhzTJIY2Mxw8/PwskNsrjXxZUlM07CJ23g47ulr+ZSclJl1nx2iiybbMmQ2fT7F5f8ftJPwvJxsO0TWSY53yr9KplJcOhnyDonDdQvY6XMS+8P5FwjJ0gp/psIm93B7tMmxv+4h41HU8i1qXpNiuunTOPy73//m5deeont27czfPhwZs6ced0DTpw4ka+//pro6GgyMjIKpfsHDhxIRkYG0dHRfP3117z44osANG7cmJ49e9KrVy9GjRrF1KlT0el0uLi4MHXqVEaNGkWvXr3o2bMnjRs3LnMMRQWh95LO7JaDyidB73TI7SuHXV7nU72o6mNOKqydIm/K2UbITcdVB/WrSdmUuoGe6DROGL5C3sj3LYQBX8HBOFmm+M+vyUxYzvmMXOwaXZHRCr6zuMLx8fVyZZOfJ/XDLibXBCtfhI9awoJHoV5nqQ3mFQx3P3b5+7GYi2t/eQbJui85KTCnCywYJkOkC6pW5ueBb5jULOvwbNF24E1CRl4+w77awar9yfzr652Y85RxUVw/GiFKko6V9OvXr3A1UdLzfxL9+/dnyZIlVz5RcfWkn4Qv7pc6YcNXQq3Wclsp9e8L8ig6yDVKn4xXMDy+nBTXmpw1W6np70Gw3i79NAself21/hfcPQx8a5H913x2BPYl4UwGOU5XXu4UiC77XJFxKCDjNPxfb+lsH76yuKCl+Tz89y6Z4Aiy2qSLOyCkFMyFbT9Tro11hwyYs7J4sIkXQZZT0jjW7ywjxcznYVYLuV0XPkgWMtv7I7R6DKrdAToXUrIs/HUqg6bVfaju745eV/XbUKnZVobO3cYxYzYhPm6sGNuJYB+Vt6IoH6XdO8v0uZjN5mLZ+Zc+Vxn6inJxaovMRAd5s63VWhbfEg4ZQda4G2z9b9EK5+yfBNdxJTgsrGgLKaCeXO0IASHN4dAvUOse3CMG0nH7F0SZ/8bQ8Q2S87TUDGl++daTfx0YFY80GJestrQ6uP812PoxtJBh8yVJ3e86ZeKFRbIWTI61Ns/a4qRSQEGGvIefrIi5+zsZ0WY8In0rnoGgc8GUY+O5+bvZdiIdT72OdS/cR5hf1RuXat5u/DCqLQfPm7kzzJdq3irhWHH9lGlc2rRpUyw7/9LnyrgoykWDLrKKoy1L+lbyMmD7HEj4Ua5AGtwvv+Wf3Ai+NaFaE0AjVxmFxqU+PLtL1rQ/vwc2fwA+1dEN/B8uW6WIaqhGR+59r4OzlOJhpdVG8Q6BFv1w1u2ATe+Pzi2AkgJ9L9bnctFppJHUXnSmq6esxVK3PZz5C5ZKxQiMB6Hvp9idgtRsGwB5+Q6cpW8a3HBCfN2VNpiiQinTuLz11ls3ah6KfzJ+tWDkWgq3mbKN0rAA7PleOvKP/Q5P/SFDiXUXckny86Qvw91XJg+6ecuoq5BmUutr/09ovMOkdpjTjjOkKZ5efkW1WHLTZR8u+itKwNi8arAnzZMPVx5lwD1udG/ujo97cRMTUcufzx9tRZYln653BIG+rnwvv8+AFv2g+l3SwGhd5GqlIKKuxj2gdaGaN8wddg+f/H6Mni2q4+Ne8cmNGbk2nEIQ6KW2tRRVS7n+u1NTU/nggw8wGo18+eWXHDt2jN27dytHuaL8XLxqcHGDiEdgzzxoNRxOboJ6HaSTXO8lVyzzBkrl4Zj/QsshcgWTbYQFj8jIsc6T4KEfwc0XntsFualo/esV1VqxZMrVzZaPoU4HWQmyjOCDjNx8npq3i/QcG1tPpNGhYbXixiUvA7/8LLrXdUWjDwI3LxmlNm+gTJj88ytZPtnvQo6Lb00Yu0eutHxqgEaDBmgQ7M27A1uiu9YcnDIwmC2M/3EPVruT2Q/fTQ1/VYZcUXWU6z/85ZdfJjIyEqNRJq/Vq1ePb7/9tlInpvgH4xkoVx7PH5A5LsvHyvBi4ZQhwKZEaVgA/vyfFKQEGRBwdpc83jsf0MiExYC6UuTy4iJe+XnSeAGc3iINVhm46LTccaFqY91AT9xdL/poWLMQO79EO6sFmv/rDeknIPWYXFUVrJJc3Isnbeo9pZ8ntMVlmfeVYVgA1h5IZuuJNHadNvHD9lNXvkChqETK9V9uMpno1asX2gsfChcXl8JjheKa8AyUW0iGQ4AGOk2Uq5Yjq2XUVu22cnus47iiPBq9NzR9UK5wOk+SN/Nj8VJm5aIs/8y8fM7maLFHTpTnhg+WYznsF0oZLy1SUr5AoJee2Q+3YuXYSOKfDicw62+Z92LPR+Sa0BTku6Qdk+NmJ8tcm6E/Qt9PYfSGy4uMIYtqHT5v5teDBtKyrZX12wSgVd0AXLQatBro2OjalaAVioqgXNtinp6emEymQumLPXv24ONTsQKBitsQz0Do9iZEvVa0JXZHd/hhiNToqtP2Qjb9Bf+BVzWI+Uj6ZfReMipr9cvytX+tgTrtADh4LhN3WyZ+DXvg0exBdHovWQcmKxnmdJaRa6Et4LGl0hcjBGQbqSYcVPNzk36dFc/L1c+Q70HvIzXU1kyWZZX1XrBuBhxZIeX2hy0tsfSx1e7AmGWh5383IQQMa1eX13o3xc21ciLEGlTzYtOk+3ECfpVciVKhuBLlMi4vv/wyTz/9NKdPn2bo0KGYTCY++uijyp6b4nbgUk2ygHoyYRKkYdFd8i968RZTVpH8T6Fysj2fZv52vH99A93hn6UI5mM/y9eEs6gWSm5aoVIxWedg7n2ybfgqOPtnoeik2Pk/bF1exbV2OzQjVl8Qx9SiSdoqEzU9AqRMzJ75ENpMilLqZbTa38lZmHLzC4tYGrOsOMoTISaELK2cbZS1acpZj8ZD74KHXikgK24OyvWf2Lx5c77//ntOnjyJEEKVOVZUDDkpcgtM7yNzREBGWBXobjmd0mmu1ZVcpbH9GLmK8QqSVSFzUiDjNL7WbDSRY8FVL0slF0j8u/vDo3EyUq39s0V9Gg8ViWHunS9r2ru4yWTIRl0xZWYSfGgh2sSNiJ7voAlsAP9aK6/zDoE1r8qsf40WMS4BzQXjErf7LI1CfHilV1NOpmYzrusdeJbn5p9tkEmn5nPQqJuUzbkaxWSF4iagzP/0S8sbF6DKHCuum+xUuYrQ6mSmvs5VlhO+WCE49W/4YRB4VsMycB77zG40DvHB3/NCkp93iAwMKPD/JW6Bg0vQ7PhChgOPiofqrWTfZ3dJA1KnvawBc7HPMDQcwsJlnZXwgdK3M3ojOGzkCjf0tgx062cAkL97AWfvmcjBs3raBN5B8JnfwJop+xFOrFYLtrx8fD1cebhtHR7+Yjtd7wzhxe5NilVrzLXZycjNR6vVEOjpiv5iwUhHfpHQpSHh8vo3CsUtQJnGpbTyxgUo46IoxJFftDXlGVjkJynpvOQE2DxLSqRodHIrbOdcmdVeYFycDvjjQ+mAzzhN9vEtvLIpmKkxzejU+KJtoouNhGeAPB/kqgOg9QhppL64Xz6//zXo/GLxOfmEwrC4C2WTz0C2Abt7AAa7L5PXnOejPjWlHpglk/S7n6HHR5ux2p10alSN93v0IrjRAziDviEr5F6WHcglKkIal/rVvFk+NhINmsvKAO87k8nDX27HVadh+XOdaBTiXfSim68Uuty/GKKmqlWL4pZEJVEqKob041IFWDhh5G9SoPJSnA65epg3UCY4HlkBT24GnZs0ApbMonOFkBFhLYfAltk4Q8MxmBPLjrjyqwU93r5Q1z5chgLrXKWfpM8sWD8TspKxOxwcT83l573niL27Jg2CvNB5BcvosPlDwJqFyyM/4R/amvcGh+HEQf5T29DlpuBw9cZql76a9Fwbh3O90Xm7Eef1BGv/NHDwXDI9WjcBSya6nBRCNLoLUWTSuGRb83HRalh9IBmHU+BwCnafNhU3Lh5+UrmgRX9paMpT0kChuMkot/dv/fr1HD16FKu16MP97LPPVsqkFLcgR3+TobkAh5dfblwc+XJrSgjwrSWNi2cQ2VpvTE5vanm4oXHzkSuPk5tkLZave4JWh/jXrxxK9WJSjyZ0uqMM57abj3z0+/xClr8Ozv4lEy8DG8GwZeAVhCnXTv9Pt5BjczBv+2nWPt+ZEB93eW7B6mvvD3h1vQMv34LSAF7g6YdXRgZzh7Xi14NGhrapw8yVh/hkaAseb+lORK2GeLq7IYSA01tl1JtGI/0ztduQkmXh9Z8P4OvhyujODdl8NBVvNxc6l/SeXPRl15xRKG5yymVcpk6disViYfv27QwaNIg1a9YQHh5e2XNT3Eo0exB2fiG3o1oOlm0Oh/RHWDLAcFCuJDwCYOgPMrGxxj14uOhIycwiS++Dry0L5g2G3v+BfT8VrmQ0R9fQuWEUGk6A8ISUdNlfnfaXb8E57DLnJccI3tULVytkJcts+dBmiMwcXHRawIGrVkuhYliddlLDLM8kc2O2fSKLjtlyIPUoBq/GvLXOyD11/XkuqiFPfPsXg+6pifefn+L65yfUf2QNfb87T2xELSa47pJJZEKAYT/UbsPPe8+xYp+McLu7jj8/PNEOrYbLtsyuF2OWhR0n02lew4+a/u7F/TkKxQ2iXMZl9+7d/PLLL8TExPDss88yYsQInnjiicqem+JWwr8OjPxV3ky9Q8BukyG9bj7wVbTMGWkUDT3egWO/Qu17YfXL6NKOUv/B2ThNWnD3hsjxMgy40f3w55fSMd/oATTf9JFbamN2wmcdpRFr+qDMk/GpgdC5kpJtJdCZjstn7cGSgbP7W4gWg9Edi5d1XvzrAhB0ejXLHm/F+hOZRIXXo5q3m+zbfB7x+M9oUo/B1tk4WgwmNx98khNw7p7PJ5qnWLrnHEv3nGPOwy34YVQb3JI24b3obRAC73Nb+emxbnLl4vOEFKys1YbzjYbiMOXywJ2hfL7+BG/GtuCOUG9cdZqi4IQKIj3HxrM/7GbHyXQ8XHX8PvE+wnyVcVHceMqVZu/uLtVSPTw8MBgMuLi4kJKSUqkTU9yCeIdI57hGA3npsGi4NCoFRbNyjGA1I+7oLuvcH/tVSr1s+xRtbiqglQbAKxiEBgZ/JyO+Ms/Im79Gg3BYi5z1eelSJiY3jZQsKzEfbyY948JKCdDunY+o3Rbx1BbEE/HgEwZCoMs8Q73F3Rl+6hXqZO5Ck5sOCx+HzR+gsZgRAXVx9HyPRVnNeXfNYZzWbLT+NWgYKL+L9bu7Jo3DAvH3dMM7pL4sfhbUCH3DSEK/iSQsbiBanNDvc863eIL+n22l07u/8+cpEz8/15E5G44T9f4GPv39OOa8io0EczoFphypvGyxO3A6bx7lZcXtRblWLvfddx9ms5lRo0YxYMAAQFaOVCiKkZUsw4s9AqTW1p294Xi8FJ889Qd0egGOrkVzIA66vAytHodd30CjrtLHkpUMX/eQfXV5SUaRpZ+Q+SndpkPmWRweQWj6f4UucYMswrV8Ajw4G18PMOfZ2ZkseKDLa7id2oCj2wxclj4FSdugQRTEfgKHlktJ/IA6UqusRgQ4bJB5GrpPhy+7orFb0NS/H22DN0jLtKCp1hhSj/Bgs1Ai76zNH8fTeWnJPiZ1v5O7atVHP3o9OOxoVk2Shs2SIcsL+ISSdC6N85lS12zpnrO0rhfA7iRp/JbsPsOoTvXxrcBs+iBvPXMfa83n64/RM7x6hfatUFwNZRqXhIQEqlevzpgxYwDIzc3ljjvuoEGDBgwfPrzMjq1WK4888gg2mw2Hw0H37t0ZO3YsSUlJTJgwgYyMDJo3b867776LXq/HZrMxadIkDhw4gL+/Px9++CG1atUCYM6cOSxevBitVstrr71Gp06dANi4cSMzZszA6XQyaNAgRo+W9TNKG0NRiWQly2gx81no+xmE3CnrtNS4Wxqaep3AmQ9rX5PnL3kCnlgHHcfC4RWQkQT2vMLuhMWMpnqEFIbUaMGzF7joeX/1YaLqt+bumnm4xD0NEQ+B3YI+/QgjOtZl2q9JtHhiFGGtR4LDhu7cBaHL5rGw/Hn4e7Xsb+weOLND+nV8auIc8oPUy3PIgBWtxURdfzf+0ycIzRcdIc9EwNbZ5I7cw9SfpajmmB92sfy5SEJ8Q2V2f/QbcEcPOLq2sJRx3SAvWtXx53hKDk/f1xBvNxf63V2TtQeSef6BO/B2q9iMeo1GQ/1qXrzVv2Wx+jMKxQ1HlEFsbKwwmUxCCCF27NghOnbsKFavXi0+/PBD8dxzz5V1qXA6nSI7O1sIIYTNZhMDBw4Uu3fvFmPHjhXLly8XQggxZcoUMW/ePCGEEN9//72YMmWKEEKI5cuXi3HjxgkhhDh69KiIiYkRVqtVnD59WnTt2lXY7XZht9tF165dxenTp4XVahUxMTHi6NGjQghR6hhl0a9fvyueoyiD9EQhXvcXYutnQpzfJ8Q0X/lY/YoQ+RYhslKEyEgS4vR2Ida/I8Q3Dwqx40sh1k4RYuunQmSnCGE+L5x/fCQcq14RxvOnxb6kdGGzWIoNcyo1R/T5aJMwJScKcSxeXv/vQOE0nRL2o/Ei32wQNrtdnmzLk3PZ/oUQ5vNCnNgoxPm9QhgPy/nOGyzEzFpCmM+L3w8bxB/7jorsvb8Ix4pJwpFlELnWfOE0n5fnTPMV4u26ItmUJdrO+E3UfWm5GP6/7cKUYxUi1yTE6lflOQsfF8J8rnC+WblWcdaUI06n5YjUrDwhhBDJmXli35kMsTLhnEjNKv7+ykNKlkV8uem4WHvgvBxfoahCSrt3lulzcTgc+PtL7aeVK1cyZMgQunfvzvjx4zl1qmxJb41Gg5eXlMGw2+3Y7XY0Gg3btm2je/fuAPTr14/4+HgA1q1bR79+/QDo3r07W7duRQhBfHw8vXv3Rq/XU7t2berWrUtCQgIJCQnUrVuX2rVro9fr6d27N/Hx8QghSh1DUYm4+cKQeVLa3poFtdvI7aywcOlzsWXBNzHSue/mA9FvwqYPpFPer5YMVZ7/EJkN+zIpaxBRnx1kyNztmHJyYf070u8C1Any5KvhrXFqXOC31+GPj8AjAI3pFLrv+6FbPg5X2wX9MFd3GRLdZpRcrez4XIZAz+0Cn7aT8jGeQSAEdYM8mb01lWd3hWJrPx7txv/gsfNTNFoXWeis80ScI1YTt/ssnz/aigVPtuOdgS2lQ95uhR1z5JgH4go1y8x5+Zw25dF39hY6vfs7j/1vJ2nZVn4/bKTPx5t5et4u4nafvapfc77DyUe/HeXN5Yd44tu/SErPrai/YCF5NjuZFewLUtx+lGlcnE4ndrt0nm7dupV27doVvuZwOK7YucPhoG/fvnTo0IEOHTpQu3ZtfH19cXGRWwFhYWEYDAYADAYD1atXB6Skv4+PDyaTCYPBQFhYWGGfoaGhGAyGUttNJlOpYygqEc8AuQVWrTFknIK7H4OnNsOJDfDzWGlg0k/IcxMWSL/MI4ukMfIIkDVbQptjM6ew4e9Usqx2Arz0aFIOy3DiBY9K7TCk4u+cPzNJ6vkNtqGLcIz8DX6bCoAmM0luv10gM9fGhr+N5ORkywi2E+svBBnkwultMHQ+APV2vct3955i9oBGuP3xnjQWv06B5H1S/DLqNYxu9Xh7zTEGz9nG7PijRR8eFzdo+5Q8bjFAbgMClnwHuTYHaTlyq+18pgWHEDI67QLVvN0w5V6PFH/Fbn2l51iZufIQT33/F6fSciq0b8XtRZkbvr179+bRRx8lICAAd3d3WrduDcCpU6fw9vYu61IAdDody5Ytw2w2M2bMGE6cOFExs1ZULbYcGeVlPAT1uxRVePQMlKuWuCehZisQDtj7g3yt84vQsKtMVOz0Ik6dOxpHKprd38HeH2XE1SOLCV71EstGf8fu8xZa1fYleGFPeb1WR8GN1M1Vx+hODVl94DztG7THmJxC8/Dh+PjVRtz/GpqL6qqcTs/h8f/t5OvBDejkXx+XJj3l6kKjxRE+GJPGj6AN/0bjWwNd1hm8nDlyLgW4+8nwao0GF62Gf3WsR6/w6pxIzcGQZUWj0RDk7Q+dJsiVkM4VPINIzbZyNiOP1Bwr7w+OYPX+ZJ7q0oAATz2t6wWw4Ml25FodGLIs9J29hcVPtyfY2w0hKNNX4qrTMu6BxjQM9qZOkAd1Aj0r8A8LJ1Jy+G6blNCZseIQs4ZE4FnBfiHF7UGZ/zVPP/007du3JyUlhY4dOxbWc3E6nUyZMqXcg/j6+tK2bVv27NmD2WzGbrfj4uJCcnIyoaEyAzo0NJTz588TFhaG3W4nKyuLgIAAQkNDSU4uklY3GAyF15TUHhAQUOoYiqvEbpOOaiierJibDnM6STmXux6GPu9LiZWLkxltuVCtiQxLFkIaox5vSZmYA3FoMk7hDB+M7sxOeX7WedC5ouk2nRBNOk2rhxLqpYUHZ0PiH9IhX6BibMshyHqeR0LPgpcPQd61cDgHYQ3vi5uHrxzzAg6H3KJ6Ju4U3z38FI3dPfAevgqN04Zm1/d4NeoFbZ+E36bJ9xs+CFoNk/L5em+50vGrCd6h5DudjIysz4wVh1i5PxmdVsNvEzrLJEiPgMIxsy35TPv5AKv3JzP+gcY8dG9t7rujGgEX6tr7e+q5M9SHl37ax+9HjLzRtzkWm4N9ZzNZeyCZ4R3qU82n9MTKat5uDO9Y73r+sqUS5ueOm4sWq91Jq7oB6F1UUUDFtXHF/5yIiAiio6Px9Cz6hlS/fn2aN29e5nXp6emYzWYALBYLW7ZsoWHDhrRt25Y1a9YAEBcXR1RUFABRUVHExcUBsGbNGtq1a4dGoyEqKooVK1Zgs9lISkoiMTGRli1bEh4eTmJiIklJSdhsNlasWEFUVBQajabUMRRXSdox+Phu+Ug9WtTusEnD4u4nt4O2fgpn/sSWl4OzSW8y/rWZvId/AQSM+ROe3gI1IhDGgzD/IUhYCFnJOLWu0Ot9WXCr04tgOoXz1FacWnfq6NIRthyofhe0f0aOlWWA9FMyg/7TNvDNg7B5Fn4iG/8143D7tjekHKKggIrd6aRegBufDmnBc1ENcfcNpOPsBNJyHWjnD0W76T08Nk6HxM3w9xo48Tv89S2sngy/z5QJnPt/KuwvmAw8sZBxwR/hcAqs+c7Lfm0OJ2Tk2nA4Be+v/ZscpTlOuwAAIABJREFUm6PQsBTg6ebCw23r8FKPJvyZaKLze+t5c/lBmtXw45uticU7zEmR791euZUsAYK93Vg/8T5+fb4zQ+6tfUHJQKG4eiptvWs0Gnn55ZdxOBwIIejRowf3338/jRo14vnnn2fWrFk0bdqUQYMGATJvZuLEiURHR+Pn58eHH34IQOPGjenZsye9evVCp9MxdepUdDqZcTx16lRGjRqFw+FgwIABNG7cGICJEyeWOIbiKjm6tigB8siqIr0wzyAY+LU0MH9+Rb5PDUCHfvO7nAgfzyurs2kS7GBcUweB8x+A0evBcAhN7bZw32SwmtE06YEuz0Smd31cBv6AV+Jv8MtzaH3CyG3cj4ycfNx9XAjEhN47QIYMb/pAZr33fl+uiowHwXRCvpZ6hNROb+C0aAnMt5Jp07Bq33m6NA6iTQ1XemUtxJzTnpHta6LX63F6haDlkAyhrnG3dPgLJ9S6R+bmGPbLn0PnYxR+2NOz8T68moA/P+I/D63j0z/OcnftAKp568GaLVduFxSa/TxdeW/gXXy2/hhtGwQRUEIWvqtOS5v6gTQK8eb9tX8DsDPRxIvdm1Ddz73oxGwjzBskDf3DP0KdjsWVoCsYN1cd1f08wK/ShlDcJmiEKE9pvH8+/fv3Z8mSJVU9jZuLjNPwbV/5zf2xpTKp8WLsNv6fvfMOr6JM+/9nZk4vSU56IyEJoUPovVcBKQqIDREVVFRsKyq6uq6u69pWERWxoi6IIlWUIkrvNZDQE0jvyel95vfHYFx30d/7vqvvq7vnc125ksyZzJMz55y553nu+/5+2fgYwd53oH1vBK7uc7i7ZDBbT6uJ9zUzWpG3djTcshFFa0QOhxArjyKc2wKWRMIdp3BGacHxsib6pGlJpxqh/BDurNGMevs0DZ4AW+4fSJrGqQaSj69Wx80ZDn3ugGOfoAx9DMXbhKKP4pX9HobmmOmaIEDARdiYwLC3TmE2aHj/unaU1TXRoJjpkBqDNdyIpeYQYnInNVj67GpwESX4cIIaOG9aS42YwOS39lLa4OXpKzK5puEt9GEX/itepLA2RF4oH/HAYjXf0qK3atd8CUVRmpeSfwynL8iKQ2W8vOkME7qkcnM/VY7GZr4UkEr2wXujvn/eU5eAIWIxHuHXw49dOyOZugg/TkwG3LJB/dnyw7xVMCzT6JGxDXwIJeSnYdw7hOPb0VVxsvV0LQatSEKsTfW8RwBBRHJVQ1wrlLQegIJXtPLOxiI+P1zOrjntED+6AoJeLBl9mD/0Re5eXUJZo5e0aLcqLaM1qVVe6T3AXglxuaDIiO9fAYrMzbcdwqbxI7wxQG2gHPMC9w0bwcvfXOCCEx5cW8qUzrEYRJmeOcmI1mEQdKtBJTr9+1zNzA1qQNWaaKpuoLRBnb2tLLBzZffe6GzxnKiwY9MpiJ9cq8rRFG+De/Obg4s/FKbRHUQAYi1atJdm27jr1Ao5BIhOw6SVGNImkc5p0USZtKTHGH9oVWzLhOgWanNq95sv2SxHiPDrJxJcIvw0lssUQ3jtlNrDTHjzAAoKW+4fxAsFcaw+epTF07uz8d4BRGtCxNoLwJwMWgPChxPVpZ3hTyDYy+HUOrh5Kw6fWuouIn+fU/DZSbbqmNwtlVbWgFrabE2BOXtQA5UAngYUw0CEna+oOSBADHnAcbH5d6FsP5ZWI0mPMRIMK3x+QybJu58kVJINLeYSrDnNOTmFFQWVXNOrJfEWA76QTIzJhlmvBW8TsYKbQa1iya9w8sDIVlgSswkIIq9+foEXx6SoF/7GYjUQCxL1Lj8KUN7o5Zq39iCJAmvu7k9uohW8dji3Bdbdo85yJi2iXojjmkV7qHX50YgCOx8e9sPgYk2GWVvUmZQ+GqSICGWE3waR4BLhv4+3kQOn7bj8IdJtRpCDfJFfSVhWuHXJQfY8PJhkpRGOLYEWfVCi06gbuQAEkbiCDxDTu8PBd7HU5fPshEH0zIyhSTaSdN1yxNProd9ccusqeSrlBJamlpCcB+e+VhszPxirlkJP+xihcDWe3vdh8jvxJ3XBGJ2AEhOL0mkqgqOC8JD5dNYk85f0RGw6haiNj8DJdWgAb/ZwnHF5THllL+5AmM+OVLN+7kAOlzSSFWemQ1o0kjGGeJufV4c6CZraEe06iVbbkaAhllemxWDSadSZXf15iG9FPVHcuuQAvbLiMOukZlOxPefq1eDis8OuV9QgWn8e5CCiViDOoqPW5cdq0HDZKuTLBfgIEX7lRIJLhP8+SohBWRZyEy10zYjBVHuMh4amsWBnJVO6pGAgoN6dF2+H4h2UZl3D1JVeZAU+u/XPtDz6IqT3hMR2xPsvMivqKIK1N2x4B4wxUHYQfeYQvEkdCDmLkYt2ossdpeqCfWfmdfIL5N538F5+EKfhXoampRLvN5DhOISU0Rtf9hhqlWj+tLaADQXVPHZFLrcktEficxBEtNEpIGnQayWSow2MaJeEThKw6iUSRDtBV4jKkIl9RT76pKWRdvAvcPRjuO8EWkkk9rvqL22yOrsAnHUunhzfgSMlTQzMjae00cOREjsj2l8KDnoLdLkBt7OJi7k3cfaCQP9c+PCWXhwpbaJDatQPGiwjRPgtEwkuEX4aWQZPHUg69cIPYE4kxXeOZddmIFgSsPpKubZsPROuG4g+Pono4x+ANVXdN6UzXxVUU+1Ql7zWnKjjjn4PoCGEGPIiLB4M4QBK9lCEIQ+DItMU3Z6/Ha5ly6la5l3RhgMNVialaGiR2R+i0tRu/r53IWqN3NlTxCmmU+kMsftcPabstkhSAvEbH0I/9m02FqrqDM9tOsfUB6cTTOqH1ZaAzltH/KbHWX/H69QHdLy9o4g9RQ0Mbakj+uOrqR3/EZM+LqfOFSA5ysC6G2aR0Ho0GKJ+9FTpNBJPrDnK8XI7Jp3E5vsHo9eI3/esmGJp6jCdppCGK1/ciqzAxC6p/OmqTozukPyjx40Q4bdIpIg9wk9Te0qtGFt3H7jqqHO4OVwdpNranriUlsRFWRB0ZiydxxObmE60v0rV8Op3j1rZNPQxhrdNxGbS8tjYtkzuno4vLMHu19Sk+SWpFsFvh6Af3h+Lw+nghU1nOVzSxPyVJ0i0Grj381PUaZLg5i9Q7jqgzmAWdEF6vScx/nKSjWGG5Nooc4R4+FsXlcNfQ6/4eXBwOlFGDbcPymJvpcy8PRrCGjPiqtsRz21EU3mEucuOsOZoBfd/ehSXPwz155DlMG6/KnHk9ocIR7dUlZ21Jpy+4GV9WMKygoDCPcNaMWdIDqLIPzVDnm0IEQzJjOukqgDYPUHkSMFmhH9DIsElwo8T9MGxZZDQBvrfS4MvzN3LjnH1m3sZ/9pOap1+cFRB3RnQRyPJfhR9FNz2DcrZLSgZfZGNcWSefoevbs+josnL4Be28sqOcpxtphKsPk342uXIPWchT34fdi8AwCB7SLi0PNQpPZpqh4+0GAP7S50oggZh96twYoUqdhlwQeVxHGEt81YVsuJoDc9Pakt5k48Gp4frOhr5+tZW3NEniQHKUV7u6cCk1yB3mASAJAdJuBQAzDoNks4IkhbbwVdYPqsn1/VqwRs3dsMdkEFvodbp56HPjnHPsiNUO3w/OF16jcgbN3bnfI2LfcUNhGWlWVcMwOMPUenwMW9FPgNy41l4XVeem9yZKEPEcyXCvx+RZbEIl6XK7uPdnUWManMn3ZVCxI8mEpqymvO1qgpvjdNPKOgHV5FaXhxwInx6E5hiUca+gJI3DU/xfswt8tCe3Qhtb+T93aqS9vu7L3LnoMHUEMP8jRWkxdxApwKZmYMeRqo4TPzZz1h/5z00NtaTlJhEqT3ItT3S+fxQCaRKau5lwkI1ya814c8YyHPrzrC3qIG9wKR2VrqmGNCKMjViOpKgoNQcw7LzaWpGL6LEJZLaZy5Kt1vQyhpenWYjv9xBm+QoCisakG/eR6xJR1QgjEYUWHe0gnlj2hIKh9lcWMWGAnWpbcnuC8y7om3zOYsyalifX8WXJ1RZokXbiuicFs1V3dLQSiIuf4gHPz1GMKxwtKyJ3Q8PI/nvGyYvQzAso410yUf4DRJ510b4JxzeIA9/ns/bO4rJv1CDuHsB+OzY9r/Emzd0YWBuPC9NzMZ67F3VklhvVaXvawrhwk6ECzsJygp6azyCqKFu8mecqIcrO6tLQRPzUtAKMg1hIwcvNLLmaAUnKx3Y4zoTnrMfsev1JB54gdTyjRTWeNld3IiMws29kgnoYlCuXQbGWJQbV8Lkd9EEXfTKUrW99BqR9IRoQoIOvz6OC3Vuxi7YzZ+OGqmaspapn9cz+JV9rDrlQdz3Jtblk0h+qyOjpKPEiW7apsWiscQjlx3EpNMya2A2949sTbxFT3G9h9QYY3NFV8+WsT84Z3ZviDbJVqRLO3RMi8LuDTTvI4kC7VPUnE2rBMtPBg1FUThf6+LBT4/x1fFKnL6IBH6E3xaRmUuEHxCWFXzBMKM7JLHzXB1HqgLIXW9EvLAdbfUx2tuCvNHpHIaijWhPr4Uuk+D8VsJtxqE5tgx6zkLJHoJGkpBOrgRZZnvyXB5bc5LfX9meOUNySHEXYls+kVbXrOXe4bmUN3m4bUA2d3x8hKdGptJ2y2wYPA9HwkDuWriLRk+QYyVNPDOxA6LPjfaL+wlJRuquWESlVyQhysCYDjCwVRwmrUhNQxPTV53jnZt6cKrKxcNj2jJvRT53Ds3lYr0688ovszN8yCOYorMxlu+iMaE7r28r55tzdh4d25YOGaMYs2AXDl+QRTd2IyXGyOeHynD5Qqya0x+DVmqWaQmGZUoaPCw/UIpFr2HLA4MJyQq1Th+5SdbmIBJn0fPOjJ40egLYTLqfFKesdwe446NDnK1xsfZYBbseHob1H5bPvMEwvkCYKIMGKTK7ifArI/KOjNBMOCxzotzO7I8OUeXws2HuQO4b1Y5w1jA8c45x8srV3LOmDKllP7WU99pP1KR8SidI7owy9yhKQhuEb/6E2HBWld3vci1tky0EwjLzVx2ntLoO25FFUHEYs6+KJo+fmf2yuPHdfey/0Mjz22vw9LgDIaYFSdVb+XpGGvcMTOfmbjFEu84RhRsxpTMNw15gxMJDXL1oL698fRYZkRPlTu7+JJ9J7+Rzsd5DjVP1JokyaBmYG4dRK3HrgCyu6ZHOlZ1TuHVpIcsZgXPMQpwuF+/sraCozs1T6wpp9KiGWYoC645VEgzLTO6Wzvrjldz58SFMOqnZn94bCBOSFT7ae5E3t51n+rv7iDJq6JsT/0+lxQlWPa2TrM15nh9DEgSSor7LBUlopB82wDR5Ary9/TwzPzhAfrmdUPifBTQjRPi/JDJziaDiqKSxvo6HVjdwptrF4NYJNHoCVDm8xCb4oeEcp5xpDG8dh9+QgGng72D7X2DZNLhjF5q/TaVh+rfsDvUgoX0/2lUdJEobBns5LZVadtzdiaA2ihhvCUTdTKDzDTjFKG7uHUsAkWBYwWbS8vtx7fjqQjztPDqyznxL3LH3eeDe43BhO8Jbt4MgoNz8FQF0uANqNdf5WjcnKx0MaZuIzazjgU+P0SktmlBYJiPWRP8MPV3SOhIOy9w1JAevP8D17x1keI6FCSkOLB4/3qh0MmJNlDR46J8TT6xZR7cMGzVOH3cPa4VWEsmON7Px/kEICKpg5SXMeg2xZl3z3w9snYBB86910tvMOl6Z1pWjZU20TrISa/6h+KXDF+LlzapS9YOfHuPT2/sQb/3p/E2ECP+bRIJLBFWWZO1d6FP70zVtCPWuAL2yYrlm8V4Abh+QybzQOq5qOAeT3sBzYjmBtqPxxHQicPNuDNo4LOl9+OBgDQu+UY2m1tw2iLwoF4oiY2q8gEnjhm8fh8LVhFsO5tigd5nz9jHaJll4YWoem2e3I6S18PSGM3x1ooqMWBNrbnsEU/VBhIATKo6o/6uiINSdJrp1Rx4Z04a95xu4c2gOTm+QZ9ef5IGRbXjl2i4kRxkobXSz7Lae7L5oJykG/riukPtG5NIu2Uq3jBju7J+IQQzCN78nsaaQFdcuw2NMwaDTkGg18M6MHoRlublhUpJEEi9zAZdEgeQoPctv74MvGCbaqGue1fwrxFv1jGh3+e58g0YkwaKn1uWnS0YMOm1EFibCr4tIcImgGjyKOqx7XmDeVT24Y0gvat2h5ocdfhl59B+Rgg4QJOqyJ2B3wcflnfhs3QXuGCQwp+ccHEe+T157FC2EQ2r12O7XEHJHqvIngCtrNC99fY5ap59ap586h5uOchl2KR2nL0SH1CiemtCBV3ZUMGbw3+hsv4Cx+0xwViLoLBCbjXXvX5nS52FGt0/GG5SJN2l4aGA8J2sc3PTeATSiwNbfDWbmksMUVjqINet4/fpubCqopEd8mPkjs2j0Q3VTDR2LtoLfQeJ7PeGewxCdA/BPswV/MIw7EMZqkL4XoryETnNJqv5/iXiLnvVzB2D3Bomz6CLlzBF+dUSCSwTViGvCq3grThGIy8MUdNHKquUvk9pwscHPzT0T0dhLYNtz0HIACe2vwR7SsfxQJQDv7rrI3X26ctcQCxaDjlSLQFurD94ahHDXAShRBSdrJy3FGxbRabVMNNaxt6iB5CgDCUYRFl5BdEwmL9y0k4uNQR5ZeZxzNS4+3lfCznt7UC5raTHwUQzHlqiGYyP/yN6ieu755AiiIDBnQDoP6lZi6jGHaKMWpy+IjECNU+1FsXuDmHQSt/TLwPRBH0yx2XyR8woltXYyRrxA1J6/QMfJ0FQKcTn/dIoc3iBf5FfwyYFS7h2eS79WcRi1/3cfH1EUSIwykBgVWQqL8OskElwiqFiSqLSZqXcEEAQjaVEaRrfVEpYMFBSXk1j/peoIWXEUA17SzRpGtU9kU2EN707LxXDkXUz73+LBIY9BpykIFYdh+irV+njOXmpDRq59P5/ztS5uG5hF/1Zx7Jg3FLc/REK4HGZ+CUEvKeWb0WWMxnLJt10niaC3cO+SQ0zpYGVCzmRsrcdRY8wmLWgkN9FCMKxwTY8WcMiPRoRVc/oB6tLR69d34+O9F5ncPZ04k4b4+gOqfH3Qw+grLNx8sByTvi13X78G49kvVIn7y+AOhJi/6gQA9yw7wtbfDfk/DS4RIvzaiXw6IgDQ5A6wbH8Jb+8oJtGqZ9WcfizcWUqDJ4hNG2Zg/6sR3hoI4QDC2U3YOlzNn8dP5o+DrMQbw4g1Mox+FqG6AMVVDV/NUz3vR/0JProKz20FnK8tAGDLyRpyE61k2MIEXXUIu+dB8XbCXW+ifvCzKOEwi6a0YueZKrq2jMeMl07p0fzx61I+SbLw8czu1LvUXpw7BufQIyOaNKmRYPYw5LDMuRoXf/yikKcmdMCgFZl3RVscviCHSpoYk9MBpedsBHc1GiXE/SNa0yEtGqPRD50mgznxsudHI6oJ/aI6N3np0WgkEX8ojMMbxKiVsESWpSJE+AGR4BIBALsvwK5z9YDafe/0hSi3++iQEs2S3cU8PjiuWQeMgAuyB2MT3Ygf9oObv1INsLa/CMN/j3BxFzQUqV/VBRCdhiVsZ2KXVHaereOeYa1AUTBoRDITDQjVBaA1Ut39AcYt2EOTN8iiqa2Z7FoGnqE0aVsztE0Ck7qkYdFLSEIYs0HDC1PykBWFBMGOuHgQorcRKaM/7UcvZuF1XVGAI6VNLNhyjkGtE3hh42m6zxtKzJAn2XyikufeP8WVnVPo0dIGRttPnp8Eq55ls/pg9wWJNesw6SS2n6nj6S8KGdMxmTsG53zvHhkhQoRfrs+lsrKS6dOnM3bsWMaNG8eSJUsAaGpqYubMmYwaNYqZM2dit6tJXkVReOaZZxg5ciTjx4+noKCg+VirVq1i1KhRjBo1ilWrVjVvP3HiBOPHj2fkyJE888wzfOfY/GNjRPgR7OXg9/DQ6DbkJJi5vlcLEowKfx5mY1QrMyvn9Edx1cB1y6HXbLjqLfA7ERSZ8PQ1KHoL7FmommZteAQy+6ue9PooSOsO8W0IKgLzRrfhszv6EmfW0eQJcqSkEVEAZeoSuO1ripwaGj1qb8nKAge+/g/hTuiCNuAg3SLw9ckqdCEHMQdf53yNi0lv7GLym7sJBILgawJAdJShhIP89eszRBu1pEUbeXFqHlpR4N0ZPdBrRQ6UuslJS2D1nP7cPigbv8tOQ101+F0/eorqXH6e+qKQp9YW4A/KOLxBHl99nJIGD29tL8LlD/3o30aI8J/ILxZcJEnikUce4csvv2T58uUsXbqUc+fOsXjxYvr27cumTZvo27cvixcvBmD79u1cuHCBTZs28fTTT/OHP/wBUAPFwoUL+fTTT/nss89YuHBhc7D4wx/+wNNPP82mTZu4cOEC27dvB/jRMf6TCITCnKtxsmx/CVV230/v7G0kpuEIsRo/i27owiNDkohznSMmWE2u0UG68xhiVIpqK9z1Jtj6HLw9FM5uRFZEQroYiG+tHitnGNhLVROtGWup0aZwZvDrnHapiWeNKBAvuZnZysW4NC/iqXUIuxfA57NpnRpLz0wbKdEG7h6ajUYJYiz6CpNOQ2uTi/nD0mgVqyfQ5SY6pkXzwIhcruvZAtEUjTzlA2g/EffVH+GUYthb1IDDG6SkwUOLWBOzB+cwvF0SVQ4/81YcJxhWaPIGuOPjwwx49SBPby6h6TJKx9+xt6ieL49Xsut8PW98ew6DVmRw6wQAsuPNGLQSDe4A6/Mr2X6mliZP4EeP9a9S6/Tx7PqTLNtfQuO/ME5Fk5dl+0sornMTjjRhRviZ+cWCS2JiIh06dADAYrGQnZ1NdXU1W7ZsYdIkVZF20qRJfP311wDN2wVBoEuXLjgcDmpqati5cyf9+/cnJiaG6Oho+vfvz44dO6ipqcHlctGlSxcEQWDSpEls2bLlB8f6xzH+k2hwB7nytZ08uvI4sz48SL3L/+M7mxKIzuxMXlyYXKWEqB1PgxyAphIEQUI4uwkWDYBjS0Grh4KVoMgIexZCbEsUrQll6gdqUn7wozjqKykPx1IrJeKUDVzx6g5mvHeANUfLEQRob5MRdr2GSxdHbdJA/EMehz534g/JXNUtjcfGtmPbmTqCJ9YgfXEv4ql16KoOI22YhxLyQjhAHA4sBg0PjGyNWzBS3+IKPOMWEra2YP3RUl6f0hodQa7MSyEQ+v7CKQpwc/+WvPbNWRy+EIdL1BnPppP1BJTLrxLXOn0kRxnQXNIM65sTR5RRxyNj2rHtoSEsv70PCVY9Kw6VcdfSw9z03n4KKhw/22v59/iDYZ7fcJrFO4p4dOVxztf8+Gzrp6h1+rnu7b08uvI4ExfupM79ywXDCP+Z/K/Iv5SVlXHy5Eny8vKor68nMVFNmiYkJFBfr67zV1dXk5z8vWFScnIy1dXV/7Q9KSnpstu/2x/40TH+k1AUhWBYXSYMhmXky1mGyDK460EJQUMxLJ2GsuUp6HGLag6W/6nam7LzZXXZafsLIOkhvZc6RtfpSL5GggGful0OE0DDOgbTf9EZbv2siEq7r3nsU1UuonUKihymYdhzvPjNRa75tIa9tUb8WSMI+P3MX3WCu5cdobDC0bzMSc4wWDkLEtuj2fpnjG90Rbv8Om7saMIXlnnk8+P0fHYL7++rRnvgdR5yv8SIysW0sAr8cV0h7+wsar7DT7cZGdomAV8wzOkqJ9P7ZBJn1vHoFa0x6S7/cVh1pIKP9l5k5Zx+bLhvIINaJyDLCoGQqlj8nXZYj8wYHhvblpwEC57AL7NM5gmGsBi+D4Im3f+seVJBwXtJ4cAfkiFiKRPhZ+YXT+i73W7mzp3L/PnzsVgsP3hMEAQE4XKm4T8f/xtj/BqJNmlZe1d/9FqJQCiM9N058Dap/u16K4gacNeAzgr7FkHtKYTaU4QGPISm/owqad9+EkruaISzG1HajFWDztT3ERwVCOe/QVg8BPet+6nXJ2PQ65D9AmvzVcn5/DIHLeNM3N4/nYv2EI8OTqC+0U4TehSDFovJxEvXtEQriTQhEN+wm3end+VEpYtpPdIxhmworlIwJyDorRCfCzv/qj4PewkNspnSRi/PTOrIY6uOs+VUDZOvnUudz4PBZGHpwUpOVTn56kQVYzqmYDPpiDaqXy9P7cyHu4u5rkcqcwZnEWXSY9Zf/uPQJyuWzYVV3P7RQV67rhvWJA3ljV4e+OwY+4sbmDMkm+t7Z/LuzmKqHX7evLEbidZfJrmvKDCuUwo5CRZSow3/4yKCOLOepbP6sGx/CRPyUokxR6rdIvy8/KLBJRgMMnfuXMaPH8+oUaMAiIuLo6amhsTERGpqaoiNVWXLk5KSqKqqav7bqqoqkpKSSEpKYv/+/c3bq6ur6dWr14/u/1Nj/Cdh0mmIs+gY/coO7N4g1/fOYP7Ytliq8qF0PzScxx8I0dT3YUxR6VjajEMoXAN6Kx5jMpYWMYiSDjbOh1s2oIx5HsVZheBtRGgsgq1/gap80FuRFYHzdR7u/FsBo9sn8btRbbhn2RHaJFsJhkLck1uP5K5Bb4zHqYnD2VSP0ailXbKVq9/cjSDAZ7N70Tm9C93CIsMzbbD8KjXwTXoTj9aG4Y7dhFx1aEc9jfDN09RftZz7PitgT1E9GbEmFt3YDUEQeHbjOdYeq6RbRgxPT+pI+9RojpY0/tMdfqrNzCPjOv6XzmW8Vc/ELmn0yoolyqChwu7D6Q+xv7gBgD1FDXRMi2H98e98XM7z/OTOP+8LeolYs57v0iPpNtMPNM7+O0iiQKtEC7+/sv3P+N/9G+JthJpToMiQ2A5MP/O1JOgDb4N6fKMNdOaf9/j/h/xiy2KKovDYY4+RnZ3NzJkzm7cPGzaM1atXA7B69WqGDx/+g+2KonD06FGsViuJiYkMGDCAnTt3Yrfbsdvt7Ny5kwEDBpCYmIjFYuHo0aMoinLZY/3jGP8p1Lv8lDYLAqHsAAAgAElEQVR4CMlKc57gWGmTugzirFaT700lnOz8MCPfPY+vsQLBWQG3bkKevZ2TTRKyzkL4roOEZ2+jQYylXI6lXjYhNF4gVPAF4WlLCU96i7rrN/NtqcInB0rxBWXWHKtEIyosm92ba3u14Oq39vHymXjCuVdwMRSLFTdpu+YTt/1Jzteq+QJFgfxyJ/M2VrJgV42aWC/dq5Yyf/M0m05UMGNFBRWmNuwzDaXy2s34ba0pqFQLO0oaPFj0WkxaiU2F6tLo4ZImXP4Qsz48yNXd0tFpRCrtXsobvTS4fyL/9A/UufzcuuQAj68+wcSFuyhr9DL4+W8xaEXGdExGJ4lM6pJKRqyJDilRLJ3VmzsG5zSLav4SJFj19GgZS3K0AU1Eav+XpWQvvH8FfDAWirf9/MdvKIIFXeDVzurN2r8Rv9jM5dChQ6xZs4bWrVszceJEAB544AFmz57Nfffdx4oVK0hNTeWVV14BYPDgwWzbto2RI0diNBp59tlnAYiJiWHOnDlMmTIFgLvuuouYmBgAnnzySR599FF8Ph+DBg1i0KBBAD86xn8Cje4Aj606wYaCKnpm2nhnRg+eWX+Sh69og0WvQckZSrj2HA0TPyFRUVhxqwWh7ih8/QcAxLZX0nnUX7ALMby4tYgkqwFPsInF2w+THW9m+a398Zg6cM0bp7miY0dmZ2QwJNtNRqwJtz+IQSuRGG1kwms7WTenDytubIVV9GP5ai61ff7I6/kBru9xH5r6s4zOSOZYmR2NKDC8XRIvbjqDJxBm1oBMYuJaQUMRzrxb+SrfyakaF1pRICXeRqnTT6ogsuDarizYcpbJ3dM5Ud7E0dImHhrdhkVbixifl0LhpaS6KKquka9uOcuo9klM79OSjmkCMab//12/onyfmwjJ8qXvCnvO1fP4uHY8cWV7NJLA+RoXb8/owdRFeyhv8jJ/bDtu6puBIdLF/9vG+f3qCI6Kn//4JXsgdOlm58wmyOj784/xf8Qv9s7v0aMHp0+fvuxj3/W8/D2CIPDkk09edv8pU6Y0B5e/p1OnTnzxxRf/tN1ms112jP8EgrLMllPq3fuBi41Y9BqevaojiVY9Tn8Ih2ImYO3A+Nf24PGHWTajAy0yu0JqV7CXIg94AC8GyhxBrAYtV+alMPvDQwAU1bnxyhIXvAZkBZbsuUg4FObpFodIajuGvp2OgymOIC3whxRkVw05H/dRve6j0qhzeHlpcxEJE9swLK0Hc/52mAldUpEVBU8gTOskK60TLZQ0+akf9QkZMXrKfFqCShnv3NQdBXD5w7SMM+PwBYkyapg/th1ZCWY2FVRjNWqZkJfK+LxUZFnh/V3FPHtVJ7wBmXd3FKMosLGgmlsHZBP4L5bexlv0fHBLL5buLWHkJQO1fjlxdM20YTPrMOnUj1CC1cDZaiflTV4A1udXMKV7OpHG/d847cZDU4n6Hu58zc9//DZj1CrMkB96zPz/7/8bInJb9W+GSSvx6Nh2vPnteSZ2TaXG6ceq11DvDjB10R7apURxTfc0mjxqT8eK4w08PSqN4IQ3COtjWLCnnmHtRW54Zy/+kEwgFObhMW15fPUJpvVIQ0HgQr2Xt2d0p8kTJDfRwjl/JtkHFiLteAEA3Y0r+eKe/ri9LkLTPkFz4lN8/R7kxDkto9onEaMHsxRi1sAsXt58lkldU7HqNUzvk3nJF8VMjVOiGg0X7U76ZMcSlmHoi1t59dqurMuvoLDCwUOj2xAfrcfu8jGibTwaScIblImz6HB6Q7gDYVYfLafW6eOGPpks2naeIa0TMOlETH83o3D6gji8ISQRYkw6DH8nXx+WFcw6iVmDstBKIm5fiKx4M1aDpjmwfEesWccVHZI4UtrEw2PaYjVEPl6/eczxMOz36s/iL7AEGZWqNiejqJbh/0ZE3v3/ZkiSyMS8FEa1S0IUBBQUtJLIJwdKVLvg0iaeu7ojLeNMOHwhburbEkq3U584AGPQg1VSS2gFAa7uHM+d3UxYrBrW3NkbBJHJi/ZSafcRbdTy4S292HD4LFM7xyEktPn+n1DCpOvceHQmCuXO7LZlMJQUDlw8w+DW8XSLD2B+uy8T5p6mdXI30m1G/ravhAVbzgHwt9t6YzVI7CuqZ2SHJHoKsXy09yI6ScSsk1i0rUgdBhjUOoE/rT/JhLwUpvVsQVqMiWqHjxY2E7cNzOaT/SUMap1ARpyJGf0yEYAogxbT31WGHShu4JYlB9FJIuvnDiA3ydr8WJ3Lz8iXt+P0h/jDhA5M7paGLCtEX2ZJLc6i57nJnQmEZGJM2uYS5Qi/cX6JoPL3mON/2eP/HxEJLv9GNLj9LNhyjgldUlm8rYjCSgcvXZOHzaRlUtc0RAHMei1aSeLtm3rg8of45EApDw0bQsLFb5C+/j235o7jhG8WK+f0Jyt4HuMHfUBRkG/4Eqeto9oTAQRCMla9yA3eZWi31dPQ9xGMs/ch1hSg1UWj2fAQlt53kquPw9IxlfuWHyW/zM6Xx6sYeG8PlOFPIIkCcWYdBo2EL/j9MpXdGyTeqqfeHSDOpCMYlhnfORUUyIgzo9eI+EMy7VOjuFDnBmB/cSMj2iXhC8q8/u053preg5ZxZh4Z0w5vIITdG0ISBOItekTxh6XpW8/Uqs8pLHOiwt4cXDz+EN5gmJv6ZbL8QCnfnqphSre05sAiywqBsPyDmU6MSUeDO4A/JKP7F90oI0T4xQl4IOgGfTRoft7y+Uhw+S0ih9U3hc4EooQvqKrzegIh0mwGzDqJdilWTHqJlzedZtAly+JbeqdQ7Qyw+WQ1n+wv5c4hOVzfOxMp6ELaMA9c1egOvEnH3rdTFJDRl2wHBJpGvIjPnI5OK7BsVh9WHCpjQl4KNpxo606S3/dlHv+8gn45sUzIG0brY8+jcdcRNsYhaoxoZZnUGCP5ZXYMWpGgZKak3e0YRYkqhweA6X0yMeskbGYd2fFmzFqJaT1aUNbkw+sPEWPWYTPrWLL7AhvvG4TDFyTGqGXloTJyEy3cM6wVmwuruWVAFpV2H6GwzOkqB0lRBk5XObnx3X1YDVrW3t2fdJvpB6dz9qBsjpfZiTJqGNBKvYtsdAdYtO08O8/V8djYdlzVJRVJlJp7YRzeIF+frGZTYTUPjmxNq0QLgiBQ1uDB7g0SVhSSI34rEX7NeJvg8Idw/FMY9gRkDQTtz2d4F5m3/wZo8gT45lQNq4+U43K71JLIz2bAua9xuxy8sOE0D63IR5YVOqRE4Q2G2VvcQFa8mXtHtOZsjYvF24sJiXrirSaeWFNAYaWD3312jBqnn32lbkKt1D4kEtpS5RF48LPjKB2uomn8u5TG9SfgcdFYW0WV3UNZo4el+0ow60Wausxm/oZyCiocvL3jAiadBp3swTFpCUVyMlsrtby3u4Qnx7dnyS09+WRWH55Zf5J5nx8nEFZY+O1ZvMEwk17fSWqMgX45cey/0IBGEvAGw6w6XIY/LOP0BXlqXSEf7L7AuNd2EAzL1Dr9TO7Rgvdn9iQ73szdw1pxoLied2f05KsTVTh8IXadreXTg6UEwwoN7gD5ZWr5cigsU2X3caLcjkWv4Z0ZPXj12q4kXLIxtnuDvLW9iIIKB39YV8DJKidWo6a5ITcQCvPcV6fYcKKKu5Yept4VwBcMU9bkZfzCnUxYuIs9Rf95yhARfkMEnLD591B1HFbf3uwU+3MRmbn8BjhRbueWD1Tr3uO/6wJLp0E4AMXb0M09ztXd03B6gxTVe5AEgd+vOcb5Wjd7ztez+f5BrDpSzuDWCRy62Ei3DBttkqycrnbSpUUMlXYf7+6oYNmN89H1uQ+dwczawy7+OKkDTp0FbaaRNt88hS7/I8JZw0gY9zozTlQhCnDP8Fx0LQfS62IJp6uc3DUkB71GomnoX6h2+tFKIjpJ4Kpu6VQ7fLRNimLEX7fh9IW4d3grJEFg9sBs6l0B7hjSitZJUYz663ZkBbaerqVnSxvj81J5+PN8Fl7fjdxEC2drXHROj+FMtYvsBDP+UBi7N4RFL/LFsQqu6pbO9W/vo8rhI8qoYcnMXtzSP4tvT9diM+nolmFDURQcviAjX96G0x/i+l4tmD+ufbNBGaiyKt951HfNsNHgDiAKEAyHKa7zsKmgijdv7MaLm05z99Bc3JfkXirt3ma5m6OlTUzskvbffr2bPAGcvhB6rUiiNTLzifALIekgNlvttWnRR/39ZyQSXH4DfJfnuHVAFqIgQ2wW1J6GmAxOVbuZ8MER3prWnqFZBmrkaNokRXG+1o3NpMWs17Du7gEIIQ919Y3oQ1o+nNmdRm8YQYDnN5zijRu7s73Mzv5iL7cNTGblkVP4gmESeuhJlkLoCj8FQCr+BoMQItGq57aBWfhDYSqcIXpmxXJD7ww2n6zhmrf2cNvAbMZ2Sua5r05x64Bspr+3j1BYZvVdA1g1px8GrUSjO8C2M7U8svI4AH+dlodRKzVfmP2hMH2y49CIAn+d1gVvIMSC67oSlhXqXH4+2nuRGTEtERA4U+0gK87MrvP19MyKay4zDoYUYs06kqx6Ntw7kJCsAApLdl+gZbyJqT3SeW/XBQoqHKq4pf77cx5v0bPungE4fEGCYZk4s55Ys55qh49Jr+/CEwiTEm3g09v78sSaE3x7upY+2bH8dVoXJnVJpckbZPag7P/2a+0JhPhg9wVe+fos6TYjK+/sF1lai/DLYElS1ct9DjDG/OzqA5Hg8hugW4aN5yZ3IjfRilYThOuWozQU449ty9z3zqAosOpEA4M9B7lgGcqcodk8MqYNYVlBALKtIYzeRoTkAFCPcuR9rJ1v5NntDQxolYAI3Lf8KADFdW6en5zHwQsNTHh9FwuuasWAQfMQd71KqP8D+AQj78zoweaCajaeqKbBHWDxjiKW396HFzaqfU3PrC9kRPskDl5sZHQHD22SrIzukMyrX59hXX4lGbEmPr29LzXO2ubn6PGHsRokPpjZg4NF9VzfpyU1rgB6rUSiVc/S/SU8ubaAe4fnclXXNJ4c3wERhafXnyQ9xkiPzFhuH5SNRoTls/vw+eFyruycQnKUHr1WQ5XDz4TXdxJr0vH+zT0Jywq3DcqiuM7No2PbYTOpDSmBUJgGdxC3P0SsRUfraCs/hSQKbLtUELC3qAFREPjTVZ2QFQXr/6DJxRsIs7FAbdwra/Ti8oe4vDdmhAg/A5Yk9esXIBJcfgPYzDrGdUrB7Q9R7NVgFiU0UW0JiDZsJh2+6DD39LGhPVvMeX8f0rR+Hv78OAUVDqZ0T+fxkRmYPpsBdWeg12yEvOtRTq7jTE0eTd4gI9onoREFQrJCjElLcpSB1745hzsQ5ualJzkybybeTrez5VQ90aVB0mM1vLW9iI9v7UWcRc+mwiqcvhA9M20cuNjIgFbxaCWBucNbkW4zMqRNAiPaJ7Jo23lAlWuptHuZ2j2dencAnSQwqkMS4XCYFjYzSXkGfCGZj/dcIMqoZc6QVgxvm8RnB8v48nglQ9skcq7GxVvbz3OmWpWQGd0xhXapUSRFGdBrJB4Z0xanN4DdG8KqCOw4W4tGFHllWhf+9OVJLHoNswdl88KUPOIsuuZcSq0rwPCXtuILyjw6pi23DMj6QUlxrFnL6rv6s7mwmis7pxBl0PDYuHYs3l7ETX1bYtBKPyqA+V8hyqjhsbHteGhFPr2yYok2RrowI/w2iQSX3wANLh/55Q42nKjikwOl9MuJ480bunK6wsG9w7JpFaslqvE4wX73s2ttGfe01nOm2gnAlpPVzBveUg0sAKe/gp6z0Gb2or/PQmqMkaX7VDn54jo3vbPiEAWZKzom8/nhcrq2sFHj17LicBlvbVf7Sz6/sy9bHxrC0n0XyWsRw0e39kKW4dXruuINhDHoJF7edIbUGCNWvZbCCgct4838+epOPL/hNEPbJuDyhVh+uhRPIES8zUQgJDPm1Z04fCGeHN+eMR2T6ZAazZFSVSNMK8FfJneixunHHwqjKAo9W8ZyptpFglWPJAroNCJNniChcACtJPD8xtNsOVnN769sz4h2iZyucrL6aAVfn6wBoGuGjSs7J1PnCmAzadFIIlV2X3NZ9P4LDdzYJ/MHwUUrScRbdPRqGUtYVpBEgWt7ZjC+cyomneYHcvj/E7SSRM+Wsay5uz96jUi0MWKdHOG3SSS4/MoJOatRghpEYET7ROYOaUmC5xyaTQ/Qp9tMDoktqfGJkNQLCYFHxrShrMHL+rkDeWJNARPyUhAkCbreCOe/gaHzCWvNnHFbGJ8XxdgFO/AFZYrq3DxxZXuaPKqb4oOjWjN3eC7nalz8bV8J4b/z+wiEZKa9tYfSRi/Te2fQLiWKaqeP5zec4sFRrfl4bwnrj1cC8Nb07rRKtLDiUBkt40y8fkM3dJKATlSY/dEhvMEwndKiGdUhCYdPTYpvP1PHsDaJPPVFIQC1Lj9/vqoT4xfuIiwrRBk0rJ87kG6ZMczsn4VBIxKUZRQFRr2yDYc3xKb7B7HiUBkAz284zdq7+/O70W3YfraWD3arTaJ5LWJ4/dsivj1dw8vX5NEhNYqUaAPvzejBkdImpnZv8U+zEJcvyB/WFrD2WCUaUWD7vKGkxhj/pdnKP6LXSiRqIz0yEX7bRILLrxk5RIMnzHPbKrl7SCs+OVhKK6MH7dLxEJVCXdd72FxYw9s7i+mWEcNL1+Qx8/0DXKj3kG4z8sHMnry7o5g+WTasPe9C22U6RLegVogl3qbgDyn0zLRxosLBHYNzGLNgB76AzBs3dsPpC6OVBBZtPc/tQ3Jok2QlKVpPcpSBzDgzOo1ElxYxDGuXyNbTtbRNtvLC1M5sO11Dyzi1j0QUVAvgGoePeaPb8rvPjlHt8PPkle0xB2r58IY2bC1ycX2fLDSSxOj2SRTXu5k9KButRkQrCQTDCqnRBiQJ4i06qh1+0mxGLtZ7KG3wkJNoprTBy+LtRdzQJ4Mbe2fyxtbzOH0hOqRGUVDhYHxeCkadhNWgZXBuAl8/MBitJKAo8N6uYgCe/qKQZ6/uxPr8SnpnxSIrymUbs0OyQq0r0Pzz37tcRogQ4XsiweVXTFAWeOdgEysPl3PXkFYs3l7EuOxcsLWkYtxHnPFaWHX0GKBKzGslkUq7D4Bqh48mT5CsBAsaSaLQm0zL+BysUghzXTH53kSMOomnJ3VCElVPEodXnTl8c7KGucNzkBF4bkpn3t9VzD1LjzCsbSJjO6YQCst8dGsvBOBMtZO9RfU8vvoEN/XNvJRUFxmYm0CMWUuTN0Ci1cCe83Vc3S0NuzeITvZi+vphejZepKetJYrjTmpt3Xl4TFsCIRlRAF8gzMb7BnG22kWn9Gj0ksDnd/TjfK2LdJuJGe/vp7zJy455Q7nu7X2EZYUn1hSw5q7+rD9eSbRBwwczexEIyWrPTCCsLjOZdM0d9jUOX3O58bC2iaw/VsnYzimMf20nIVnhm1M1fHRrb+It35eRxZh0vDQ1jwVbztI3J47Y/6FZV4QI/+5Emih/hciygqIoNHqCZMSp5kF6rUhylIFHNlYRumEVa88H+fZ0LbcNzMakk5jYJRWtKLB4endGtk/ijRu6Y9JJRBs1fH2yhmqHny/zK2jwS/iiszlRYef+T49S5fChKNA900ZOgpkEq56b+mWSX+6gtN5DVZOXgnIH3mCY9ccrsXuDeINhKpu8nKpykBVv5ot8dQlMXT5TkBUFbzCESSdhM2lpl2qlU3o0b249z9qjFWj0JpSWg6D6BBR9C1Fp3PTefj4/XM6mwiqCsoIgCnj9YUw6ic8PlfL4mgIaPAHapUbx8Of5pEQbWHF7XwQBurZQLRg6pEahkQQ+mNmTrAQLCVY9eo3I7R8dYsTL28gvsyPLSvNz0EoCS27pyao5/biqaxoj2ichCmoFGIBOEhH5ZxfT1Bgjz17ViYld0oiKJNwjRLgskZnLr4w6l583vj2HzaxjeNtE2iRbeXdGD0JhmZVz+uH2h2hES69sLdcu3suMfpl8de9ABEAA2qZY6Zsdx5fHK5jetyVbT9cya2A2e4vqmdQljRqXn1OVDtYeq+C5qzszf+VxiurczB/bluen5JESbWDXuVoeWqH2n6ye048/T+7EU+sK6ZFpI8akJRhWSLMZOX/GRbvUKCZ1SWX10Qqm9WyBPyhjMEq8/u156t0BXpjSma2nK5jRryVLZ/VGI4q8ub2Y+/tMRMwdAZKeby74OVXtItrUwF+ndUEjChh0EudrnJj0Gl7afBZQtb/uHJzD4+PaYTFombJoNxadhmWz+xAIyeg0IiFZJt6ibw4QJY0ejpY2kZNgxmbScrLSwTPrT5LXIprre2UwdsFOAGb0zaRfq3jWHC3nvZt7cqLczsQuqcT+iNPjP+qTRYgQ4YdEgsuvCLsnwOLtRby36wIASVF6+uckcLSkEVlWaJsSxfr8Cqb2aEGF3cuKO/ti0WvQSSJzlh5iwbXdOFfjZGibBMZ0TAZFYfagbE5WOpjUNY1QWKak3o3DG2TWwGw0okDRJeHH5QdKGdMxmR1najle4eDmfi0Z0zEZq1HLkl3F/GlSRxzeACjw6MrjWHQSz03pTIPLz0Oj23DnkBx8QZkKu5cjpU0cvNgIwNL9JVzZKYUHPzvG9jN1RBk0rLqrP0U+hWDYhAJsPHeBDqlRPDG+PUU1TrplxmLSa+iWGUujO9BcJt3CZiIz1kS9O0Cj24+sKJQ1eflwzwUeG3d5u970GCOp0QbuHJLD7vP1fHm8ij1F9ewpqmdCXirxFh11rgBtU6ykxRj58ngVx0rtPHFlO5Kjfz6dpQgR/tOIBJdfCTVOH/lldq7qmoZGFFi07TwxRh2lDW66ZtjIjDPhD8mM7ZyKrMDdS48AYNZJrL6rP0dK7Lyzo4i7h+Wy7UwN7VOiSI3SIwiwqbCaP6wtZMktPfEEwhTXuRnSJgGjTsOEvBT2nG/gnmG5SKLIS5vP8NGtvckva+K6t/fSLjmKv16bR5MnSKLVwNs7ijh0KXBsLqxmYKt4PtpzgZv7Z7G5sIzFO4r+X3t3HhBltT9+/P3MyrDvi4qiiPuC5gJikiCYCorbNctMs1uWaWZ1+3r7VXZbbbtdNc1uZt1WzVy6mmkKqKi4m6loLiCILLIN+wwzc35/jE5yXSrFMDqvv+DMs52Zh/nwPOc5nw8fTeqDi05NdZ2V28P8UKsUzpbYi2i19nVBAbxctGQXV/P+1tMM7ODP1AGhfLU3h492niHlyWic9Rq8XXQYtCq+nzWAc2W1tPJ2Jqu4mpnLDtIxyJ337+3F1E/3MbZX8FXfV393J9Y8GoXZYmPFvlw6BLmx83Qxzjo13i461s24ndo6Kx4GLWqVwqZZ0ZTX1BHsLQOLJN0IGVxuEVarYN2hPL79MY/HBoWxYeYADFoVGrWKPVklNPNwYt7mkyzfm8N/7u/jyLPVp7U3uWU1JHQLYli3ZixJO83Y24IxaBXqBGw6WkjqcfsM8iPnytl8rJCdp4qx2ARPxrene7AngzsH4axTIYTggdtbs+t0EWsOnmPawLYM796M8hoL07/Yz0PRbbijvT//ST+DRqXQKcidNQdzmRTVmnmbT9CthX3s47NdZ1j/2O3YBGhUCooK5t/dg01HC4gM9eXlbzMY3r0ZvUK8eDbBfsXx4fYslqRlcnuYLxeLRNpsAoNOw4q9Z1m+7yz3RYaw5adCcstqyC2rYeagMDY+PgCfK9RWEUJwrqyWvWdK6B3iTXMvZ0b1bE5JlYlRPZvb07m46tCp6z/ya6yp46W1J1Cp4PXR3fF101+2bUmSftlNCy6zZ88mNTUVHx8fRynisrIyHn/8cXJzc2nevDnvvPMOHh4eCCF4+eWX2bJlC05OTrz22mt07twZgFWrVrFo0SIAHn74YUaOHAnA4cOHmT17NrW1tURHR/PMM8+gKMpV93GrswrBqgO5AKRkFBLfKYBP07MZ36cluzJLCA/25EC2/Yph2d4c/j2xFwUVtVSbrIT4OPN/QzoQ+9YWTBYb//0hj08f6MuJwnJiOvhz8nwlGpXC0C5BvP29fTKlv7sevUahV4g3NquNcpOFAW+k8HB0KIkRregY5M7urFLi/rmV21p58dLIrtz/0R52PD2QrU8NpKbOyqLUU2w8kk/n5h5MjQ5Fq1bRs5UXRZX2pJX7zpTSwsuJrOJq2vi6MCK8OWMX7+R8hYnkY4VsfWogc9cfI9dYw5tjunNvRCvyjLWoFFi6PZOThZVMj2nLuN7B/JhbRtfm7jhpVezJKsXfTY+fm/6qiR2LKk0kvbud85Umgjyc+ObR/gR66CmvrWPu+uN4OWt5LrETPq4/BxebTbAg+aSjvkt6ZjEJ3ZrdzI9dkpqsm/a02KhRo/jggw/qtb3//vtERkayceNGIiMjef/99wHYunUrWVlZbNy4kRdffJE5c+YA9mC0YMECli9fzldffcWCBQswGu1poefMmcOLL77Ixo0bycrKYuvWrdfcx63OoFUTFepDxyA3/l9CJ2av/JEKkwWrEEwb2JYvdmXzzLCOdG7mztAugSxIOcm4xelM/mgPJworURQFzYVBZr1GxZFcI/7uTsz572HC/FyZOSiM8xW1fHx/Hxbd05O7erfkZGElvi46Qv1d+fZQPlYbLEg5xa7MEoI8DCzfmwPAvjOluOjVDOsaiKIoKMCp85VMjgrh3Xt60i7ADUWBoiozd76zlbv/vYuPdmSRcryQx5cfwmwVjFq0E51GoaW3fQ6Mj4sOtUrhaJ6R5xI68eyawzz51Q+08DJwzljDC/89yme7snl1/THWHsrjb3d2JCzAFYtV8NXUSBZN6InmGmevTUCFyV7KuaLWgkBQXmPhieU/sPXEedb8cA5jTV29dVQqhTva+znew46B7g38KUvSn8dNCy69e/e+7Iph8+bNJCUlAZCUlMSmTZvqtSuKQnh4OOXl5RQWFrDMSXkAAB0wSURBVJKWlkZUVBSenp54eHgQFRXFtm3bKCwspLKykvDwcBRFISkpic2bN19zH7cyU50VV72G+eN78OF9vXl9wzH2ZJXy2a5sbDbBjpPFLNxymg+2ZfLU4Pb0C/VhUr8Qwvxd6dvam87NPPgw7TRf/DWC2UM68NZfujMv+QTZJdXMu6sHd/UJxk2voZmXE8099XRp7kFZtZmdp4sRwn67bHzfloT4OBMe7EnPll5o1Soe6N8aRYGINt4EeznzZHx7hv5rG3/9zx66NffkL4t3MmnpHj7ZeQabgCqTxZHVOM9Yi5uTli7N3Ylq68O2vw0EAW+O7canU/qwZlp/zhRVsvyhfuzOLGHHqWL2nill1YGz9VKe+LjoyCqu5qV1R1EpCkvSMhn73k4+2JaJ5hrlZ72ctSx7MJK7egfz5YMReDlrMejUDO0aCEALL8MVU7VEtfUl7W8D2fLUHbTwkuMuknS9ftcxl+LiYvz97Tle/fz8KC62F1MqKCggMDDQsVxgYCAFBQWXtQcEBFyx/eLy19rHraqwvJa3v/8Jq03w9J0d0GtV9GzpxYHsMnxcdBh0GtoHuqFVK6SdLGJ8n2B0ahVOGvucFmOthbLqOpbtOcuOU8XMu6sHS7dncmfnQLq38OD0+Sqe/+YIC+/pgU6jpqTKjLNOzYwvDzI5KgSVCt7YcIxF99zGyyO7olYpZJ6v4kBOKeN6BzOwvT8Wm2Du+mNEhPpwd0QrPkzLpKTK5MjBlZFfjhD2wfpH7gjlbGkNTw1uT5XJgp+bHp8LkxDzjDU89NE+lk7qzehF28kvNxHTwY+Zg9rhpFHh566nT2tvAt2dWDejP2dLa3DWqXng4708GmOv/7JuRn+Kq8z4u+mvWMf+Ip1GTfdgT7q18HAkpdSqYWJkCKN6tkCnqV8rpbLWQnltHSpFIcBDj1Yt069I0o1otAF9RVEcf/R/5H3ciNIqMyv3n+XLPfbbT238XHDWqukX6sOI8OaU1dgzBvu66tj8xB1YrDZsQlBptqDTqCkoN1FUZaJHsCfzx/dgQcpJjuQZie8cyDc/nGPp9ky6NPdk0YSelNdYePrrA5worCTUz4V5d4Wz66dcFPx5bVQ33ttyioeiQ5n73XG+/TGPFVMjGfKvbbw4oguvfpvBOWMta344x4qpkaw7dA4vZx0zYtpyIKeMx2LDeGndUZ5P7MxdvYMpqzZTYKylQzM3XPU/TzIMdHfi48l9sIqfU6j8kGMkwE1P6lMDycgrJ9jLGYNOTcdAd1y0aspNFr6aGolBq2bbySJG9Wzxm+qb/O/n7+msw/MKQWlXZjEP/GcvTho16x+7nRBfl+v5SCVJuuB3naHv4+NDYaE9I21hYSHe3vbiNAEBAeTn5zuWy8/PJyAg4LL2goKCK7ZfXP5a+7gV1NZZKSiv5XxFLcYaM1lFlbTy+flLrIWXMx2C3NFp1Nz5r61U1FhYtOUU/1h7FKvVxrjF6Tzy2X6yiqrZk1XKc98cZl9WCU5aNe0DXEnoFkSXZh5MWrqHlftzST52nvKaOgrKTfi66sgqts9pySquxstZw/35L+JvycXHRUdYgBtbfzqPi16Dr6seY439ishYU0fLC7nCvF10BHka+GRKH4qqTAwPb87kfiH8fdWP5JfXUlJl5ovdOTy+/BClNWY0KhU1dRYKy2spr6lDURSCPA246DQsnnAbw7oGseS+XuSW1TD9i/1M/mgPQ+elUVRpQqVSaO5twN1Jw/4zpTz25UEi2vjclM/FZhNsOJKPEFBTZ+VoXvlN2Y8k/Zn8rsElJiaG1atXA7B69WpiY2PrtQshOHjwIG5ubvj7+9O/f3/S0tIwGo0YjUbS0tLo378//v7+uLq6cvDgQYQQV9zW/+7jVnAgu4zb56YwYsF2Kk1WDHoNzTyd+PLBCD6Z0odzZTX4uukprTbTwtNASZWZD7dn8e2P+SzccorYjv7U1FnxNGg5Z6zmyfj2+Lo6UVJl5kheBYM6BmCy2Li7TzDB3gYeGxRGyvFC8o21OGlVvHtPTyJDfXj37h7oLVVwfD3q/85g/09ZnCiopHuwJ3f3CWbB3T3wc9MR1zGAlftzeWNMdz6Z0ocv/tqXxaknycirIOndHQx6ewvOOg2PDmzL4gm9UBRYtOUUp85XMnvlj5TX1LHpaCHD5qfx8rqjFFzIe+blomNQpwCm9A9hXvIJPAw6R0608to6rDZBZlEVz605grGmjju7BPKfKX1o5nlzxkBUKoWH72hLuwBXItp40yvE66bsR5L+TG7abbFZs2axe/duSktLGTBgANOnT+fBBx9k5syZrFixgmbNmvHOO+8AEB0dzZYtW4iLi8NgMPDKK68A4OnpySOPPMKYMWMAmDZtGp6e9rkUzz//vONR5AEDBjBgwACAq+6jsZksVj5Jz8ImBDMGhWG12sgrqyHM341dmcUcyCkj/XQxg7sE0szDib/0akGIrwuKAkJA+wA3BrTzZVK/ELxctQzt0oy4f27BJsDTWUuesZZpn+0nqUcz/jqgDaN6tsDNScPdfVvi5azDYoONR/Lp29qbTUcLCA8KAcDiHcbhghqW7jjHkK6BKMCS7Vk8Eh3KS0ldqDTZr14KjLW46DQ8fEdbll14igzgQE4ZWjU4aVV4O+to4+vC6aIqItv4YrUJXv02g/MVJpbtPct9/UII8HC65D0RtPR2YcORfOaO7san6WdI6BaERgX3fryHU+erWLYnh+1Px9RLHnmjymvq2JVZwv7sUib1CyHA3YkQH2c+/2sEakXBSyajlKQbpgghxC8v1vSNGjWKlStX3tR9HD1nJPlYISXVZpZuz+Ld8T3o2cqLj3ZkYbUJpvRvw5mSSlp6uaBWKRwvqMBFp6G02kz7ADcKKmrJK6vF311PoIeB6DdSEAJWTI1kwpJdjgH2TbOieW7NYeYkdmLFvrOcKqpiTmInDmSXEeDhREG5id4hnnic34/ROYSBi35EQeGrqZEEejjh5qTBZhPMXHaQH3KMvHtPT/624hBOWhVLJvbCiuCVdRlo1ComRLRiykd72PRENP5uThRemHvj5qRBp1Hx5sbjfLzjDO0CXHlnXDgdg9wd4yAVtXVUm628/t0xMvIq6NvGm/v7heDqpGHKx3vZn12Gs05NypN3ENCAdeTPFFcR/UYqAHe092Pe+B64X0dJYkmSrv7dKWfo/06KKkwcz68gtmMAqw/kIgT8J/0MJdVm3ttir/Do6qRhX1YpJdVm3hkXTgsvZzLyy9GrVZgtNlKOFbIg5RSKAsmzovlsSl/77H1PA6N7tuCzXdkMaOeLm17N66O7cehsKff3b0212YpGreK/P+TxfUYBsR386R3iRczyWp4eovDhpN609HbGWF2HQatGr1FTbbbgotOQX17Lc2sO89Hk3jjr1Pi46rHaBM8ndiazqJI3NxzntdHdcLswcO/v5gSXlJ2fdkdb7unbCiEE/m76egPsbk5a3Jy0/N+Qjny9/yxh/q64O2vxMOh4b8Jt7DxdTPcWnni7NOwXv1qloFLsc2Fc9BqZGlySbgIZXH4HVSYLy/ZmsyD5FBabjc2zoll/OJ+oUN96/5H7uuipNlvJN9aSWVTFQ5/sY+UjUWScM+LrqneMSwgBZ8tqsAnB3X1bYrFYmRodyrSBbVEU+Kmgkrb+LrT2c2PHqWL6hfpgsQm+z7A/rr35WCH/sAkeHBDKWxuPM6lfK9r6udLazxlnnf2UcNZp+PuwjkSE+tDO3w0vZ51jXohapeDv7oSHQcvCe3peuEq5/NHd4ioTqT+dp4Wnga4tPHC7ytWBn5ueqdGh9dr83Z0YEd78ht734koTapVy2dNhXs46Vk+LIiOvnNiOAbjKqxZJanAyuNwENWYLZRdmf2vVKjYczqfKZOWj+3szeekeUBS+fjgSAKtNsGJqJHVWgbtBw/ZTRTw5uD2LUk9hE/aiX618nPE0aHkyvj0AAe5OVJosmC02MvIqCPFxxlhbh5+rnjv/tZWy6jq+eTSKCUt2UV5joW9rb/5vSAemx7Tl4x1Z3BvZCpPFRgsvA/PH96CFlzN+l+TQMtVZKa2uwyYEw7oGXbWEr16rRn+NcryrD+Ty4toMAP498TbiOgVeddmGll1SzbTP9uNh0PDPceH4XTKnxUWvoVsLT0cuNEmSGp68I3ATnCis5Pa5KUxcsptDZ408s/owC1NPsfFIAV8+2BdPgxZFUfjbikMMX7CdAA8n/N11vLQ2g9Y+Lvi66tBrVEyIaEmvVl70CvGmvLaOOquNsb2CyS2r4dHPD3A418jxvHJKq+tIenc7dVYb5ReCms0mqLhQk/6csQa1Yi/r+/7EXozq0Zw1B3N58JN9jFy4g92ZJfWO/0xJNdFvpNB/bjI/nC277vfBJq78880mhGBx6il+zDWSdrKY9NMlv7ySJEkNSl653AQXsw7X1Fkd+b7A/lRXtxb2x1yPnDOSciFb8QdbT/HwHW3pEezJbRceg31xRGdsAuqsgqpaC0fzyvloexbz7+5Jtdl+NXJXn5YIAU9+dRCrTaBWFBbfexurD5zDw1nHwrt7svZQHhMiWuHhrCW+cwA5pdV4u2jrXY046+tffRzILsV0oTZ8ckYh/UJ9r+t9GN2zOU4aFc56DX1Cfr/5RoqiENPRn892Z6PXqOgUJHOESdLvTQaXm2Bc72C2nyzCWFNHWIArnz/Ql+IqM/3a/jwJ0M9VT6C7E/nltYQFuOPlrGNyVAhvbDxObZ2Nfm19mPPNEXqHePP66G48s+owFptg3OKdLH8oEoNOjcViRaVRER7sxdToUOpsNkqrzDwzrAMB7gb8XHWcLa3h3ZQTjLktmJnLDgJwZ5dAXhje2TEbPjy4/u2hge3tA/7VZiuT+oX8Yn9LqswkZxQ4Ej96u9hvsXm76Lk38pfXvxn6tPZm+9MDUatUeDnLMRVJ+r3J4NKAjDVmtp8s4mCOkbmju+GkVeHloifoChUN/dz0fPNoFGarDZWiYBMCocDWn4p4NKYtS7ZlUltnY9uJIqrNViLaeJN2sphmngYMOjUGnYrCWgu+BjVzhnemtMpE/7kpVJmteDprHXVOujR3Z+mOTNoFuOKiU1NlthLZxgcnrYohXYOu2A9/dyfev7cXNiEcecGuZcORfGavtJdF/tdd4Tc8EN8QLj6JJklS45DB5QZZbDaEsA/cF1WYeeQze4XI0+creWdc+FXXUxSFs2U1jH1vJwqwaloUYf6uvJTUhYM5pYzq2Zy53x2nQ6AbLno1zyZ0pspkwUWvwUWnxsNZh5fzz1/8dVaBRq1CUax4OmlRUFCr7UkwVz8ShVat4vtZ0ZgtNgw6db3Mw1dycSJhlclCtdk+b8XpKoP3l06VsslpU5IkIYPLDSmuMvFe6ilq6qzMjG2HXqNyzKh3d9KiUl07aWbaiSKsF0a6d50upmtzD25v50v3YE8QgsTuzVCrFLRqhb8s3umoP7L96Rg8nOtvy8dVz7fT+2O22TDWWLg4nUSvVeN/ISj81qQmZdVmPtqRxeoDufztzg4M7OCHQXv5KXNnlyBUKgWNohDdzv837kWSpKZIBpcbkJJRyL+3ZQL221wPDmjDmmlRnCysZEA7PxQFdmcWs/rAOcb3CcbHVUeQh8ExkXDMbS1IPlaIWqU4Kh7qNWr0GhuHzxnJLKpicOdANGoVQ7oE8uWeHLq38EB/hSpZapWCVqNi1IIdFJSbuL2tD/PG97yhVCZVJivvbDoBwOyVP/L94wOuGFy8XXTc1bvlde9HkqSmRwaXG3BpIsVW3i4YtPXnT+Qba7j737uw2ASpxwv5x4guaNUqx5yLZp4GltzXC0VR8L4kCORdWA8g41w5zyV24m93duDRmLboNeqr1nWvswkKyk0AHCuopM5mu6H+6TQqwvxd7Y9Wh/miu1bpR0mSpEvI4HIDOjfzYO30/pgsNkL9Lq//oSgKBq2aCpMFd4MWs/XyL/srDZhbLpkUYrLYx3S8XXT1AtCVuDlpeG1UV9YcPMesuHY3/JSUn5uez//al2qzvVLmleqgSJIkXYkMLjfAw1mLh7PHVV/3cdGxdkZ/9mSVEh7siUGr+lXZfVt4GnhvQk9OFlYyrnfLa86Cv5S7k5ZRPVswpGsQrnoN6l8Y8/k1Lp3ZLkmS9GvJ4HITadQqWvm41CsI9mt4OOu4s8uVHxP+JTqNSt6+kiSp0clvoVuY2WKlznJj4yaSJEmNQQaXW1RhRS2zV/7Ia99lUFxpH6S32QSnCit5ZuWPpJ8uptpsaeSjlCRJujJ5W+wW9e+tp/l6fy4APVp6kdCtGcVVJu5bupuzpTUs25vDtqcHOlLkS5Ik3Uqa7JXL1q1bGTx4MHFxcbz//vuNfTi/Waifq+PnFp72GZMqRXFUTDRo1aiUGx+wlyRJuhma5L+9VquVf/zjHyxdupSAgADGjBlDTEwMbdu2bexD+9Xu7BJIhyB3nHVqgi4UFPNx1bN0cm92niomvKUnPrLWuyRJt6gmGVwOHTpEq1atCA4OBmDYsGFs3rz5DxVcPJ11hF9hXkmAuxNJPRo/MaQkSdK1NMnbYgUFBQQG/lz1MCAggIKCgkY8IkmSpD+XJhlcJEmSpMbVJINLQEAA+fn5jt8LCgoICAhoxCOSJEn6c2mSwaVr165kZWWRk5OD2Wxm3bp1xMTENPZhSZIk/Wk0yQF9jUbDc889xwMPPIDVamX06NGEhYU19mFJkiT9aTTJ4AIQHR1NdHR0Yx+GJEnSn1KTvC0mSZIkNa4me+XyW+Xm5jJq1KjGPgxJkqQ/lNzc3Cu2K0IIccVXJEmSJOk6ydtikiRJUoOTwUWSJElqcDK4SJIkSQ1OBhdJkiSpwcngIkmSJDU4GVwkSZKkBieDyx/M7NmziYyMJCEhwdFWVlbG5MmTiY+PZ/LkyRiNRgCEELz00kvExcWRmJjIkSNHHOusWrWK+Ph44uPjWbVq1e/ej2vJy8vj3nvvZejQoQwbNoyPP/4YaFr9NJlMjBkzhuHDhzNs2DDmzZsHQE5ODmPHjiUuLo6ZM2diNpsBMJvNzJw5k7i4OMaOHcvZs2cd21q8eDFxcXEMHjyYbdu2NUp/rsVqtZKUlMRDDz0ENM0+xsTEkJiYyIgRIxzz5ZrS+XpdhPSHsnv3bnH48GExbNgwR9vcuXPF4sWLhRBCLF68WLz++utCCCFSU1PFlClThM1mEwcOHBBjxowRQghRWloqYmJiRGlpqSgrKxMxMTGirKzs9+/MVRQUFIjDhw8LIYSoqKgQ8fHx4sSJE02qnzabTVRWVgohhDCbzWLMmDHiwIEDYsaMGWLt2rVCCCGeffZZ8dlnnwkhhPj000/Fs88+K4QQYu3ateKxxx4TQghx4sQJkZiYKEwmk8jOzhaxsbHCYrE0Qo+u7sMPPxSzZs0SDz74oBBCNMk+Dhw4UBQXF9dra0rn6/WQVy5/ML1798bDw6Ne2+bNm0lKSgIgKSmJTZs21WtXFIXw8HDKy8spLCwkLS2NqKgoPD098fDwICoq6pb6b9Df35/OnTsD4OrqSps2bSgoKGhS/VQUBRcXFwAsFgsWiwVFUUhPT2fw4MEAjBw5ks2bNwOQnJzMyJEjARg8eDA7d+5ECMHmzZsZNmwYOp2O4OBgWrVqxaFDhxqnU1eQn59PamoqY8aMAez/tTe1Pl5NUzpfr4cMLk1AcXEx/v7+APj5+VFcXAxcXpEzMDCQgoKCP1SlzrNnz5KRkUH37t2bXD+tVisjRoygX79+9OvXj+DgYNzd3dFo7FmZLvYD7H0MCgoC7Fm/3dzcKC0tveX7+Morr/DUU0+hUtm/akpLS5tcHy+aMmUKo0aNYtmyZUDT/rv8NWRusSZGURQURWnsw2gQVVVVzJgxg7///e+4urrWe60p9FOtVrNmzRrKy8uZNm0ap0+fbuxDalApKSl4e3vTpUsXdu3a1diHc1N98cUXBAQEUFxczOTJk2nTpk2915vC+fpbySuXJsDHx4fCwkIACgsL8fb2Bi6vyJmfn09AQMAfolJnXV0dM2bMIDExkfj4eKBp9hPA3d2dvn37cvDgQcrLy7FYLMDP/QB7H/Py8gD7bbSKigq8vLxu6T7u37+f5ORkYmJimDVrFunp6bz88stNqo8XXTweHx8f4uLiOHToUJM9X38tGVyagJiYGFavXg3A6tWriY2NrdcuhODgwYO4ubnh7+9P//79SUtLw2g0YjQaSUtLo3///o3ZhXqEEDzzzDO0adOGyZMnO9qbUj9LSkooLy8HoLa2lh07dhAaGkrfvn3ZsGEDYH9y6GIF1ZiYGMfTQxs2bCAiIgJFUYiJiWHdunWYzWZycnLIysqiW7dujdOp//HEE0+wdetWkpOTefvtt4mIiOCtt95qUn0EqK6uprKy0vHz9u3bCQsLa1Ln63VpxIcJpOvw+OOPi6ioKNGpUydx++23i+XLl4uSkhIxceJEERcXJ+677z5RWloqhLA/kTRnzhwRGxsrEhISxKFDhxzb+eqrr8SgQYPEoEGDxIoVKxqrO1e0Z88e0a5dO5GQkCCGDx8uhg8fLlJTU5tUPzMyMsSIESNEQkKCGDZsmJg/f74QQojs7GwxevRoMWjQIDF9+nRhMpmEEELU1taK6dOni0GDBonRo0eL7Oxsx7YWLlwoYmNjRXx8vEhNTW2U/vyS9PR0x9NiTa2P2dnZIjExUSQmJoqhQ4eKhQsXCiFEkzpfr4dMuS9JkiQ1OHlbTJIkSWpwMrhIkiRJDU4GF0mSJKnByeAiSZIkNTgZXCRJkqQGJ4OLJF2noqIinnjiCWJjYxk1ahTjxo3j+++//1Xr9ujR47K2L774wjEv4teyWCxERETw5ptv/qb1JOlmk+lfJOk6CCGYNm0aSUlJvPXWWwDk5uaSnJx82bIWi8WRS+taxo8f/5uPY/v27YSEhPDdd9/xxBNPXDHFiNVqRa1W/+ZtS9KNkFcuknQd0tPT0Wq19QJC8+bNuffeewFYuXIlU6dOZeLEiUyaNOlXbXP+/PksWbKEU6dOObIIgz15Z2Ji4hXXWbduHRMnTiQoKIgDBw442mNiYnjjjTcYOXIk3333HWlpaYwbN46RI0cyY8YMqqqqAFiwYAGjR48mISGBZ599FjntTWooMrhI0nU4ceIEnTp1uuYyR48eZd68eXz66ae/aduhoaHU1dWRk5MDwLfffsuQIUMuW85kMrFjxw5iYmJISEhg3bp19V739PRk1apVREZGsmjRIpYuXcqqVavo0qULS5cuBWDChAl8/fXXrF27ltraWlJSUn7TsUrS1cjgIkkN4IUXXmD48OGMHj3a0XaxNsf1GDJkCOvXrwdg/fr1DB069LJlUlJS6Nu3L05OTsTHx7Np0yasVqvj9Yvr/PDDD5w8eZLx48czYsQIVq9ezblz5wDYtWsXY8eOJTExkfT0dE6ePHldxytJ/0uOuUjSdQgLC2Pjxo2O359//nlKSkrq3c4yGAzXvf2hQ4fy2GOPERcXh6IohISEXLbMunXr2LdvnyPxY1lZGenp6URFRdXbvxCCqKgo3n777Xrrm0wmXnjhBb7++muCgoKYP38+JpPpuo9Zki4lr1wk6TpERERgMpn4/PPPHW21tbUNtv2WLVuiUqlYuHDhFW+JVVZWsnfvXlJTU0lOTiY5OZnnnnuOtWvXXrZseHg4+/fv58yZM4A9c29mZqYjkHh5eVFVVeXIVCxJDUFeuUjSdVAUhXfffZdXX32VDz74AG9vbwwGA08++eSvWr+mpoYBAwY4fr+0tMBFQ4cO5fXXX3eUAb7U999/T0REBDqdztEWGxvLG2+8gdlsrrest7c3r776KrNmzXK8NnPmTFq3bs3YsWNJSEjA19eXrl27/qpjl6RfQ2ZFliRJkhqcvC0mSZIkNTgZXCRJkqQGJ4OLJEmS1OBkcJEkSZIanAwukiRJUoOTwUWSJElqcDK4SJIkSQ3u/wOhoP3Nc/aKzAAAAABJRU5ErkJggg==\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": 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_remodeled\", s=15, data=df);"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"del df[\"Yr Sold\"]\n",
"del df[\"Year Built\"]\n",
"del df[\"Year Remod/Add\"]"
]
},
{
"cell_type": "code",
"execution_count": 97,
"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": 98,
"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": 98,
"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": 99,
"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)\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": 100,
"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": "code",
"execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
"# Remove the outliers.\n",
"df = df[df[\"outlier\"] == 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save the Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save the Data"
]
},
{
"cell_type": "code",
"execution_count": 102,
"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": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2883, 109)"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 104,
"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": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv(\"data/data_clean_with_transformations_and_factors.csv\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}