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Created February 19, 2016 20:13
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{
"cells": [
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"from numpy.random import randn\n",
"import pandas as pd\n",
"\n",
"# Import the stats librayr from numpy\n",
"from scipy import stats, integrate\n",
"\n",
"# These are the plotting modules adn libraries we'll use:\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Command so that plots appear in the iPython Notebook\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.read_csv(\"wine.data\")\n",
"df.columns=['Class','Alcohol','Malic acid','Ash','Alcalinity of ash','Magnesium','Total phenols','Flavanoids','Nonflavanoid phenols','Proanthocyanins',\n",
" 'Color intensity','Hue','OD280/OD315 of diluted wines','Proline']"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'Class', u'Alcohol', u'Malic acid', u'Ash', u'Alcalinity of ash',\n",
" u'Magnesium', u'Total phenols', u'Flavanoids', u'Nonflavanoid phenols',\n",
" u'Proanthocyanins', u'Color intensity', u'Hue',\n",
" u'OD280/OD315 of diluted wines', u'Proline'],\n",
" dtype='object')"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine = df\n",
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Class</th>\n",
" <th>Alcohol</th>\n",
" <th>Malic acid</th>\n",
" <th>Ash</th>\n",
" <th>Alcalinity of ash</th>\n",
" <th>Magnesium</th>\n",
" <th>Total phenols</th>\n",
" <th>Flavanoids</th>\n",
" <th>Nonflavanoid phenols</th>\n",
" <th>Proanthocyanins</th>\n",
" <th>Color intensity</th>\n",
" <th>Hue</th>\n",
" <th>OD280/OD315 of diluted wines</th>\n",
" <th>Proline</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>13.20</td>\n",
" <td>1.78</td>\n",
" <td>2.14</td>\n",
" <td>11.2</td>\n",
" <td>100</td>\n",
" <td>2.65</td>\n",
" <td>2.76</td>\n",
" <td>0.26</td>\n",
" <td>1.28</td>\n",
" <td>4.38</td>\n",
" <td>1.05</td>\n",
" <td>3.40</td>\n",
" <td>1050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>13.16</td>\n",
" <td>2.36</td>\n",
" <td>2.67</td>\n",
" <td>18.6</td>\n",
" <td>101</td>\n",
" <td>2.80</td>\n",
" <td>3.24</td>\n",
" <td>0.30</td>\n",
" <td>2.81</td>\n",
" <td>5.68</td>\n",
" <td>1.03</td>\n",
" <td>3.17</td>\n",
" <td>1185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>14.37</td>\n",
" <td>1.95</td>\n",
" <td>2.50</td>\n",
" <td>16.8</td>\n",
" <td>113</td>\n",
" <td>3.85</td>\n",
" <td>3.49</td>\n",
" <td>0.24</td>\n",
" <td>2.18</td>\n",
" <td>7.80</td>\n",
" <td>0.86</td>\n",
" <td>3.45</td>\n",
" <td>1480</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>13.24</td>\n",
" <td>2.59</td>\n",
" <td>2.87</td>\n",
" <td>21.0</td>\n",
" <td>118</td>\n",
" <td>2.80</td>\n",
" <td>2.69</td>\n",
" <td>0.39</td>\n",
" <td>1.82</td>\n",
" <td>4.32</td>\n",
" <td>1.04</td>\n",
" <td>2.93</td>\n",
" <td>735</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>14.20</td>\n",
" <td>1.76</td>\n",
" <td>2.45</td>\n",
" <td>15.2</td>\n",
" <td>112</td>\n",
" <td>3.27</td>\n",
" <td>3.39</td>\n",
" <td>0.34</td>\n",
" <td>1.97</td>\n",
" <td>6.75</td>\n",
" <td>1.05</td>\n",
" <td>2.85</td>\n",
" <td>1450</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Alcohol Malic acid Ash Alcalinity of ash Magnesium \\\n",
"0 1 13.20 1.78 2.14 11.2 100 \n",
"1 1 13.16 2.36 2.67 18.6 101 \n",
"2 1 14.37 1.95 2.50 16.8 113 \n",
"3 1 13.24 2.59 2.87 21.0 118 \n",
"4 1 14.20 1.76 2.45 15.2 112 \n",
"\n",
" Total phenols Flavanoids Nonflavanoid phenols Proanthocyanins \\\n",
"0 2.65 2.76 0.26 1.28 \n",
"1 2.80 3.24 0.30 2.81 \n",
"2 3.85 3.49 0.24 2.18 \n",
"3 2.80 2.69 0.39 1.82 \n",
"4 3.27 3.39 0.34 1.97 \n",
"\n",
" Color intensity Hue OD280/OD315 of diluted wines Proline \n",
"0 4.38 1.05 3.40 1050 \n",
"1 5.68 1.03 3.17 1185 \n",
"2 7.80 0.86 3.45 1480 \n",
"3 4.32 1.04 2.93 735 \n",
"4 6.75 1.05 2.85 1450 "
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Class</th>\n",
" <th>Alcohol</th>\n",
" <th>Malic acid</th>\n",
" <th>Ash</th>\n",
" <th>Alcalinity of ash</th>\n",
" <th>Magnesium</th>\n",
" <th>Total phenols</th>\n",
" <th>Flavanoids</th>\n",
" <th>Nonflavanoid phenols</th>\n",
" <th>Proanthocyanins</th>\n",
" <th>Color intensity</th>\n",
" <th>Hue</th>\n",
" <th>OD280/OD315 of diluted wines</th>\n",
" <th>Proline</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Class</th>\n",
" <td>1.000000</td>\n",
" <td>-0.321238</td>\n",
" <td>0.436127</td>\n",
" <td>-0.048260</td>\n",
" <td>0.513963</td>\n",
" <td>-0.198944</td>\n",
" <td>-0.717933</td>\n",
" <td>-0.846485</td>\n",
" <td>0.487215</td>\n",
" <td>-0.494887</td>\n",
" <td>0.268562</td>\n",
" <td>-0.617690</td>\n",
" <td>-0.786428</td>\n",
" <td>-0.631227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alcohol</th>\n",
" <td>-0.321238</td>\n",
" <td>1.000000</td>\n",
" <td>0.099963</td>\n",
" <td>0.210964</td>\n",
" <td>-0.303350</td>\n",
" <td>0.258742</td>\n",
" <td>0.284543</td>\n",
" <td>0.230133</td>\n",
" <td>-0.151445</td>\n",
" <td>0.127561</td>\n",
" <td>0.547883</td>\n",
" <td>-0.075375</td>\n",
" <td>0.057417</td>\n",
" <td>0.641068</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Malic acid</th>\n",
" <td>0.436127</td>\n",
" <td>0.099963</td>\n",
" <td>1.000000</td>\n",
" <td>0.164955</td>\n",
" <td>0.286148</td>\n",
" <td>-0.049049</td>\n",
" <td>-0.333512</td>\n",
" <td>-0.409324</td>\n",
" <td>0.291501</td>\n",
" <td>-0.217975</td>\n",
" <td>0.250053</td>\n",
" <td>-0.560854</td>\n",
" <td>-0.366720</td>\n",
" <td>-0.189512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ash</th>\n",
" <td>-0.048260</td>\n",
" <td>0.210964</td>\n",
" <td>0.164955</td>\n",
" <td>1.000000</td>\n",
" <td>0.446698</td>\n",
" <td>0.287107</td>\n",
" <td>0.128176</td>\n",
" <td>0.114084</td>\n",
" <td>0.187354</td>\n",
" <td>0.008082</td>\n",
" <td>0.258643</td>\n",
" <td>-0.075181</td>\n",
" <td>0.001503</td>\n",
" <td>0.222979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alcalinity of ash</th>\n",
" <td>0.513963</td>\n",
" <td>-0.303350</td>\n",
" <td>0.286148</td>\n",
" <td>0.446698</td>\n",
" <td>1.000000</td>\n",
" <td>-0.071707</td>\n",
" <td>-0.317583</td>\n",
" <td>-0.346922</td>\n",
" <td>0.359395</td>\n",
" <td>-0.190779</td>\n",
" <td>0.020478</td>\n",
" <td>-0.272719</td>\n",
" <td>-0.268186</td>\n",
" <td>-0.436858</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Magnesium</th>\n",
" <td>-0.198944</td>\n",
" <td>0.258742</td>\n",
" <td>-0.049049</td>\n",
" <td>0.287107</td>\n",
" <td>-0.071707</td>\n",
" <td>1.000000</td>\n",
" <td>0.208200</td>\n",
" <td>0.187101</td>\n",
" <td>-0.252091</td>\n",
" <td>0.226504</td>\n",
" <td>0.199337</td>\n",
" <td>0.052042</td>\n",
" <td>0.046961</td>\n",
" <td>0.387542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total phenols</th>\n",
" <td>-0.717933</td>\n",
" <td>0.284543</td>\n",
" <td>-0.333512</td>\n",
" <td>0.128176</td>\n",
" <td>-0.317583</td>\n",
" <td>0.208200</td>\n",
" <td>1.000000</td>\n",
" <td>0.864046</td>\n",
" <td>-0.448301</td>\n",
" <td>0.610533</td>\n",
" <td>-0.056401</td>\n",
" <td>0.432987</td>\n",
" <td>0.699566</td>\n",
" <td>0.495839</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Flavanoids</th>\n",
" <td>-0.846485</td>\n",
" <td>0.230133</td>\n",
" <td>-0.409324</td>\n",
" <td>0.114084</td>\n",
" <td>-0.346922</td>\n",
" <td>0.187101</td>\n",
" <td>0.864046</td>\n",
" <td>1.000000</td>\n",
" <td>-0.536326</td>\n",
" <td>0.650254</td>\n",
" <td>-0.174411</td>\n",
" <td>0.543208</td>\n",
" <td>0.786372</td>\n",
" <td>0.491180</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nonflavanoid phenols</th>\n",
" <td>0.487215</td>\n",
" <td>-0.151445</td>\n",
" <td>0.291501</td>\n",
" <td>0.187354</td>\n",
" <td>0.359395</td>\n",
" <td>-0.252091</td>\n",
" <td>-0.448301</td>\n",
" <td>-0.536326</td>\n",
" <td>1.000000</td>\n",
" <td>-0.363268</td>\n",
" <td>0.140192</td>\n",
" <td>-0.261709</td>\n",
" <td>-0.501859</td>\n",
" <td>-0.308886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Proanthocyanins</th>\n",
" <td>-0.494887</td>\n",
" <td>0.127561</td>\n",
" <td>-0.217975</td>\n",
" <td>0.008082</td>\n",
" <td>-0.190779</td>\n",
" <td>0.226504</td>\n",
" <td>0.610533</td>\n",
" <td>0.650254</td>\n",
" <td>-0.363268</td>\n",
" <td>1.000000</td>\n",
" <td>-0.027112</td>\n",
" <td>0.294397</td>\n",
" <td>0.513415</td>\n",
" <td>0.325731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Color intensity</th>\n",
" <td>0.268562</td>\n",
" <td>0.547883</td>\n",
" <td>0.250053</td>\n",
" <td>0.258643</td>\n",
" <td>0.020478</td>\n",
" <td>0.199337</td>\n",
" <td>-0.056401</td>\n",
" <td>-0.174411</td>\n",
" <td>0.140192</td>\n",
" <td>-0.027112</td>\n",
" <td>1.000000</td>\n",
" <td>-0.522615</td>\n",
" <td>-0.435744</td>\n",
" <td>0.315632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Hue</th>\n",
" <td>-0.617690</td>\n",
" <td>-0.075375</td>\n",
" <td>-0.560854</td>\n",
" <td>-0.075181</td>\n",
" <td>-0.272719</td>\n",
" <td>0.052042</td>\n",
" <td>0.432987</td>\n",
" <td>0.543208</td>\n",
" <td>-0.261709</td>\n",
" <td>0.294397</td>\n",
" <td>-0.522615</td>\n",
" <td>1.000000</td>\n",
" <td>0.567395</td>\n",
" <td>0.234879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OD280/OD315 of diluted wines</th>\n",
" <td>-0.786428</td>\n",
" <td>0.057417</td>\n",
" <td>-0.366720</td>\n",
" <td>0.001503</td>\n",
" <td>-0.268186</td>\n",
" <td>0.046961</td>\n",
" <td>0.699566</td>\n",
" <td>0.786372</td>\n",
" <td>-0.501859</td>\n",
" <td>0.513415</td>\n",
" <td>-0.435744</td>\n",
" <td>0.567395</td>\n",
" <td>1.000000</td>\n",
" <td>0.306031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Proline</th>\n",
" <td>-0.631227</td>\n",
" <td>0.641068</td>\n",
" <td>-0.189512</td>\n",
" <td>0.222979</td>\n",
" <td>-0.436858</td>\n",
" <td>0.387542</td>\n",
" <td>0.495839</td>\n",
" <td>0.491180</td>\n",
" <td>-0.308886</td>\n",
" <td>0.325731</td>\n",
" <td>0.315632</td>\n",
" <td>0.234879</td>\n",
" <td>0.306031</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Alcohol Malic acid Ash \\\n",
"Class 1.000000 -0.321238 0.436127 -0.048260 \n",
"Alcohol -0.321238 1.000000 0.099963 0.210964 \n",
"Malic acid 0.436127 0.099963 1.000000 0.164955 \n",
"Ash -0.048260 0.210964 0.164955 1.000000 \n",
"Alcalinity of ash 0.513963 -0.303350 0.286148 0.446698 \n",
"Magnesium -0.198944 0.258742 -0.049049 0.287107 \n",
"Total phenols -0.717933 0.284543 -0.333512 0.128176 \n",
"Flavanoids -0.846485 0.230133 -0.409324 0.114084 \n",
"Nonflavanoid phenols 0.487215 -0.151445 0.291501 0.187354 \n",
"Proanthocyanins -0.494887 0.127561 -0.217975 0.008082 \n",
"Color intensity 0.268562 0.547883 0.250053 0.258643 \n",
"Hue -0.617690 -0.075375 -0.560854 -0.075181 \n",
"OD280/OD315 of diluted wines -0.786428 0.057417 -0.366720 0.001503 \n",
"Proline -0.631227 0.641068 -0.189512 0.222979 \n",
"\n",
" Alcalinity of ash Magnesium Total phenols \\\n",
"Class 0.513963 -0.198944 -0.717933 \n",
"Alcohol -0.303350 0.258742 0.284543 \n",
"Malic acid 0.286148 -0.049049 -0.333512 \n",
"Ash 0.446698 0.287107 0.128176 \n",
"Alcalinity of ash 1.000000 -0.071707 -0.317583 \n",
"Magnesium -0.071707 1.000000 0.208200 \n",
"Total phenols -0.317583 0.208200 1.000000 \n",
"Flavanoids -0.346922 0.187101 0.864046 \n",
"Nonflavanoid phenols 0.359395 -0.252091 -0.448301 \n",
"Proanthocyanins -0.190779 0.226504 0.610533 \n",
"Color intensity 0.020478 0.199337 -0.056401 \n",
"Hue -0.272719 0.052042 0.432987 \n",
"OD280/OD315 of diluted wines -0.268186 0.046961 0.699566 \n",
"Proline -0.436858 0.387542 0.495839 \n",
"\n",
" Flavanoids Nonflavanoid phenols \\\n",
"Class -0.846485 0.487215 \n",
"Alcohol 0.230133 -0.151445 \n",
"Malic acid -0.409324 0.291501 \n",
"Ash 0.114084 0.187354 \n",
"Alcalinity of ash -0.346922 0.359395 \n",
"Magnesium 0.187101 -0.252091 \n",
"Total phenols 0.864046 -0.448301 \n",
"Flavanoids 1.000000 -0.536326 \n",
"Nonflavanoid phenols -0.536326 1.000000 \n",
"Proanthocyanins 0.650254 -0.363268 \n",
"Color intensity -0.174411 0.140192 \n",
"Hue 0.543208 -0.261709 \n",
"OD280/OD315 of diluted wines 0.786372 -0.501859 \n",
"Proline 0.491180 -0.308886 \n",
"\n",
" Proanthocyanins Color intensity Hue \\\n",
"Class -0.494887 0.268562 -0.617690 \n",
"Alcohol 0.127561 0.547883 -0.075375 \n",
"Malic acid -0.217975 0.250053 -0.560854 \n",
"Ash 0.008082 0.258643 -0.075181 \n",
"Alcalinity of ash -0.190779 0.020478 -0.272719 \n",
"Magnesium 0.226504 0.199337 0.052042 \n",
"Total phenols 0.610533 -0.056401 0.432987 \n",
"Flavanoids 0.650254 -0.174411 0.543208 \n",
"Nonflavanoid phenols -0.363268 0.140192 -0.261709 \n",
"Proanthocyanins 1.000000 -0.027112 0.294397 \n",
"Color intensity -0.027112 1.000000 -0.522615 \n",
"Hue 0.294397 -0.522615 1.000000 \n",
"OD280/OD315 of diluted wines 0.513415 -0.435744 0.567395 \n",
"Proline 0.325731 0.315632 0.234879 \n",
"\n",
" OD280/OD315 of diluted wines Proline \n",
"Class -0.786428 -0.631227 \n",
"Alcohol 0.057417 0.641068 \n",
"Malic acid -0.366720 -0.189512 \n",
"Ash 0.001503 0.222979 \n",
"Alcalinity of ash -0.268186 -0.436858 \n",
"Magnesium 0.046961 0.387542 \n",
"Total phenols 0.699566 0.495839 \n",
"Flavanoids 0.786372 0.491180 \n",
"Nonflavanoid phenols -0.501859 -0.308886 \n",
"Proanthocyanins 0.513415 0.325731 \n",
"Color intensity -0.435744 0.315632 \n",
"Hue 0.567395 0.234879 \n",
"OD280/OD315 of diluted wines 1.000000 0.306031 \n",
"Proline 0.306031 1.000000 "
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Class</th>\n",
" <th>Alcohol</th>\n",
" <th>Malic acid</th>\n",
" <th>Ash</th>\n",
" <th>Alcalinity of ash</th>\n",
" <th>Magnesium</th>\n",
" <th>Total phenols</th>\n",
" <th>Flavanoids</th>\n",
" <th>Nonflavanoid phenols</th>\n",
" <th>Proanthocyanins</th>\n",
" <th>Color intensity</th>\n",
" <th>Hue</th>\n",
" <th>OD280/OD315 of diluted wines</th>\n",
" <th>Proline</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" <td>177.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>1.943503</td>\n",
" <td>12.993672</td>\n",
" <td>2.339887</td>\n",
" <td>2.366158</td>\n",
" <td>19.516949</td>\n",
" <td>99.587571</td>\n",
" <td>2.292260</td>\n",
" <td>2.023446</td>\n",
" <td>0.362316</td>\n",
" <td>1.586949</td>\n",
" <td>5.054802</td>\n",
" <td>0.956983</td>\n",
" <td>2.604294</td>\n",
" <td>745.096045</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.773991</td>\n",
" <td>0.808808</td>\n",
" <td>1.119314</td>\n",
" <td>0.275080</td>\n",
" <td>3.336071</td>\n",
" <td>14.174018</td>\n",
" <td>0.626465</td>\n",
" <td>0.998658</td>\n",
" <td>0.124653</td>\n",
" <td>0.571545</td>\n",
" <td>2.324446</td>\n",
" <td>0.229135</td>\n",
" <td>0.705103</td>\n",
" <td>314.884046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>11.030000</td>\n",
" <td>0.740000</td>\n",
" <td>1.360000</td>\n",
" <td>10.600000</td>\n",
" <td>70.000000</td>\n",
" <td>0.980000</td>\n",
" <td>0.340000</td>\n",
" <td>0.130000</td>\n",
" <td>0.410000</td>\n",
" <td>1.280000</td>\n",
" <td>0.480000</td>\n",
" <td>1.270000</td>\n",
" <td>278.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.000000</td>\n",
" <td>12.360000</td>\n",
" <td>1.600000</td>\n",
" <td>2.210000</td>\n",
" <td>17.200000</td>\n",
" <td>88.000000</td>\n",
" <td>1.740000</td>\n",
" <td>1.200000</td>\n",
" <td>0.270000</td>\n",
" <td>1.250000</td>\n",
" <td>3.210000</td>\n",
" <td>0.780000</td>\n",
" <td>1.930000</td>\n",
" <td>500.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2.000000</td>\n",
" <td>13.050000</td>\n",
" <td>1.870000</td>\n",
" <td>2.360000</td>\n",
" <td>19.500000</td>\n",
" <td>98.000000</td>\n",
" <td>2.350000</td>\n",
" <td>2.130000</td>\n",
" <td>0.340000</td>\n",
" <td>1.550000</td>\n",
" <td>4.680000</td>\n",
" <td>0.960000</td>\n",
" <td>2.780000</td>\n",
" <td>672.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>3.000000</td>\n",
" <td>13.670000</td>\n",
" <td>3.100000</td>\n",
" <td>2.560000</td>\n",
" <td>21.500000</td>\n",
" <td>107.000000</td>\n",
" <td>2.800000</td>\n",
" <td>2.860000</td>\n",
" <td>0.440000</td>\n",
" <td>1.950000</td>\n",
" <td>6.200000</td>\n",
" <td>1.120000</td>\n",
" <td>3.170000</td>\n",
" <td>985.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>3.000000</td>\n",
" <td>14.830000</td>\n",
" <td>5.800000</td>\n",
" <td>3.230000</td>\n",
" <td>30.000000</td>\n",
" <td>162.000000</td>\n",
" <td>3.880000</td>\n",
" <td>5.080000</td>\n",
" <td>0.660000</td>\n",
" <td>3.580000</td>\n",
" <td>13.000000</td>\n",
" <td>1.710000</td>\n",
" <td>4.000000</td>\n",
" <td>1680.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Alcohol Malic acid Ash Alcalinity of ash \\\n",
"count 177.000000 177.000000 177.000000 177.000000 177.000000 \n",
"mean 1.943503 12.993672 2.339887 2.366158 19.516949 \n",
"std 0.773991 0.808808 1.119314 0.275080 3.336071 \n",
"min 1.000000 11.030000 0.740000 1.360000 10.600000 \n",
"25% 1.000000 12.360000 1.600000 2.210000 17.200000 \n",
"50% 2.000000 13.050000 1.870000 2.360000 19.500000 \n",
"75% 3.000000 13.670000 3.100000 2.560000 21.500000 \n",
"max 3.000000 14.830000 5.800000 3.230000 30.000000 \n",
"\n",
" Magnesium Total phenols Flavanoids Nonflavanoid phenols \\\n",
"count 177.000000 177.000000 177.000000 177.000000 \n",
"mean 99.587571 2.292260 2.023446 0.362316 \n",
"std 14.174018 0.626465 0.998658 0.124653 \n",
"min 70.000000 0.980000 0.340000 0.130000 \n",
"25% 88.000000 1.740000 1.200000 0.270000 \n",
"50% 98.000000 2.350000 2.130000 0.340000 \n",
"75% 107.000000 2.800000 2.860000 0.440000 \n",
"max 162.000000 3.880000 5.080000 0.660000 \n",
"\n",
" Proanthocyanins Color intensity Hue \\\n",
"count 177.000000 177.000000 177.000000 \n",
"mean 1.586949 5.054802 0.956983 \n",
"std 0.571545 2.324446 0.229135 \n",
"min 0.410000 1.280000 0.480000 \n",
"25% 1.250000 3.210000 0.780000 \n",
"50% 1.550000 4.680000 0.960000 \n",
"75% 1.950000 6.200000 1.120000 \n",
"max 3.580000 13.000000 1.710000 \n",
"\n",
" OD280/OD315 of diluted wines Proline \n",
"count 177.000000 177.000000 \n",
"mean 2.604294 745.096045 \n",
"std 0.705103 314.884046 \n",
"min 1.270000 278.000000 \n",
"25% 1.930000 500.000000 \n",
"50% 2.780000 672.000000 \n",
"75% 3.170000 985.000000 \n",
"max 4.000000 1680.000000 "
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine.describe()"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"wine['Mag10'] = wine['Magnesium'] // 10"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"8 48\n",
"9 45\n",
"10 41\n",
"11 24\n",
"12 9\n",
"13 4\n",
"7 4\n",
"16 1\n",
"15 1\n",
"Name: Mag10, dtype: int64"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine.Mag10.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 1., 0., 0., 3., 6., 1., 7., 5., 7., 11., 13.,\n",
" 7., 5., 8., 8., 11., 8., 8., 7., 11., 7., 11.,\n",
" 11., 3., 6., 5., 5., 0., 0., 2.]),\n",
" array([ 11.03 , 11.15666667, 11.28333333, 11.41 ,\n",
" 11.53666667, 11.66333333, 11.79 , 11.91666667,\n",
" 12.04333333, 12.17 , 12.29666667, 12.42333333,\n",
" 12.55 , 12.67666667, 12.80333333, 12.93 ,\n",
" 13.05666667, 13.18333333, 13.31 , 13.43666667,\n",
" 13.56333333, 13.69 , 13.81666667, 13.94333333,\n",
" 14.07 , 14.19666667, 14.32333333, 14.45 ,\n",
" 14.57666667, 14.70333333, 14.83 ]),\n",
" <a list of 30 Patch objects>)"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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joBVJkvpSJdhPBh7oun6oc3pGkjQBqnR3fAA4qev6ppTS4V4LHX5oH0945OGeKz9wYC/3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\n3ow7vpvZuQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x37bfa240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(df.Alcohol,bins=30)"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x3176ad30>"
]
},
"execution_count": 147,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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D244Ag+FDGrXWn4934CJ2vnE/TR1uCnKzKM6zGR2OSFG15U7qWwZo6nCzoVpG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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x38dfb4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(wine.Alcohol)"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x223e2780>"
]
},
"execution_count": 148,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Xu6opqWolJcYfI9BisTEuNYRRg2UilqeUNpezoTyLWks9Y8KGc07UeKfRGTab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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2121ca58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.stripplot(x='Class',y='Alcohol',data=wine, jitter= True)"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1ed4d940>"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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fA0n0fg/yqao6Msh9o7Cw0FdQMDQfUnbZXNz68ApNycOYSBPt3S70Opg3OZP1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\nKEQCPyKiEAn8iIhCJPAjIgqRwI+IKMTfHD2kVvCeO7cAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3ab8d8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(x='Class',y='Alcohol',data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#plt.figure(figsize=(8,8))"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x31855fd0>"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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syzFAKL5x8Fp8pQqOS5blHwEpiqL8Cd9rKy/Q7a/Ek6UWTe6ObIoLOxO8TmfG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\nUZLghRAiRv0/c6Ngmf5b8UAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22a6b550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(x='Class',y='Flavanoids',hue= 'Mag10', data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2280f9e8>"
]
},
"execution_count": 152,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lMp55Zyd2u7MLaduhIp6+b5yXoxKEc2s3wUuSZD9rlwWwAwagTpZl7wy9ELq9+VP6Ymq2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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34fb1fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(x='Mag10',y='Flavanoids',hue= 'Class', data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22afa8d0>"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Wlhm8MeZKYAaQ+3cOiEjG9TW7r6yspDnouMuDLymMXb/SNYP/B3AqoNv/RApM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\npQAvIpKnFOBFRPKUAryISJ76/067ZmOXMTDJAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34fb1eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(x='Class',y='Flavanoids',hue= 'Mag10', data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x39c52710>"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x20e45d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(x='Class',y='Alcohol', data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x39c44c88>"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vDsCbb74p3RlAOBwGEvu9igR79dtfzWtjzjnroGla/+qbP2ia9v+AD4Hay8m6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\nIUSGkMAXQogMIYEvhBAZ4v8D4o0dCSVx1KMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21b23c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x='Class',y='Alcohol', data=wine)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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nmQrFaGv049RkKGIjhyM9yGx8OsrM3ILd5UgZU1hLyRnTZChSRPZlVuC6Mair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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34f5dcf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,8))\n",
"sns.distplot(df.Alcohol, kde=True, rug=True);"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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8P72NWFynmy/R0z9GZVEKFot8G4R/lRe4l822n+o0uBIxk7dhnH7ANu2xWWvt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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x31e948d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(df.Alcohol, shade=True);"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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vM2m0dOoS4loNS45lfH4KR0/UceJsA6Oy5T4YfdVr8fftzT/d5eEyv58tPTTt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\nQggRhf5//jZNqheDqbUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x37cd5518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(df.Alcohol, shade=True, cut=0)\n",
"sns.rugplot(df.Alcohol);"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Class</th>\n",
" <th>Alcohol</th>\n",
" <th>Malic acid</th>\n",
" <th>Ash</th>\n",
" <th>Alcalinity of ash</th>\n",
" <th>Magnesium</th>\n",
" <th>Total phenols</th>\n",
" <th>Flavanoids</th>\n",
" <th>Nonflavanoid phenols</th>\n",
" <th>Proanthocyanins</th>\n",
" <th>Color intensity</th>\n",
" <th>Hue</th>\n",
" <th>OD280/OD315 of diluted wines</th>\n",
" <th>Proline</th>\n",
" <th>Mag10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>13.20</td>\n",
" <td>1.78</td>\n",
" <td>2.14</td>\n",
" <td>11.2</td>\n",
" <td>100</td>\n",
" <td>2.65</td>\n",
" <td>2.76</td>\n",
" <td>0.26</td>\n",
" <td>1.28</td>\n",
" <td>4.38</td>\n",
" <td>1.05</td>\n",
" <td>3.40</td>\n",
" <td>1050</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>13.16</td>\n",
" <td>2.36</td>\n",
" <td>2.67</td>\n",
" <td>18.6</td>\n",
" <td>101</td>\n",
" <td>2.80</td>\n",
" <td>3.24</td>\n",
" <td>0.30</td>\n",
" <td>2.81</td>\n",
" <td>5.68</td>\n",
" <td>1.03</td>\n",
" <td>3.17</td>\n",
" <td>1185</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>14.37</td>\n",
" <td>1.95</td>\n",
" <td>2.50</td>\n",
" <td>16.8</td>\n",
" <td>113</td>\n",
" <td>3.85</td>\n",
" <td>3.49</td>\n",
" <td>0.24</td>\n",
" <td>2.18</td>\n",
" <td>7.80</td>\n",
" <td>0.86</td>\n",
" <td>3.45</td>\n",
" <td>1480</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>13.24</td>\n",
" <td>2.59</td>\n",
" <td>2.87</td>\n",
" <td>21.0</td>\n",
" <td>118</td>\n",
" <td>2.80</td>\n",
" <td>2.69</td>\n",
" <td>0.39</td>\n",
" <td>1.82</td>\n",
" <td>4.32</td>\n",
" <td>1.04</td>\n",
" <td>2.93</td>\n",
" <td>735</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>14.20</td>\n",
" <td>1.76</td>\n",
" <td>2.45</td>\n",
" <td>15.2</td>\n",
" <td>112</td>\n",
" <td>3.27</td>\n",
" <td>3.39</td>\n",
" <td>0.34</td>\n",
" <td>1.97</td>\n",
" <td>6.75</td>\n",
" <td>1.05</td>\n",
" <td>2.85</td>\n",
" <td>1450</td>\n",
" <td>11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class Alcohol Malic acid Ash Alcalinity of ash Magnesium \\\n",
"0 1 13.20 1.78 2.14 11.2 100 \n",
"1 1 13.16 2.36 2.67 18.6 101 \n",
"2 1 14.37 1.95 2.50 16.8 113 \n",
"3 1 13.24 2.59 2.87 21.0 118 \n",
"4 1 14.20 1.76 2.45 15.2 112 \n",
"\n",
" Total phenols Flavanoids Nonflavanoid phenols Proanthocyanins \\\n",
"0 2.65 2.76 0.26 1.28 \n",
"1 2.80 3.24 0.30 2.81 \n",
"2 3.85 3.49 0.24 2.18 \n",
"3 2.80 2.69 0.39 1.82 \n",
"4 3.27 3.39 0.34 1.97 \n",
"\n",
" Color intensity Hue OD280/OD315 of diluted wines Proline Mag10 \n",
"0 4.38 1.05 3.40 1050 10 \n",
"1 5.68 1.03 3.17 1185 10 \n",
"2 7.80 0.86 3.45 1480 11 \n",
"3 4.32 1.04 2.93 735 11 \n",
"4 6.75 1.05 2.85 1450 11 "
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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5o5XHIyLKBs3NzSgrK1Ndhi0sCyEhRE8AkFJOs+oY5EzTJ5Rjbe2eSGtodGU/TJ9Qrrgq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\niIhIGYYQEREpwxAiIiJlGEJERKTM/we+v0JxXnDgigAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3a375160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"Hue\", y=\"Flavanoids\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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XT01wi0QyifeOtZqms3HXGd7efJJAMJSRpKaYWXP1FK6clTzZ0nCWkOCkKMoe\noKNj96Sqqg8moh0iPqrqXeHABLBt3zmWzB0tGZQAoKnFFdcdayvrXLy4vnu2NHNyaGwpOz25sqWu\ngsEgmqZhNA6PDczjHpwURbEBqKq6It7XFkIkD13Xqa5pwBeMz8LaoKaxcWc572zpni3dds1UrphZ\nmPTZUl2ji9bWVjIyMhLdlLhIROY0B0hTFOX99us/rqrqjgS0Q8RJYa6dRbNHdevWk6xpeOu2sDYO\nmcC5ulZeXHeY05Wd2dKsybncvXoaWemJ2QOqr0xGU6KbEFeJCE4u4BlVVX+rKMoU4F1FUaaqqjq8\npqIMM2uunsqSuaMBmRAx3Llcbuqa2jDHYXwplC2dac+WQhMK0lLM3LZyKgtnJH+21M0gamo0JCI4\nHQWOA6iqekxRlHpgJHC2twNKS0vj1LTkMlTv++zpiz8/VO87EkP93lta22jzg9HU/a3nwIEDUb9W\nQ0uAjXubqGkKhB+bUGBl+ewMHNRz8GB91K8ZS16Ph71792K3D50Pd/Pmzev1uUQEpweAWcBDiqKM\nAjKAyosdcLEbGKpKS0vlvoeZoXzvuq5TU9eIL2jEaOrePXXgwAFmzpwZtWsFNY0Pdpzhr592yZZs\nZm6/ZioLBlu21IXNZmPu3Lky5hRDvwX+W1GULYAO3C9dekIMXcFgkMoaJ5hSMMZ4Ye252lZeWHeI\nsqqW8GOzi/K4e3UxmY7BMbYkQuIenFRV9QN3x/u6Qoj4a/N4qW1ojfn6paCmseGzM6zbel62tFJh\nwfQRgzZb6mYo3EMfyCJcIURMNLe04mzxYbbENmM5254tnemSLc2Zksdd1yZvthQM+An4XP6+HDO8\nQpMEJyFEDHQUbjXHcGFtMKjx/o4y1n16imB7aR+7zcwdqxTmT0vObCkY8GMx6uRm29n78cvORLcn\nmUlwEkJETdfxpVgWbj1b08oL68/PlvK561olKbOlYMCP2aCRl2UnLTV5q1AkEwlOQoioiMfGgMGg\nxvuflbFua5dsKdXCHSunJmW2FAwEMBEkNyMVuz0t0c0ZVCQ4CSEGrKm5lSZXbDcGrKhp4YV1hymv\n7syW5k4NZUsZ9uTKlrRgEIPubw9KWVE55/CqSS7BSQgxALquU1vfGNONAYNBjfe2n2b9ttPdsqU7\nVynMKy5IqmxJ1zQMmp/sDBsOe2aUTz68wpMEJyFEv8RjfKmiuoUX1h2ivKY1/NhlSj53riomwx6f\nKuaR0DUjgdsAAAAgAElEQVQNND8ZDhsZ6cNjkWysSXASQvSZu81DndMVs/VLgS7ZUscme45UC3de\nqzCveERMrtkfuq6jB7xkptvISM+N8bVievqkI8FJCNEnsV6/VN6eLVV0yZZKlALuWKUkTbbUEZTS\n7SlkFeTF5Zodi4uHCwlOQoiIxXL9UiCo8e6207y7vTNbSk+zcMeq5MmWdF1HC/hIt1vJys+N63hX\nxx5Uw4UEJyHEJQWDQapqnejG2IwvnakKZUtna7tkS8UF3LlKIT0tObKloM+LPc1MTn5OQiZh+ALB\nuF8zkSQ4CSEuyuPxUtNeHy/ab8mBoMYOtZXSdbvQ9OTMlgJ+Lw6bmZxRiQlKnQw4HI4EXj++JDgJ\nIXoVy/GlM1XNvLDuMGdrXeHH5k8r4I6VCo4kyJYCPi/2VDMjc7MxxmG33ktpbQsQCOpYE9+UuJDg\nJIToUazGl/wBjfXbTvH+9rJu2dJd1xZzmVIQ1Wv1R8DvIy3FyMiRyRGUumpo9gybnaQlOAkhutE0\njcqahpiML5VVNfPCukOc65ItTRll4+/WLMCRGptFvJHy+7zYbSYKR2RiOm9DxGRR3yTBSQgxDHk8\nXmobWjBGeXzJH9BYt/UUGz7rzJYy7FbuurYYs686oYEp4PeRajUyYkQmZnNyvyVW1LQyY1Js11Ml\ni+T+nxBCxE1Lqwtniy/qC2vLKtuzpbrObOny6SO4faWCI9XCgQPVUb1epIIBPykWAwX56Vgsic3a\nInXybCMwPtHNiAsJTkII6huacHm1qNbHC2VLJ9nw2ZkLsqW5U/Ojdp2+Cvj92CyQn2vHak38xItI\nGY0GTp5tSnQz4kaCkxDDmK7rVNU0EMQS1cB0uj1bquySLS2cUcht10zFnqAuvGDAj8WkMyLHjs2W\nXFXMIzFuRDqnKpsJBjVMpuSaqBELEpyEGKb8fj/VdU0YzNEbX/IHgvz101Ns2FEWrgWXYbdy9+pi\n5kxJTLYUCkqQm502KINSh+IJOZyubOZImXNYjDtJcBJiGHK726htdGOO4vjSqXNNvLj+cNJkS0Nt\n99nLp4/gve2n2XWoSoKTEGLo6dgYMFoLa3vKljIdVu6+tpjZCciWhurus3Om5GO1mNh5qJr7bpyR\n6ObEnAQnIYaRjoW10RpfOnWuiRfWHaKq3h1+7IqZhay5Zip2W3yzpVjsPptMUiwm5kzJY9ehas7V\ntjIqf2iXMpLgJMQwEO2Ftf5AkHe2nOKDnV2zpRTuXl3M7KL4bCHRIaa7zyaZJXNHs+tQNRt3neHe\n66cnujkxJcFJiCEu2gtrT55t4sX13bOlK2eN5GtXT4lrtjQcd59dNHsUz7+1j407z3DnKgWLOTkr\nWUSDBCchhrDGppb28aWBTwjw+YO8s+UkG3ed6ZYt3bO6mFlxzJbiuftsskmxmFi5cDx/3nSCTXsq\nuGbB0F2QK8FJiCFI13Wq6xrxB41RKdx6oqKRF9cfprqhM1ta1J4tpcUxWwr4PDjSLOTEeaO/ZHLz\nksm8s+Ukb3x0jBXzxg7ZNU8JC06KohQApcDVqqoeTVQ7hBhquq5fMg6w18fnD/L25pN8uOsMHZuE\nZ6WHxpZmTY5fttRZKTwn6SqFx1t+dirXLBjH+5+V8dHuclYuHJrZU0KCk6IoFuB5wHWp1wohIudy\nualraotKN97xikZeXHeIGmdb+LGrZo/ia1+aQqotPm8dwYAfq5mkrhSeCHeuUvh4dzkvv3eEq+aM\nimv2Gi+JypyeAX4JPJag6wsx5DibWmhtCwx4/ZLPH+Qvm0/w0a7ycLaUnZ7CPddNi9viz2DAj8Wo\nk5/rGFT172Kpubk5/G+LAW5YNI4/bT7Ni+v2c9fKom6vdTgcgz7DjHtwUhTlPqBWVdUNiqI8BlHf\n+VmIiFXVh5L3wbxHjq7rVNc68WsmjKaBfYI+Xt7IC+sPUds1W5oziq+tiE+2FAz4MRt18rLShkRV\nh2jauPNMt68dNgOOVDPrt5djRCcvM/ShxONxc+PSYjIyBvcMRoPeMe0mThRF2QTo7X/mAirwZVVV\ne6ybX1paGt8GimFjy8FmDpWH3oSnj01lyYzB98scCARwNnswmAeWLfmDOp8daeWLU50THhw2I1+a\nk8G4/NjXo9OCAUyGII40KynDJFOaN29exB/MS0tL9d3HWy94vLbJzw7VRXqqkcUz0jEZDXja3Fw2\nyY7dnvwfuC72PYh75qSq6rKOfyuK8jHwd70Fpg7z5s2LebuSTWlpqdx3DFXVuyjbvAt7Wqi8TVk9\n3DGhOKEZVF/v3e1uo66xjTEDnI13rNzJa+sOU9vYmS0tmTuKr66YQmpKbN8iAn4/Rw/vZ9nihYO6\nKGs8jB934cSH8YDLX8GBk/WcbbSwZO5o3K5W5s4dN+gzJ5lKLsQg1NjUQrM7gGkAgcnrC/LnTcf5\npLQiPLaUk2HjnuuKmT4xtmNLwYCfFDPk5qRRlzU4t7BIFotmj+JcnYt9x+sYlWdnZPbQeFtP6F2o\nqroikdcXw1dhrp1Fs0exbd85IPQLPhjGnXRdp6auEV/QOKD6eMfOOHlx/fnZ0mi+uqIoptlSwO/D\nZjUOuo3+kpnFbOTaK8bz+ofH2LirnOsXjkp0k6JiaIRYIfphzdVTWTJ3NDA4JkR0rF/ClIKxn/Xx\nOrKlj0srwo/lZNhYe/00pk3IiVZTL9CRKeXnyey7WMjJsLFywTje3X6ajaWVXLNwrHTrCRFLsZ5N\nNxiCEnSOL5kGsH5JLXPy0ruHqeuSLS29bDRfXV6ELUbZUjgoSaYUc5NGZ7Jo9ki27avkf76yn2f+\nYemgXv8kwUkknY6AtGXv2W7dbmuunprIZiWMs6mFlgGML3l8Af78yQk+2dM9W7r3+mkUxyhbku67\nxJg7JZ+GRhdHzjTz7y/t5scPLMQ8SMsbSXASSWXLwWbKNu/CH9BodfvJzggNlG/bd44lc0cPmkwn\nGrquX+rv+JJa1sBL6w9T1+QJPxbLbEm67xLLYDCwcFoeKVYzpUdq+PeXdvODtfMHZYAafC0Wg0JV\nvSucAfXlmI51RwCtbX78AS3aTev12n1tbyz5/X7OVtUTNFgx9qNsj8cX4A8bjvC///B5ODDlZtr4\nzh2Xcde1xVEPTMGAH6PuozDXzoj8bAlMCWQ0Gnj4tpnMLspj+/5K/v2l3QSC8fk9iibJnETUvf7h\n0QF3x1nMRuypnT+e0ZpN19MYVjTaG03uNg91Tne/x5fUsgZeXH+Y+i7Z0rKS0dyyvAibNfpByWzQ\nKMh2yHTwJJJiMfHEAwt56rc72L6/kmde3s337xlcGZQEJxFVVfWu8Bs99K07rjDXzvSxqZTVh76+\ncfGkqM6m6ykIDaS9sdDc0kpjq79f40seX4C3Pj7O5s/Phh/LywzNxFPGR3dsKRgIYCJIbmYa9rTU\nqJ5bRIctxcyTDy7kn3/7Gdv2hTKo798zb9BsUCjBSSSVJTMyuGNCMRDdmXS9BaFk0tjsotEV6Nf4\n0pHTDbz0bvdsaXnJGL6yfHJUs6WOLdFzMmw47FlRO6+IDVuKmZ88eAX//NvP2L6/kp/8+jN+dP8C\n7KnJP4tv8OR4YtDouitqf7rjCnPtcctcOhbjdkjEYlxN0zhbVYdft2Ay9S2QeLwBfv/eEZ599fNw\nYMrLSuWRO0u4Y5UStcCkaxp6wEtGmonRI3NxDIK6bSLElmLmn/72Sq6cNZL9J+r44f/9lPqmtksf\nmGCSOYmo6dptNqsoj+sXTYzbG/2l1kNdrCJEIhfjejxeahtaMFpsfd7Z9fDp0Ey8hubu2dIty4tI\nsUan62Y4b4k+lKRYTDx67+U8/6d9vLvtND/4zy388zeuZExBeqKb1isJTiIqzu8223+8jusXTYzL\ntSOd0HCxIJSIMaaWVhfOFl+fJz60eQO89fExtuzt/H7nZaVy7/XTmDouOypt03Udze8lw5FCVkH8\ndrwVsWMyGvjWV2eTm2nj5XeP8IP/3MLj9y1gZhx3NO4LCU4iKmob2/AHNCzm+PYU93VCQ7Ksk6qt\nb6TNp/d5fOnQqXpefvdIt2xpxbwxfGVZdLKlUFDy4bBbyM7P7XM2J5KbwWDg9msUctJt/N83vuDH\nv9rGt26dw7VXJN9W7xKcxIB1ZC4tbh8GDGRnpAyaQqrxpmkalTUN6MYUTObI3/jbvAHe/OgYn37R\nGYjzs0PZ0pSx0cmWAj4PjjQLOfk5EpSSkLOhLqLXedraaGm5+M/EwmnZpK+dw3/88QDPvb6X42fq\nuGvVZEz92D03VrvuSnASA9I1c8nJsOEPaDxw80xmxamrYDBVF2/zeKmtb8FktfVp++eDJ+t5+b3D\nOJu9QGjr6BXzx/KVZZOxWgaeLQV8XhypZrJH5gz6rb2HMi0YjOh1VquV7QfrMRqdl3zt6gWj2Fha\nyXs7Kth3op7lc0eQ0oefqVjuuivBSUSVxWwkP6tz3Uu0Crde7DwdY0m1jW3drp1Mmltacbb4MFsj\nH19q8wR446NjbO3SbVmQncq910+naOzAp3EH/D7SUoyMHJktQWkQyM0fEfVzptlhzdUZbNhRRllV\nC+t3VHLDoolkpSd+QbUEJzEgF8tcolV5IZLzJHOR2Jo6J56AAXMfFtYePFnPy+8extnSmS1dffk4\nbl46acDZUsDvw2YxUDgiE1M/SiOJocVqMXH9VRP5bH8lnx+t5Y2PjnHtFeMZOyKxM/kkOIkB62kW\nXLQqL0RynmhcKxZbc2iaRlWtE81gxRTh/ktuj583PjrGtn2V4ccKslO594bpFI0ZWLYUDPixmHRG\nSlFWcR6jwcCi2aPIybTxcWkF73x6ksVzRjNrcuImxUhwElGRrOM8kYhFbb02j5e6jvVLER5TVuPl\n5U07aIxythQMBDAbguRl2UlL7f9+UGLoKx6fQ5YjhfXbTrNl71kamj0smTsakzH+AUo6mkVMXKzy\nQl8qgEdSwaEw186sorxwBfO+TIroKesaaHXyxqYWap1ujBGuX3J7/Ly47hDv7GwMB6YROWl87555\nfO3qKf0OTFp7VYecDAujCnMlMImIFObaWXP1FPKybBw8Wc87W07i8QXi3g7JnETM9NTd15cspSNI\nXKqCw+sfHmX/8dA021lFeb2eM9a76uq6TnVNA37dHPH6pf0n6vj9e0c6syVDe7a0pP/ZUrcFtJlS\n1UH0XXqala8uL2LjznJOnmvizY+Oc8PiiWQ54jdRQoKTiKn+jg31FsTODzBdz2kxG9l/vI6qetcF\n5+ztfNGaiu71+qhpaMZotkXUHeHy+Hl94zE+O9A5tpRlN/GNr17GpNGZfb5+h6DPiz3NTI4soBUD\nZDGbWH3leLZ3mShx/ZUTGJXviMv1JTiJpNNbEDt/Rl7H9HEg3KXXU4WKSwXFgdbWa2l10dDsxRxh\nN97+43W8/N4Rmlo7s6VrFoxjco6n34Ep4PfisJnJGSULaEX0GNonSmSlp7BpTwV/2XySFfPGUDwh\nuluw9ESC0zAU6+6t3kSapXQthdQRdGob27oFmHWfnmLjzjNYzEZ8AY2G9orc0yfm9Ou++vu9qGto\nwu3VIpomHsqWjvLZgaou103j6zdMZ+KoTA4cONDn6/vbF9COzJW1SiJ2pk/MJcOewnvbT/Ph7nLa\nvAEuUwpiek0JTsNMond9vVSWsuVgM2X1B2h1+3F7/WgaOFIt7DoUekP3BzQCQY3GVm94BlFQ0ynM\nTcNsMtLi9l3QrReLKhLhaeJYIhpf2ne8jt+/d5imVh8QypZWLhjPTUsm9mvzt/BapcIsWask4mJM\ngYNbVxTx9paTbNtfiS+gMXN87D7gXjI4KYqSC5SoqvqBoiiPA5cBP1FV9VDMWiViIll2fe3telX1\nLg6Vt2FPS8ORZqHF7SM/O5XUFDP7j9dhtZgor25F03U0XcdsMIYG/3Ud6LlLr0Nva7Eu1p7eeL0+\nauqbI5om7mrz88eNR9lxsOdsqa+CAT9Wk06+rFUSCZCdYeOW5UX8ZfMJdh+uxu3O5JoF42JyrUgy\npz8A7yiKogNfA54FfgUsjUmLhGhnMBgwm0IBxx/Q8Ac0CnPT8Ac0qhvc6LqOwWDAZjWFX3exrKjr\n4/3NIPsyvvTFsVp+/94Rml2d2dKqheO5cXHfs6XQAlrIzU7DZkt8aRkxfGXYQzP53t5ykkNlTfy/\nd1QeuetyjFFeCxVJcMpWVfU/FUX5T+AFVVVfVBTlH6LaChEX8SyS2p+spDDXzvSxqZTVh7Kg6RNz\naHGH3thLigvC08UtZiOZDis2qxmL2ciykjF9mtDQ3wwy0vGlnrKlkXl2vn7DdCaM7FuBTC0YxKgH\nZAGtSCr2VAu3LJvMXzYf55PPK7Gn7efvbpkV1ck4kQQng6Io84CvAMsVRZkb4XE9UhTFBPwGmAro\nwDdVVT3Y3/OJvrnUmE80JktEkpX0dp0lMzK4Y0Jx+Lmur+t63hsXT4rb7rXBYJCqWmf7NhcXz3jO\nz5aMBgOrrhjHDVdN6tNeV7qmgeYnO8OGw97/qeVCxIotxcyqy0eyZV8t67aeItORwp2rlKidP5Ig\n8yjwDPBzVVVPKIqyA/jHAVzzRkBTVXWxoijLgH8lFPhEnPT2Zh6NyRL7T9SxaU9F+I34/Kykqt7F\n+m2nwllQT9fprX3nVx/vb1A6P4OcVdT79h7uNg91ThemS4wvtbZnSzu7ZEuj8uzcvHQSo/MdEQcm\n2RZdDCYpFhOP3jOHf/nvvbzy/hHGFDjCHxoH6pLBSVXVD4EPu3y9cCAXVFX1L4qi/LX9ywnApTcd\nETEXjckSr394lE17Kqiqd2NPNZOTYbvk831diBut6uMdga4jUO45UkNJcQEP3DQz/BpnUwst7gAm\ny8XHePYereWV98/PlsZjMRlYv/UUACVKAasvsW190O8l1aLJAloxqGSnp/DEgwv5/v/ZzH+89jlj\nR6T3ufu6J70GJ0VRtPMe8gMakAI0q6ra7xLJqqoGFUV5gVDG9LX+nkckj47gZjEbcaRaaG3zk56m\nsaxkDBDKqLoGv1a3H5vVTJqt5x/BnoJl8YQcNu2pAELjTtGYbbj/eB3OZi+tbX7Wbz0NwH03TKem\n1kngEtPEW90+Xtt4lF2HqsOPjc53cO8N00hLMfObP+8PP75HrWHetBHkZ6ddcJ6A34fdZiI/O43c\nbOnCE4PP+MIMvnNHCT97YRc//30p/+s7y/rUjd0Tg94+Dbc3iqL8CvgUeIXQGNFXgetUVf2bAV05\ndO4RwA5gmqqqbT29prS09OINFFGz5WAzh8pD/w3Tx6ayZEbkn36crQH++Gl9+OtgUOf6+VmU1/nY\nd9pNUNPxB3QcqSbqmwP4AzomE4zPT2Htl/IveT6AkdkW9p8Otc9mNeBINXHb4lyyHf0bAnW2BvjD\npjqcrZ07jKan6lxX4sBkDmV9GWk9jzGdqPTwyf4W2nyhz3BGA8wrsjN/ih2T0UCzO8i7pY3djrlu\nXla38wUDAawmjQyHTdYqDUPz5s2LOD0uLS3VPyqtiGVz+sXn9TBvSiZpaaEPXe/vdbGvzMeVU20s\nntbzxp+pqanhBeMX+x5E8lu9UFXVb3b5+k1FUZ6MuPXnURTlHmCMqqpPA22EsrHzs7Ru5s2b19/L\nDVqlpaVxv+958wY2IcIZ6N4Nd9Xc0Tz63BZcbaHPF0ajAYPRisGgkekwk+mwYjAbGT2hOHy9rvfd\n9XyzivLYf7yODLtGa5sfXwCumD2Oa5bNHFCbzzQfCGdMKeYAaTYb1Z5sjpaFeps7uuNqnW4AUlPM\nvPrBUXYfbgqfY3S+g6/fMI1xhd2DeXPgFHvUmvB5Fi0IdesFgwHMBMnJcnSbFp6I//NkMFzvu69G\nFRYmugk9ajWm4vaFgs2sKVmcqC5nxzEPY0YV4Ejt3vPg8bi5ca4S0bbukQQnl6IoDwCvASbgHqCu\nrzfQxVvA7xRF2QRYgIdVVfUO4HwiigbSRXb+TMD9J+pwtXWW2tc0uH7xRD74rCyilL/r+SDUBZed\nkYIjLfQDf/2iiQOexPHATTPRdZ3PvijDbE2jeEJeODBBqDuu1ePnaJkTtydAs9uHz9+eLRkNLLts\nNEsvG83IvAuLYa5eNJF500Jba+dnp7XPwPORm5GK3T7wbdbF8BKLbdqjLQ24YtZIPtxVzv5TLVx9\nef8X6EYSnO4BngP+g1C33kZgbX8vqKqqG7i9v8eL5NY1uOVnpYbHnyBUhmjh9EJ8vmDEa626Ptcx\nw85iNob3eBroJA6/38+1l4+kRCkIT0LoGpwCQZ39x+tpcflwezsD7ZgCB0VjMjlR0ciJisZeJzx0\njDEF/V4yHVYyM3qfGSjEUDB1XDZ71BqOnmnkylkjSbNFtn3M+SKZrXea0PRvMYz1d1HtDYsnhicx\nLCsZ076RWfcMK9Jz93ZcB39Ao7axLeI2trpcNDR5MVlsFHQpslyiFIS743KzbBw80RAukQSwYt4Y\nll42mt+907k8r7cJDx2THXLzpFq4GB6MBgMzJ+WxZe9Zjpx2UlLcvwKxF5utt05V1RsURTlNKGPq\nSldVdVK/rigGnYF0nfW26Le3zQcn9dLb1VMA67peqaHZgwED//X2gfB2Gue/vqva+kY8PjD1UO1h\n9aKJKBNy+Ounp9h/vHNShsVs5KrZI7l9pRIeg+pNMODHaoYRBRmYzVJfWQwvU8dl8enes5yqbIp+\ncAL+tv3v5XQPTvLxbxiJxvqnixV6Pf/c2SUXzvC5WHBcc/VUiifk8Pxb+8LjWOs+PRVeCHz+67tW\nezCaO3+UO4JNfnYauw9X8+oGNdwdaTQaWF4ymqVzR1PYPraUn53WLcMqUQrIz05rr4Gnk58rhVnF\n8GWzminISaO6wY3PH+zXrs69BidVVTveNc4A3wSubn/9R8B/9qO9QvRZJMExPys1HJj8gdBsvo5J\nE11f31u1h/e2hWbVBTUNXTdwrq6zu3BsgYOv3zCdMSPSL2hb1wkP2elmjLpfCrMK0a6wPTg5W7yM\nyLlwfd+lRNLf8O9AEfBfgBG4H5gIfKfPVxODzkCLxV5sPKmnc2c7Wrq9puvGgxc796LZo9i0p4JA\nUMOear7g9b1Vezh6xsmOg1X4AkGczV609j4Ck9HA9VdNZPUV4zGZep9ZmJNuxWwIkp2ZRqoUZhUi\nLMMR+l1rdsUuOK0CLlNVNQjQXnqo71t2iqR2sSASyTbmVfWuC2reRTJWdf65S0tLw891HN/q9qOj\nk5NhCwfH88/dwWwyMr4wI1zN/IqZhegBD6dq/TS5/GSnp4QnLby37RTbD1RR43TTdS36yDw7D948\ngzEFF2ZLHTpq4OVkpuKQaeFCXCDFGurK61h60VeRBCdT++s6ltGbgUDvLxeDTSRBpGtQOj+Qvf7h\nUdZ9eorWNj/2VHO4YnikY1W9VUfvOD47IwV/QOOBm2cya3LeBV19m/ZUhLMrizm0G+4DN88kI82I\nUddY/9k5Pi4tx+0NYk8xs3zeGEqKC9jyxVmczd5ugWnahGy+vWbuRbOlgD+0NXpugUwLF6I3Hds7\nXaoKUW8iCU6/Bz5RFOUVQpMh7iS0AaEYAnp6oy+ekMOsyT2/8Z4fyJbMHc2mPRXhyQOutkD4HNFk\nMRvJz+q5HEpTqw+3x4/BYMCRaiE7IwWbKQi6kfpWjZ2HqnF7Q5+tXN4A2w9UcuBkPfVNnWu/LSYj\nd1yrcFWXLOx8fp8Xu83EyMLscPkVIUTPvL7Q71x/JkNAaAzpolRV/f+AfwHGAeOBn6qq+q/9uppI\nas5mL1X1bp5/ax+vf3j0gud7mpxQ29hjSUTys1K7dbf1dayqYxypp+O7PucPaBiNhCdAtLh9TBiR\nQkpKygWbAuqahhbUqHG2cbyis/xQpt3KdVeO7zUwBQN+TPgZXZBBfm6WBCYhItDxgTVmi3DbnQHe\noX0auaIoS1VV3dyvK4qk0nUyQUe3XF8qfudnpbKsZEy3br3eFtv21cWO73hOPePk9Y1HsZiNpFm9\nBPw+ls2fjMlsDk8PXzB9BOu3neL8ru9xhenctHgihbn2HquFd9TAK8h2yAw8IfqovskDQE5G/353\nLhmcFEX5v8BNwEm6r3da0a8riqTT01qhnvQ2c+9imwD2t1ZfTxM0zn+sY2+nVrcfv7+NDLuNK+ZM\nID87LTw9XNd1Mhwp+IPd+72vWTCOW5ZPpqH9F6irzhp4adjtfZ9lJMRwp+s6NU43aTZzTDOnVYDS\n25YWYmiYNTmPZSVjLjll/GIVH6K1XXpPEzR6Guvatu8cuq6TZg3iN6dy26rpTB2XTa3THVq3FNRo\naPFSXtO5bslqNpKTmcKyy0bzwWdl3RbRXnvlBDS/l6wMGxnpMtlBiP5qaPbi9gSYMrb/M1kjCU4n\niWBsSgx+kXbDRRKE+ruNhbM10OMmgz09FgwG8Pm8GE0pWE0GstND3Qe6ruNq89PQ0jkTz2AIjS2l\np1mYVxxaONsRmAB2HzrLopl5FE8qlBp4QgxQWWUzAGN7WLweqUiCkxM4pCjKNqCjD0RXVfWBfl9V\nJK1oZD8D3caigz/Q+/qIVIvOzEk5fHE8VEF86vhsABpbvLz+4XHqmztn4mXYrXznzsuwtE8Pz89O\nC49HacHQBs9Wq43srAwJTEIMkK7rqGecGI0GJo7q/3btkQSn99r/dLt+v68ohrSB1uLLdphZNHsU\nf/30JK62AI5UC0dON3Qb65o1MQOrxcwNS6ayYKabTZ9XoJ5uYM+RGlrc/nBQMxrAnmoh025h39Ha\nblta5KRbKJmSxRfHGzCZbX2eTShEvDkbBrKNXuxYrSndPtTVN3tpaPYwfoQdze/B7e98rcdz8YLJ\nXUWyZcZ/K4qSC9gJzdYzESpfJERMdKydSk+zhmcOPnrv5SyaVUhtQxN5OVkYDAZqnaG6XYdO1tPQ\n7MXj69xufUyBg2Cws+xRx5YWuRkpGPUAeVl2Hrxl3oB20RUinrRg8NIvijOP183SuSNJT+/svnv5\n/W42G7IAACAASURBVGMAfHX5ROYX519wjMNx4cacPYlktt7PgP9BaNfaemA0sAtYGNEVxLAy0Fp8\nHboWcgVwt7VhNhjIzw1137237RSlR6ppcftpavV1S+WvvWI8i2aN5Ldvd1bZ0nUdPegjO92Ow57Z\nrb1CDAbJuBOu29VKenp6eNt1nz/ItgM1pKdZWVIyMaIdr3sTSbfenYQW4P4HnYtxv9fvK4ohb6Dr\nmzoCXEfXXoopwMad5dywZAoQ2t5i56GqC7Ilq8XIkjmjuGV5EdC5aWAw4OXKWSO5bNqYKNydEKI3\nmz+voKnVx60rigYUmCCy4FSpqmqToij7gbmqqr6pKMozA7qqGPI6dqqtqneFA1RfutCWzB3NR7tO\nYzXqWKwOvjjewIKZbvKyUtmj1lBZ31ms1QAsuWw0V88fy4gu554zJZup4xwUjc1nZF5kXQlCiP7R\ndZ2/bD6J0WjghqsGvhdtJMGpSVGUtcAe4O8VRTkHSBlmcVE9VQ3vaQZfbwHL5W5D14JYUzoXwTa1\nenn1g6McPNm5O21HtrTmGiX8WDDg508fH+HAqSZSrFaWlfj7PWOwL2T8SgxnB07Uc7qymcVzRpGf\n3XMdzL6IJDg9CNyhqupLiqLcCPwK+PGArywGjb6+6fZUTBY6x5E6ZvB1VHiA7gGrtr4Rq9nM5TPG\nhKs85GWl8twbX+BpL+BqMRu5+vKxXDlzZDhb0jUNg+Zn3dbTfPx5LZquYzT4WPfpqT7v3ttX0Zo+\nL8Rg9ZfNJwC4ecnkqJwvkuB0G/AygKqq343KVcWgEas33drGtgumnF8xo4DahlZGjDVR39LGvGkj\nKBqbxV82n+Tzo53TaCePyeTe66eHNzDr2FspMz0Vt8/E3mNOtPY+P03XaXH7qG1si1lwisZW9kIM\nZlX1LnYeqmLK2CyKJ2RH5ZyRBKfRwGeKohwFXgLeUlU18snqYtDq75vu+TP2lpWMCR8PoSB3/vYX\nfp+HWmcrBnMK728/TemRalyeAM0uH4H2ungWs5EvL53Ml+aPxdi+WUzA78NhM5GTn4vBYMBd78Ji\nNmI0GMIBKs1m7nW7jd7uu+M+hpqhfG8icdZtPYWuw81LJkVtIXsk65y+pyjK94ElhLKonyiKskNV\n1Xui0gIxJHWdsdfh/Bl8i2aPYusXZ/F621DGF2A0WWl2B3uciVc0JpO1XbOl9i68wtx0UlI6t8Yo\nzLWzrGQMf/30JK1uP2k2MzcvnRzxm3F/MsVoTZ+PNel6FLHg8QX5YOcZstJTuGrO6EsfEKFIt8yA\n0DonK6AB3ku8VgwBXd90/QGNkuKCPu/JdLE3xJuuGs/kkals2V/L0TInR8v3geanst7XbSbe6isn\ncNPSSRgNHdmSl0y7lazM3B6ve7Eq6RczkO65gU6fjzXpehSxsm1/Na42P3esVAY8fbyrS55JUZT/\nJLSf03eAD4E5qqo+GLUWiKS25uqpzCoKVejef7yux00Ie9PTG2JHt1JjUwvVDS6M5hSOljkJBDVq\nGz2U13UGphRLaNLDl5dNxmgwUFXXjNPZzNjCbLIyL15QsjDXzqzJeXF9841mZXYhBgNd13l/ZwUm\no4HVV46P6rkjyZyOASWqqtZG9cpiUKiqd7H/eN0FM+3OfxOOdCwjGAxyrroeDQtmixVd99Pq9uNs\n7awgbjEbWblgHAtnFjIix44WDPL+tmPsO+HEZLawaHZrTLqkBkv3XH8M5XsTiVPd4KGixsWSuaPJ\nzRz49PGuIglOrwFrFUWxE8q0TMAEVVXv7c8FFUWxAP9FaMv3FELbvr/Tn3OJ5NBb1935b4glU3MI\n+v2YrCkYgPqmNl7ZcJSGls5eYofNyA++vpCC9p1pgz4PvoDGwbJWTObQpmVdA2RfBvgj2cAw2bvn\nBmIo35tIjMNnmgC44arol1uNJDi9BRwHrgT+BFwL7B3ANe8GalVVXasoSnb7uSQ4JalLfeK+1FjG\nmquncsWMApyNrWRlOjCZzei6zpa9Z3nz4+N42yc9GI0GHKmW/7+9Ow9u8z4PPP7FTfC+Rd23XkmW\nZFm0ZVuOr9iKbaVu4yROE1+52s22szPpsdt2kjazO7Oz0+wm23an7WwmrXctJ7PdeuM4jiU7iY/I\nshVflG1JlvTalERKlESZN0gABPAe+8cLgAAEkgCJG89nxmMSfIn39+Kl8OD5Hc8Pt0Pn6Kkr7N29\nghoXLFvWxpXR9JNDE4Pi9g3t7NuzdtY33Uw2MEwMqpWqkq9NFNZ0SOP8FT8rOuvYurY158+fSXBq\nV1X1FkVRvo8VnP4L1tjTQj0F/L/o13ZAW8RziQJYzCfusYlJDMOgrc0qKjI8HuRHz5/idP9Y/Jg1\nSxsJhTVcTjuBYJC3PzjPXdcvp7O9NX7O1AAJM1PTx3whDr7ex9HTH3P7rhVXdfmlC6DpNjCUCQJC\nZK53YBzDhFt35GeDzkyC02j0/yqwQ1XVN6JdcwuiqqofQFGUBqxA9e2FPpconNnetGfLrHRdZ3Bo\nDNPmxulyY5gmh9+9yNOv9BKKWNmS22XngTs2sHVtK//8sxPWxn9GCK+3jZoaT9J5UgNkrDsuohlM\nBWc2jMk2yMSqnudylpEQ1UCNfsDcsz0/1dIzCU4vK4ryFFYl8l8qitINBBdzUkVRVmJ1F/6Dqqr/\nMt/xPT09izld2SqX617XDC27rMHQlvpJXj38OlPTOg6ntf7IF9B56f0JLo7MBJHlbS4+uaORJs8E\nHw+MsrQhyLkhA5fby+o2k4t9p7nYZ23bbj3vzJ/qxT7r/6vbTI73BTEMgxq3jXB4mnAYTpw4wcX6\n5D/t1W0mJy9Yf7ZbV3oJj/djatNcGgoDsKrDHT9nMZXLPc+1arzu7u7urI7vP9+fp5Zkzz+tMzga\noLXexvmzpxi5cn5BzzPXa5DJItxvK4qyXlXVfkVRHgJuA/7TgloCKIqyBPgl8Ieqqr6Sye9kexMr\nQU9PT9ld9/R0iJGxKQybE7vDgWGavPruRX56eCZb8rgcPHDnBm67bjl2mw09Eqa5wc29d9UzOOLn\nxIkT3H27tVXYfItGu7utLruDR85xvHc4ftzdt189ky92LMxkXjbnJMs6rABqc9pZvmZzUbv1yvGe\n50K1Xne2Vq/K7VTtxXj/oyFgks1r2tm5c1t8P6dcmjU4KYryZWa2Y7cpivKJ6NejwN3A/gWe81tA\nE/AdRVG+E33sPlVVpxf4fKLIdF3n1JlBQrqNrvZG7Fi18548eJIPz4/Hj1NWtfDovi20N3ujFR7C\nLO1oZMQXJhDdWiOW8cw2TpS6qLarrY6v3b8to1l76X4m3XmiXBRzm/bUrdjPDFhdep2NuR9ripkr\nc3oUuDDHzxcUnFRV/SbwzYX8rigtpmkyOubjJ6/08v4ZKwhdt6kDb42Ln/76zEy25HbwuTs38Imd\nVrakRcI01rloaWq7KjtaN8tmLGO+ED94+hgupz1tFpVtxiPrfkS5KdY27albsQdCGvt/cZZ1yxp4\ncO81GW+7nq25glObqqp3AyiK8u9VVf1eXlogypJv0s+4L8io34gHpohm8MIb/YQiRvy4zatbeOS+\naLZkmpjaNF1tjXg87rTZUWzsKrV0kok570LgbD141yY2r7FmBG5f376o5xIi34q1TXvqVuwnjl1C\nN0xu3LYsL915MZnW1nsYkOBUpRK7zBLHlRzuGvAHME2TqWCE8clwvB84li3dunM5NpsNXYtQ67HT\n3pl5EEiskff4sydyfl2FLoQqFcFFJYht9nntxo68niebwq+iCsXewA3DYMe6JvbetA6H05NUlDEQ\n0hmbDMe/r3E7uG3nMm67ztoqQ4+EaGvyUldXm/Tc6brWWuonrzomH11whS6EKhXBRaU4eW4Ep8PO\nxpX53RBdgpOY1eCIn9ffv0gkNI2BjaMfjdN9TYSOFheGafLrngGeOdRLONqNZ7NBS72HOq+T0/1j\nXBn2sazdy9KuFuz29BMPUtcvzTaluJxL70hFcFEpgiGNs5d8KKtacLsceT3XXMHpGkVRzkW/Xpbw\nNYCpquq6PLZLlICpKT+hYBC7KzlT+ngswP4Dp+gdmJmJt35FE8HpCE6HHdM0MbQQzQ1uujrm3xUz\n9iY9OOKPr2ua67hcWGg2Jl1zopp9dGEMwzDjY7X5NFdwkn6HKhUITjM27sfj8XD9tpUcVT8GrJl4\nx3qHeebQmXhlhRq3g8/ftZFbdiyzdrA9dQlMnTt3r2fdiuTxpcER/6x7LMW6vfyBAGPahwXp9so2\nG1to15zMDBSVou+yD4B1y5vyfq5Zg5Oqqn15P7soKbquMzTqI6wRH1e6d89aurcsYWQiyHOvnaN3\nYCJ+/Na1rTxy7xZam2oA2Hv9Uu7sXkqtN33wOfDaOaaCEeq8Tn7rE+vib+7F7PZa7EaEmT5POXdL\nChFzftAaE17dNfd+arkgY07CWq807mMqoOF0e3Ak/FUYhnl1tuRx8OAnN7FxZRO6YWDoOi6bxtKl\nrWnHlgZH/Bw6OhCvgTcViPDiW+cXFICK1a02NB4kohlJi3ZTK1PMl0lJUBLl7vzgJHa7jRWd+Vnb\nlEiCU5lb7Jv1+MQkPn8Yu9ON051cbPXKaID9B09yJiFbumZdGw/fu5m3Tlzmn6LFWm/e1sVj9+/M\n6HyabmCYJsPjQQ4eOcfX7t+WcbdXPma8ZfL6xc47GQhjw0ZLo4ftG9rjgQlkkoOoDheuTLK0rQ6X\nM7+TIUCCU1lbzJu13x9gzBfEtLtwuJKDkmGYvPzOBX72anK29IW7NnHz9qUMjwfpOX0FQw/hdrl5\nt3ecT0XLD6XT1VbH7btW8OyrZ5nwh7DbbDTUujneO8xg9Pdi3V5Wbb2rryMfXX+ZvH6J521trCGi\nGXztt7fR0exNCk5CVLrAdISpYIRNq+af5JQLEpzK1ELfrMPhMMOjk2g4cDitHWlTn3f/wVOcvZic\nLT1y72ZaGq2xJcPQwAjj9WYeGGLVGP7+X9/D5bSnrWmXWFtvLrGAuRgLff1cTnt8QodMchDVZHjc\nqurf0ZLb7dhnI8GpShiGwfDoBMGwidPlITUpNwyTl94+z7OHz8bf/L0eJw/etZGbty+NF33UIiE2\nrWzmzt0bsn5j3r6+nbt3r1rQG3osGDz32ln8QY16r4vD713M+6y+uYKQTHIQ1WR43KrN3d4swUnM\nIZtP7mPRcSWny4MzzTaRgyN+njhwknOXfPHHrlnXxiP3baalwcqWTMPAZoZZsaQFh8Ox4DfmxJJE\nHVn+kd+6czmHjg7QUOvG5bQvqmsvm9dvrmuVoCSqxajPCk6t0R6UfJPgVMbmCxBTfj/jvmlwuHGm\njCuBlS29+PZ5nn31LJo+ky194e5N3LRtZutlXYtQ57HT1pq8bmmhb8yH37uYFBSyCXK53OIimwAr\nQUhUu0DImm1bV7PgjdCzIsGpTM01yywQnGZ8wo+OE7vz6qAEcHnYz/6DydnS9vVtPHTvTLYEVl28\n9uZaamtzk8qnjvUceO0ch44OxLfCmG3LDMjPYlYJOkJkJhiyqrd4PYUJGxKcSkQ2U8Jnm2UWDocZ\nGZ8iotuuKs4aoxsGL751gZ8fnsmWaj1OvrB3EzdeM5MtxdcuzVEXb7EimsFUMEJ9rfVJLHHLjJjU\n10XGeYQojuC0BKeqk82U8HSzzPZs78Jp05mOmDhd7qRFtIkuDU+x/8CpeAkSsCYpPHzvZpobZjIs\nLRKmud5NU2PuS5SkZj91XuesXXWzvS4SlEQ1KsZOuG63h1DImqWn6daGOIXaPVqCU5HNVxZnNhHN\nwDQN0CMMDvvo6mhOO9kBrGzpV2+e57nXzsb/wNJlSwBGZJolrQ3U1KTvDsyFxE3+TveNpt0y4/iZ\n4Xh3H8giVyEKvRNu4g649fX1OB3RGbv64pdyZEKCU5npaquj3uvi+IeXwGZn05oOujqsgZqhsQAA\nHS0z+yZdGpriiYOn6E/IlnZssLKlpvqZABTrxlu2tC0pWOVDakb054/dEL+2np4ennrpQw4dHWBw\nJEC910VLY/4C5Wyk+rgoNYXeCTd1B1xn9INiRIJTdZhtkP9i39XHmqbJh31XGB6doLO9GZvNhj8Y\nYWgsQM+pK/Hq4buUTvbetPrqbKnGye/uVdi9dQnD40GGxgJ0tNSiaxEaa500N7UB+X1jnm/x69iU\nxpFjl3A57dR5nfExqV2bO3PeltnIxoBCXM3liAanHCyCz4QEpxKQySD/+MQkk/4QgbANe8pkh7HJ\nUDwwAbzxwWXePnWFi0P++GPXbmznoXusbOmFI+fix1+7volH9m2j1lvD4Ig/62Km+dTaWENDrYGy\nuoXjvcMc7x3Oe5tkY0Ah0quNTiH3ByIFOZ8EpxIx25ufb9LPxGQQm9OD3VVDZ6uVGSVmSS3RyQym\naeILRJiYmtkyva7GyRc/pXD9liXYbDaGxgIcVT/GNA1MLcwHfTZ8AZ0DR2a60uq8Tlobazhy7BKb\n17Sm3X9pMdc513Twlnpn0s93be6UAqtClID2ZmuJyfBEsCDnk+BUogLBaS5eHsG0u7C7kldkx/ZY\ngpnxpQ0rmnnt/UuEE1Luazd28NA9StLYEoCha9gx8NRab/BD48GkbMEf1GioNZgMhPnB08fia5By\nlbHMlykm/hwoaIFVqZknRHqxskUSnKpUbBdafwhIU5g1JhaUdN3gF2/0c+jdi+iGNbZU53Xxxb2b\n4tlSotZ6B5/YuYx3To8A1ptvrIyQy2mn3utiKhghohnYsOVttlw2FRkKHSxkLZUQV2tvst4nhsYk\nOFWV1AW0Nvvc+6UMjQUYHPHz88PnOH9lMv74dZs6+NI9Co11ydmSaZrYjBDLl7Tw8H1t3LU7edJD\nLAC0NHq4bddybtjaxePPnsjxVS5MMYKFBCUhkjU3eKitcXIh4f0mnyQ4FZmu6wyP+uZdQJvo4Gtn\nOfTuRSb8CWNLc2RLV4Z9eFxwzYZl8cdS33zTBYBS6t7K97ll6rgQc7PZbKxd1sTJcyNMhzRq8lwp\nQoJTkRiGwciYj0DIwOlyz7qANtWx3iGef6M/aTrn1rWtfOW3rqGxzn3V8QcOf8jxj4Zwuj3s2TE1\n57hRJgGrEsnUcSEys255Ex+cHaFv0Mfm1a15PVdh6lDMQlGUGxVFeaWYbSi02L5KFy6PETacOF1X\nB5R0dN3gwGtn+Z9PH48HJrsN2po8fOlTylWByTRNhobGOHF2NL79+pFjl+IZQqa62uoWFZgGR/xZ\nn7OQ0k0dL+X2ClFM65ZZJc0SNyPNl6JlToqi/BnwCDBVrDYUkmmajI75mJrWrH2V3HOPKSUauDLJ\nEwdOcuHjmZfK63HQ2ujhhi1dSRUhwNriosYFSzpbcGTST5gns2Uk0oUmRHlav6IKghPQC3wWeLKI\nbSiI8YlJfFNhHG4PTlfmQUnTDV74TR8Hj/RhRGfi1XtdfOkehVVLGgCuDkyRMC2NHhrqk8eNIprB\nrs2dBQsIsy1mTd3LqdhdaDJ1XIjMrehswOmwV3ZwUlX1aUVR1hTr/IXg9wcY8wUw7W4c7uzqww1N\nRHjmibcZSMiWujd38sVPKTTUXt0VaJom6CG62htxu2d+/uBdm5gMhDl6+mOO9w7z1EsfFi0gpK6n\nKpUFtdUytibEYrmcdlZ01nP+yiSGYWK3568OZ1lMiOjp6Sl2E7ISiUTw+UNophOHI/NMCUA3TN75\nyE9Pr59osoTXbeP2bY1sWGbj+IlTADTWzjyvruu4HTrNDbVcuZT8xzI2pfHGMWtNUzgMv3qjlxbn\nGC31ubv1Y1PWPi+pz7m6zeTkBWtNxNaVXq4MnMEfCCQdc+LECS6m/F4x73e6moaFVG5/67lSjdfd\n3d2d1fH95/vz1JL0poMB3nOPUleX/IGt3h0hFNZ5+fBbi34fmes1KIvglO1NLBZd1xka9RHWYGWm\n0+8SnB+0xpYSa+Jdv2UJX9y7ifpad1JNvF1KJ/fuWYsWDtHaVBPvxks1OOLnwNG3kx7btm1bzjKE\nuWa6dXdfPb40piUff/ftyVlcT09P2dzvXKvWa6/W687W6lWrC3q+gH+KnTtXxauSx/SOqZzoP01j\nx2q6t3bl7fylEJzMYjdgsXRdZ2TMRzCc+VqlRJpucPD1c7zwm34M03o5vG47j+67Jl6NO1YTL6bn\n9BW6N7VwzYYluFyzB8JsxlSynaiQSZHUap2eLkSlio13D1yZYvfW/J2nqMFJVdU+YE8x27AYhmEw\nOj6JP6jhdHsyXquUqH/Qx/4Dp7g4NDO2dP2WJVy70ki7TYSmmxi6BqaGw10zZ2CKySQgFHKtjwQl\nIbIX8Bd2YvP0dCDt4y0NVq1Pnz+U1/OXQuZUdhYzLTwmohk8fyQ5W2qodfHQPZu5TunkxInk0kEd\nLbXUeV181DeEphvU1tby+LMnMtrWHeYOCAvdJiKTrEymjQuRGx4Ku/7OUwNvH+/Dbk9eDjvisyrT\nfNT/Ma/8JvuOr0g4xK27t+L1euc8ToJTlhY6LTxR/2UfTxw8yaWEsaUbti7hd/cq1HvTZ0JDYwFG\nxyZoaqhhMmigGyYRzUgKJKmBYK5sKFdBY66sTCovCJE7jrrC7oQLkG7npqARLfxqdxOiPuvnDERM\nDGP+DQslOGVoyu9n3DcNjuynhcdENIMDr5/jl2/MZEuNdW4eumczOzd1zPp7pmFw6O0zjPkBrMDk\ndCTPyksNBLfuXD5rNpQuaCxmrU+6Y2XTPiEq03TImp3rdua3wJAEp3n4/QHGfUF0HDicCwtKEM2W\nDpzk0vBMtnTjNV184e5N1M2SLYFV7cEfnKbv4xD1tS78QQ0w8Xqc8X2WgHggiGgGh44OsHnN1XWv\nhsaDs641kokKQohMjPqmAWhprJnnyMWR4DSLQHCa8Qk/mmnH4fSwsA68WLZ0ll++cT4pW3r43s1c\nu3H2bAlAi4Roa/LGF9XGti0H+MZnd8T3YVLPjxHRDKYCEaaCViL+9snBpGyoodbN48+eiB9XX2sF\nRFfCp59cBiWpvCBEZboc/YAd23wwXyQ4pZieDjHmCxDRWVRQAjh3aYL9B0/FbyZkli0BGFqIZR2N\nuFwu6utg+4Z2jp7+OJ4tbV/fzlMvfchzr53FH9Sw2axA6HTYqfM6Od47zJ8/dgO37lzO0HgwvjeT\ny2knEIowGQhjs9nitbLyMXFBsjEhKks4otN32UdLg4eWhoX3JGVCglOUFZT80c3+XFmvVUoU0XSe\ne+0cv3yzn2iylHG2ZBoGTiJ0tNTFp4k/9dKH8a3Kt29o58G7NjE44ufQ0QH8QQ3TNDHMWJXyGmpr\nnEQ0g6HxINvXt6e0zcAwrE89/ukIZwYm+A//4zB2u5WZ5XriggQlISrHibMj6IbJplUtV+0bl2tV\nH5zC4TCj41OENNuCFtCmOndpgicOnGRwZGaNwE3bunjwrkyyJY3aGhttLW1cHOgDkicWuJx2jvcO\nx7OciGag6Ua8u9DjcuBy2hn1TWPDljTVPJZ5gVU81uW0Mx3SMU2TwHQEm81GQ+3MeFVqUEs0W5aV\n+LhMIReiskyHNY6e/hiPyzHn+0OuVG1wikQijIxPEdbA4cx8s79Zn0/T+fnhc/zqrZlsqanew8P3\nKOyYJ1sC0CJhWhOqic/n8HsXCUxH0KMF+Bx2G7U1Th68exNPvfhhfCzpyLFLTAbC8cxr1+ZOGmrd\nHDo6AEBtjYtgdPbNxFSIYEjnB08f4/ZdK9JmULNND098vKHWzWQgfNUxiRZSjSKb44UQuWOaJoeO\nDhCK6Ny8fSmeBaztzFbVBSdN0xgZm8xqW/T5nL04wf6DydnSzduX8vm7NlJXM3/UMyLTdLU14vFc\nXW083cQCsIJOU70Hnz8c79KzYaO1sSZpkkNEM+JjVbHMKzYWdfDIOY73DjPmC6EbBsGQTp3XmgWY\nbur3bNPDY1/Hznfy3ChdbbWzPk+2659kvZQQxXWqb5TegQmWttWyM4MP27lQNcFJ13Wr1NC0jmuB\npYZSRTSdZw+f5cW3zidlS4/ctzmjtNc0DOxEWN7VetUq7ESpEwsGR/xENIOIZmCz2bBhYrPZMDHp\naPYmBbNdmzvjWVOqfXvWsm/PWsCaZv6Dp48lBbah8WD8nNmK7dbrSlkLke36J1kvJURx9Q/6OHR0\nAI/Lwd27V+V1m4xEFR+cDMNgZMxHIGTgdLlxuXNzyWcvWmNLV0ZnsqU90WypNoNsSdcieN02Otra\nMjpf4pvx4fcuMhWIxLvOGuvcNNd74oEgNZg9/vMTSTP90m3419VWx+27VsS7+1oba+JTz3dt7uRr\n91uVzFNnDcbaFQuILqed1qYaRiastRBb17ZKIBGiTF0anuKF3/Rjs9n49C1raazL7wy9RBUbnHJR\nlDWdcMTKll5663y8nHpzg4dH7t3MtgwHCXUtQkuDO+PxpUSxTKKl0UN9rYuJqTBN9e6rgkViCaPE\nmX637lzOd/fPbKGRLhOJaAbnBycxMfEHNQ6+3gdYY0mpswZjYgExNm3d7bR26J0MhBkc8Se1K5v1\nT7JeSoji6B/08cJvrF2477lpDUvbC/vvruKCUy6Kss6md2CcJw+eSs6Wdizl85/MLFsCa3yps7WB\nmprFfwJxOe20N9fwtd/eRkezN+3sudSZfjfMsv9K7NhY9jUc7dKLTRd964NBnA570thVYtCB5Owu\ntTsvUbbrn2S9lBCFpfaP8vI7A9hscN+etaxZ2jj/L+VYxQQn0zQZHffhD2iLKsqaTjii8+yrZ3np\n7ZlsqaXBwyP3beGadZl1y5mmic0IzTu+NJ90mUQ20zpTx6RimUhsNhxYgcVb4yQ4bc3iq/e6cDoy\na3OmmU62QUaCkhD5Z5gmb564zFF1CLfLzr49a1nekX1x11wo++CUGJTsroUXZZ1N78A4+w+c5OOx\nYPyxW65dxufv3Ii3JrOXT9c1apwmnZ25WRuQaSYxW6BI9/upx/7ObeuZDISTxpeAjLrXJNMRuktw\nRQAADh5JREFUovxMhzRefPs8/YOTNNW7+fQta+N7NxVD2QanfAelcETnZ6+e4eW3Lyw4WwJr/VJL\ng5vGhtx++ohlO6lda6lmCxTpfifdsfv2JK8vyjToSFASonwMjvj5xZv9TAUirFxSz6duXE1NjiaP\nLVTZBSfDMBgbn2QqGMHprsGRh8VgvRfGeeLgSYYSsqVPXLuMz2WRLYE1vrQkR+NLqbJZ+7OY7S/m\n+14IUb5M0+S9D4d448Qghmmye+sSurcswZ7n0kSZKJvgFJ/oEA1KuZzoEBOO6Dxz6AyvvDOTLbU2\n1vDIfZvZujbzbClX40uzkbU/QlSfgC/9esUFP19I5/CJMS6NhPC67dy2vZVlbU6mJ0dyep5UoVm2\nf09VFsFpdNzHlD9iTXTIU9mMjy6Msf/gqaRs6dady/jsnRvxejJ/mXI9viSEEACfvef6nD3XO6eu\n8Lf/cpSJqTDXb1nCN3/3OprzXGU8W2URnAJhW87HlGJCYZ1nDvXy656BpGzp0X1b2JJmw7655Gt8\nKZWs/RFCLERE0/nfz53k2cNncTrs/P7vbOP+W9flvcL4QpRFcMrXC/fR+Wi2NJ6YLS3nc3duoCaL\nbAnyO76UjsyIE0Jk49LQFN998h3OXpxgRWc9f/bo9axd1lTsZs2qLIJTrsWypVd6BuKPtTbW8Ni+\nLWm3N59LpvXx8kGCkhAiE6++O8DfP/U+wZDG3t2r+Def2Z71B/BCK+3W5YHaP8aTz5+KV0AAuO26\n5Xz2juyzJV2LUOex09aa+WQJIYQolFBE54fPHOcXb/Tj9Tj404e7uWPXimI3KyNVE5ymwxo//fWZ\neGFTsHaNffS+7LMlAD0SprWphvq62lw2UwghcuLClUn+65Pv0HfZx9pljfz5YzcUrdrDQlRFcFL7\nR3ny4CmGo5WyIZot3blhQQvNTG2apR1N8W3UhRCilLx1cpDv/aiHYEjjvpvX8Hu/sw13Dku6FUJF\nBycrW+rl0NGL8cfam6yZeMrq7LMlQ9dx2XWWdLWV5OwWIUR1M02Tp1/p5YmDJ3E57GXVjZeq4MFJ\nURQ78I/ADiAE/J6qqmdyfR61f5T9B0/F9xUCuH3XCh64Y/2CsiVdi9BQ66SlqXRntwghqpdumPzg\np8d4/kgfbU01fPuru9m4sqXYzVqwYmROnwHcqqruURTlRuD70cdyYjqk8fSve3n13YRsqdnLo/dt\nQVm9sBulR8K0N3uprfXmqplCCJEzEU3nez/u4cixy6xZ2sh//P2baGsq7/erYgSnW4AXAFRVfVNR\nlJwtez7dZ2VLo76ZbOmOXSt44I4NeBZQWcI0TdBDMr4khChZEc3gu/vf4c0PBtm2vo2//OqN1HnL\n//2qGMGpEfAlfK8rimJXVdVY6BNOhzR+8kovh99LzpYe27eFTasWli0Zuo7bYdAp40tCiBKl6wbf\n+7EVmHZu7OAvv34jnjKb+DAbm2ma8x+VQ4qifB94Q1XVp6LfX1BVdeVsx/f09JjDvsisz3dhKMTL\nx3xMBmdi2441Xm7e3IDLubCgousatW5oqCvvtFgIUbq6u7szfoPq6elJ+0b9fM84b6pTrOn08NAd\nbbjn2IG6FM31GhQjc3oduB94SlGUm4Bj8/3Ctm3brnosGNJ4+pWPOPzeePyxjmi2tHGB2RKAFgnR\n0Vxb9PGlnp4euru7i9qGYqjW64bqvfZqve5spb5Gz/+mjzfVAVZ1NfDX/+7WiujKS1SM4PRTYK+i\nKK9Hv/9qtk9w8twIP3r+dHxsyQbcef1KPnP7+kXN5Te1aZbJ+JIQosT1Xfbxw2eO01jn5q++Vhlj\nTKkKHpxUVTWBP1jI7wZDGj95+SNee39mL6OOFi9f3reVDSubF9wm0zBwEpH1S0KIkhfRdL7/4x4i\nmsFffPm6iq2xWTaLcD84O8KPXjjFmC8E5C5bMjSNWo9N6uMJIcrCs6+epe+yj3tuWs3urV3Fbk7e\nlEVwevLgKV5P2Pm1s8XLY5/eyoYVC8+WIFYfz0N9XWV+8hBCVJaxyWn+74sqDbVuvvLprcVuTl6V\nRXCKBSYbcNfuVfz2resWXSdKjwRZ0taEx+POQQuFECL/fnboDMGQzr99YCv1tZX93lUWwQlgSWst\nj+3bwvpFZkumYeAgwtKutoLvvySEEAvlD0Y4eKSPlgYPe29cXezm5F1ZBKe9u1dxfy6yJdl/SQhR\npl57/xLBkMbn7txQdhXGF6IsgtPnPrlx0c+haxFaGtw01Mv4khCi/LzScwGbzZoIVg3KIjgtlhGZ\nprO1gZoaT7GbIoQQC3Lq3AibV7fS2VIdG5xWdHAyTRObEWJ5V6uMLwkhypphQveWzmI3o2AqNjjp\nukaN06Szs73YTRFCiJzYsb6j2E0omIoMTroWoanORVNjfbGbIoQQOeGw21i3ono2O6244FQqhVuF\nECKXlrbXVcx2GJmoqOAkhVuFEJWqUmvozaYigpMUbhVCVLqu1uqYpRdT9sHJ0DRqa2y0tcjCWiFE\n5VoimVP5kMKtQohq0Vxf2bX0UpVtcJLCrUKIalLphV5TlV1wMg0DOxFWSOFWIUQVqa/A3W7nUlbB\nSTYGFEJUq0rcin0uZROctEiY1kaPFG4VQlQll7O6eorKIjgZkWm62hplfEkIUbUkOJUgKdwqhKh2\nTkd1vQeWxdVKYBJCVLtqy5yq62qFEKJMSXASQghRchxV1oNUXVcrhBBlym6vrrqhEpyEEEKUHAlO\nQgghSk7RgpOiKA8oivLjYp1fCCFE6SrKOidFUf4O+BTwbjHOL4QQorQVK3N6HfgDoLpG+IQQQmQk\nr5mToihfB/4o5eGvqKr6r4qi3JHPcwshhChfNtM0i3LiaHD6hqqqX5rruJ6enuI0UAgh8qi7uzvj\nnqNKfR+c6zUoi9p63d3dxW5CwfX09Mh1V5lqvfZqve5sVdtrVMyp5Gb0PyGEECJJ0TInVVUPAYeK\ndX4hhBClSxbhCiGEKDkSnIQQQpQcCU5CCCFKjgQnIYQQJUeCkxBCiJIjwUkIIUTJkeAkhBCi5Ehw\nEkIIUXIkOAkhhCg5EpyEEEKUHAlOQgghSo4EJyGEECVHgpMQQoiSI8FJCCFEyZHgJIQQouRIcBJC\nCFFyJDgJIYQoORKchBBClBwJTkIIIUqOBCchhBAlR4KTEEKIkiPBSQghRMmR4CSEEKLkSHASQghR\nciQ4CSGEKDkSnIQQQpQcCU5CCCFKjrOQJ1MUpQn4EdAAuIE/UVX1jUK2QQghROkrdOb0x8CvVFW9\nA/gK8A8FPr8QQogyUNDMCfgbIBT92gUEC3x+IYQQZSBvwUlRlK8Df5Ty8FdUVe1RFKULeBL4Zr7O\nL4QQonzZTNMs6AkVRdkO/B/gT1VV/cV8x/f09BS2gUIIUSDd3d22TI7r6ekxMz22UhQ0OCmKshV4\nGnhQVdXjBTuxEEKIslLo4PQMsAPojz40rqrqAwVrgBBCiLJQ8G49IYQQYj6yCFcIIUTJkeAkhBCi\n5EhwEkIIUXIkOAkhhCg5ha4QkZaiKHbgH7Fm8oWA31NV9UzCz+8H/grQgMdVVf2nojQ0xzK47j8G\nvg4MRR/6hqqqHxa8oXmiKMqNwF+rqnpnyuMVeb9j5rjuir3fiqK4gMeB1YAH+M+qqv484ecVe88z\nuPaKve+LURLBCfgM4FZVdU/0H+73o4/Fbux/B64HAsDriqI8q6rqx0Vrbe7Met1Ru4BHVVV9tyit\nyyNFUf4MeASYSnm8ku/3rNcdVbH3G3gYGFJV9VFFUVqA94CfQ+Xfc+a49qhKvu8LVirdercALwCo\nqvom1h9pzBagV1XVCVVVI8BrwG2Fb2JezHXdAN3AtxRFOawoyl8UunF51gt8Fkhd9V7J9xtmv26o\n7Pv9FPCd6Nd2rAwpptLv+VzXDpV93xesVIJTI+BL+F6PdnnFfjaR8LNJoKlQDcuzua4brDJP3wA+\nCXxCUZRPF7Jx+aSq6tNc/Y8UKvt+z3XdUNn326+q6pSiKA1Yb9bfTvhxpd/zua4dKvi+L0apBCcf\n1h5PMXZVVY3o1xMpP2sAxgrVsDyb67oB/k5V1dHop8kDwHUFbV1xVPL9nk9F329FUVYCLwP7VVX9\nl4QfVfw9n+PaocLv+0KVypjT68D9wFOKotwEHEv42WlgY7Sv1o+V7v+3wjcxL2a97ujGjMcVRdmC\n1Q//SeCfi9LKwqrk+z2rSr/fiqIsAX4J/KGqqq+k/Lii7/lc117p930xSiU4/RTYqyjK69Hvv6oo\nypeAelVVf6goyp8Av8DK9P5ZVdXLxWpojs133d8CXsGayfeiqqovFKuheWQCVMn9TpTuuiv5fn8L\nq6vuO4qixMZffgjUVcE9n+/aK/m+L5jU1hNCCFFySmXMSQghhIiT4CSEEKLkSHASQghRciQ4CSGE\nKDkSnIQQQpQcCU5CCCFKjgQnURUURVmjKMq5NI8b6Y4XQhSXBCchhBAlR4KTqHqKonxZUZT/lfD9\nrxVFuT369V8oitKjKMp7iqJ8t3itFKK6lEr5IiEKYZmiKJnsmRMrLXQv1l47N0Qff1JRlIdVVf1x\nvhoohLBIcBLV5JKqqkkVn+cZc7obuBHoiX5fA/Tlp2lCiEQSnISwMqXEzf9c0f/bgb9VVfVvIF5B\nera9mIQQOSRjTkLAMNZurCiKshbYgRWwXgYeVRSlTlEUJ/Az4HNFa6UQVUSCk6gm6Urwm8CvgAuK\noqjA3wKHAVRVfQ74CfAmcBw4qqrq/gK1VYiqJltmCCGEKDmSOQkhhCg5EpyEEEKUHAlOQgghSo4E\nJyGEECVHgpMQQoiSI8FJCCFEyZHgJIQQouT8f7nigYJMVpkeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34aaaef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"Hue\", y=\"Flavanoids\", data=wine, kind = \"reg\");"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fjXwj2NWG7w7o+7UAG40gCLDb7bngWa/dDxEVhiEEaP5JfzofuwMiAjgxgYiIdMQQIiIi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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x3a13beb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
" sns.jointplot(x=\"Hue\", y=\"Flavanoids\", kind=\"hex\", color=\"k\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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shZCIiAeNH9GPpEQf8xZv6dVdcgohEREPSklOZPyIfmzfXYdVstftchyjEBIR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x325dfac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"Hue\", y=\"Flavanoids\", data=wine, kind=\"kde\");"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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31P+3Qyk92R3FXgZvF41S6tk4LM13n1LqE24f/yGAJwP47srXdjZM5YN8d7vC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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x39249518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(6, 6))\n",
"cmap = sns.cubehelix_palette(as_cmap=True, dark=0, light=1, reverse=True)\n",
"sns.kdeplot(wine.Hue,wine.Flavanoids, cmap=cmap, n_levels=60, shade=True);"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x332d1ba8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YRkREBpYxKgkAcPxIvc4tCS6GERGRgQ1LiUFsfCTKjtaju6tX7+YEDcOIiMjA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x332d1fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,10))\n",
"sns.set(color_codes=True)\n",
"g = sns.jointplot(x=\"Hue\", y=\"Flavanoids\", data=wine, kind=\"kde\", color=\"m\")\n",
"g.plot_joint(plt.scatter, c=\"w\", s=30, linewidth=1, marker=\"+\")\n",
"g.ax_joint.collections[0].set_alpha(0)\n",
"g.set_axis_labels(\"$X$\", \"$Y$\");"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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73NUgEAiEgMVa8Oo37593mmmqrFGD3cfqsLog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\n8aPSkTvUgKRE+fYhWoI5ViazFc+8sRc2uwCtRo00gw6TC4dgw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57pvLShCsMGDwh4/KR6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\nT9xc9ShNaz5j3M2VlJPHpOL51V8DAJ5ZVODRyk7pWPfJeaPtVizPGKfD9Rv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Ycl9+dBlxyPY9WNOFxRh8MVdZgxTgcLLJg8JtXuvBYAOWkJKMhOgcUC7C29DIvFAl1KvFdZ\nTeZNTUe0RtWtRpXpJEOfJ18qpdfLoVN1yNL1dTkp9s7Wk/jlogLZSTTbQc6/3J+HcSP7w2S2YPuB\nC7BYLHhwZpbs+aUDjT7zRmP/8Sv4ZHe1XQ54oV62G81iSjXBgqIMPDwrG9p4x1gGGpUCC2dm4fnV\nXwPo/pfTUMsuFQjetBXmTji0uWYX2zC1MWosmJGJk+ebAAAPFGW6PUe0RoU2g0nMqKVWKVzGd/L3\nPulATQSHy+QL2YuKS0RMb/dpI4lcsZ3UbNS3iyuyAeD9Hacxalg/hzhAcn3/SEnbeO7yNbs2fcn9\neeINigv9W1FWVY8D5bXiamLhuSOXTYEC1pSo0pTrP783x+7myImzjS4DdNqmYPe3/IxEZAzug/sm\nD4u84JxyEhMT8dhjj+Gxxx7zVXmoGzQKBf5x6JJ4sapVCkzLH9TDpfKebb7kmeN1PVyawHGXlUBg\nNHVif3ktVi6ZiGiNCucuX8OeozXi1oqctARYACz3YgZXbzChpr4Vb3xcDgB2jXWjvt0hQv5/LL4N\ndY1t4nltB7U/sWnQ3Q12pYPjZQsLbjkYXTg0yJHOky+Vnl4vtoRJNG18NGCyDi6kg5w1W044neBw\nJ3doQlcg3WyH5wj7auVyzANAckKs3d8en5OL9NTeWPHW1y5zz0tJs6YIg6rHZ4/il0IJTz/XGI3K\nYSXaHS76plaDCZfrW+0CZbcaTE7TpwpleeSuEXh/h/Vu4sN3jujxtszfE8HMEkJEziZJpZOaaQMd\ng9R7S8j6sWarNR5bflYKlAqgV4xabJ9njNNhaP94sWzSsgKQTblue3Ok4nwjFhVnYeOuM25XEAdq\nkjg+Ro3kZG3YrFRjLxEO5FZXhNiKiyi1StxLDFj3at97+9CeLVQAaGPUeHqBY3omYZZY2rD94r5R\n4hee/IxErHm+GPrW9m7N4MqlP/3vDWXigFXurl98jAYDMxJlB7XeDnZtH2+bzooim7sJL1fXi/AY\nZ4MBd8vM3a0ScnVsd3Xe1fUh/Zv0Opbmnnd2h3rGOB0G9utlN6jil8LuS9JGY1Fxlt2kgqsJVoPR\n7DDZe8d4ncuJC9s91wCsA96sZJeZbAIx2GV9ISJ/k+v75CY1pZO7cu2wJxMhM8ZZVyofOVUHtcr6\nRWlwcrzH/TgA2ZTr0rHDtMLBdmNzT18/ucd3KQyoVUrMnjQMao11863J1Am1q424FFTkglvactWw\nJSfEineQhb+7GtQKX4hutBvx7ak6KJUKGE2ddjEyXB1LiJ8hdDDCv22fY8vdHmY21OQtd9cL4Nlg\nQBujxlPzR+NgpXU/6m05A2SvFWeTDLarNwStXUF2nW15cjcpY/vvZx8swFfHanH64g946oExePm9\nox7doZYbVJE9IcCbJ6u8po0eiOGpfaBQAIP7+SfHuHTPtTuhPthlXCIiEnhy7U8bPRCjhvUD4Lzd\n1htMyNL1dTkRsudojRhfavpYHQ6U10KBbGt/39zm9LgKwG7Fo7v2KzkhFq2t1mCi7rZAs+3zTkDf\nrfLycvzpT3/CunXrcOrUKbz00ktQKpWIiorCyy+/jMRE5wF9yLleahXi46NQddGaujI7LQG91KGV\nViSSBzKevHZv3gtng1rprPOJs42YVjgYXx+/gtzhiRgyQIuJo+y/vBVmJomrOs5dvoZnV+2DRq3E\nouIsMVCSs7u/3MNM/uBpWyE3CSHdUGK7PW3CyJv7st3VXbkggb7Ml257/ofvHIE9ZZ6nC47kttQT\nngZ5E5SUf49TF38AAIxM64fpY5w/vpdGhQeKMrCpxBqvYv70DPRykyGku59XqH+moT75QkS+56o9\ndDXR7M14c+Y463a/A+W1WDw7VzYunDBmOHf5GtZsPYkp+akOfbur9qvkaA2On230yXiA7AWst1i7\ndi22bt2KuLg4AMDKlSvxwgsvYMSIEdiwYQPWrl2LFStWBKo4YaXpRgfqmtrs9tU23ehwGZU8GLm6\nkxnuAr2neH95Le6ZNAzfN7birtvTsGXveRw9XY+l8/IcnpucEAt9azve3GTNfFCQnmQXKEnu7i/3\nMJM/eXO92A5onllUgLw0635TZ3UUAN7ZViEGO/7L9gpkLp3k8jyN+nbU/nAD+47V3nKdl5brg7+f\nxtgRKXbBvmwHc3IrQ/ilUJ6nQd4EV6/9iO+bbtj1rVev/YgBfXrJPr4TwNZ958VtH9v2n8ekPNcT\nI0Dk9n2sm0Qk5Un/ZdvvNTS3OR1vyk2EZA7qjQGzsgFkAwD+71sHxP7+f788BVPnCHFb5oxxOoyx\nyQomPb5cefQGE746Vmu38pFjYN8J2DuYlpaGN954A7/61a8AAK+++iqSk633v0wmE6Kjby0wXySz\nAA77aieNCb3gnEBkpzvzVYPmbuZZo1Zi8phUbNl7DoUjUrBl73k2rhRyPKmj0kmA1zeWua3fCsDu\n7sqMcTq7kEHS1Rty+2eNJhepJ7rB3GnN1lOYnYIFRRniF23ptX5n8s0gZryGb53ZbHHoW6e6CXzt\n7bYPInJkNHbgypVaXL8eh+bmG04fN2hQKjSaqACWjALBVf/lMMYd6TqLjdxEiPD/VoPJrr9/6M5s\nrN1y0q7NnzM1HUdQ53F5MmXSqAeSt2mmQ03AAiHMmjULKtXNJZPCpEVpaSnef/99/PznPw9UUcKO\nRuZTlPsdhT/bL2rmTgve/vSEGIdi6bw8qFUKFNjMHls83AYvpJBSqxSoON+I+UUZUKsUYkYTua0t\nwvmk2UeIgoGzOmo7EWzutGDP0Rpxb2tpdSOWr9qH5av2YfeRGofrbc/RGhRkJd9SnZeW6+E7R6Di\nfCMsFgsmjOwvTlrIXesNTvboklWSNhqP3DXC7r11tfxYITPvIPc7QXfbPaFeLV65E6XVjZ68FKKw\nduVKLZ579TMs+eMuPP//Dsr+99yrn+HKldqeLioFkFy/B8BtuyusvpCS9vdnurbc2/q+oVUc/0qP\nL1ceBYCp+alOn+NPtmOUcO1LevSbxOeff463334ba9asQUJCgkfPSU6+9bQ4PXl8f5zj6rUfUTxh\nCHYdvgQAmDl+CBRKhV9fSzh8DoES0PdK5ouLNj4ayQmxuDNZi8KR/aFv6xD39ZdXN9jltF62sADD\ndfbXYkNzG97cdBxKpQJzpqajpk6Pzw5cENNJTRg1wBokVEI4HwDZv9sev6G5LSzqVLjUW1++Dl8d\ny9vjNDS3QRuvsksRKq3fsnXUyTUEwHH1xr9OdXjsghkZWDJ/tMs6LyV9bdJyTSscbF9GJ+WUO1Z3\nhVpd9rS8C2ZqUTjCuix4eKrrO2NNN9od+tboKJXLc3na7gnkljmveb7Yq/rjjXBoB0OtbroSDu+V\ncI7r1+M8enxCQpzbcl2/HoeouETE9HZ9N92TY3kiHD6HQOnRPsZJv3fnxGFetbvOjnfiXCOWzs/D\n210rKJYtLEBeujX+4kOzsh2PL1Oe+PhoTNclYNTwRNw3eRi0sVFuyyTcdJB7nKfvk7u+JBjHdd3R\nYxMXW7ZswcaNG7Fu3Tr06dPH4+f5cwtBIPLc+uMcvaM1SE6IFfdoJSfEone0xm+vxd/vU6A+h0Dx\n12vRG0yye6Jt9/M9PicXMJntyqCNUmHx3Fy8s/UkLBYLRg5JwH0Th1r/FqN2LG9XoFejqRNffvMd\n5hdlQAFrA/+L+0Y5HF+Os78HKoBnqF7b0uMHiq9eh6/eE2+PY1uvnpo/GiuXTAQAjBye5PQ4tr+3\nvYYeu28U6ppaoVEroVErYe64eb0pOi0O+2eTuq5JT8vr7rXZ/k36OOm5fbXNzpd1OVD11pvyaqNU\nHj0nMS4aKTZ9a0pCLBLjot0+T0xn60G8CrkU1vrWdrfP7c5yYG8+1+4uN+b4wDvh8F4J53C1pcNW\nc/MNt+Xy5bHcYZ31Tk/3Mc76Pbl215N2TBgPA8Av7huFwgxJitbWdrtjuOqHn5w3Wnw8TGZrX+Nm\nPOBqHNydNtvud119ia/7dF/Vge4I+MSFQqFAZ2cnVq5ciUGDBuHpp58GAEyYMAHLli0LdHHCghnA\nx7vOIDfdWtk/2X0G47Ol8fMpnLhq6Aozk/DLRQXYe6wW735WCbVylN3fS6sb8e5nlSjITkF2WgKU\nCoXLRj05IRZL5+XhL9srMGn0IHy8qxp5GUlYOm80cod6tlJKDgN4kj9I69Vbm4+jIDsFpafr7YJz\nulKYmYRnFxXg++Y2rPviFADgn+/Jwb/My8Nft1egzWDCsoUFiI9R92ggTAbh9C+9wYQPdtwM5llW\nVY9x2cku3+tjZ5vwTVeK3dtzBiA/w3W2tO5kFfH3hC8zQlEosHSaUVvrOuOS0WgEAGg0GqePEeJo\nMF5GaJDr9+TaLE/aMdvxcNFYHUak9haPqzeYUHmpBW98XA6jqdPpMYTyKACcqWnB8lX7XJ7Tli/H\nwZGSUSygr2jw4MFYv349AODbb78N5KnDWsuNDodgci03OsKywpL7hk5vMOG19WWyf7d97uHKOpRV\n1aMwOwXDUns7rS8NzW3I1PXFi4tvwwtrDmJyfir2HKlB6el6LJ6biwmcJKMgZ7EA5k6LR8E5Aes1\nVNIVFVypVGBa4eCbd2TmjELu0H4YpksQ7zr4oq3t7h1utvP+02owyv7O2XveajDh1KVmuywkGYP7\nIN7NZ1SYmYSVSyYiOlotrgZxxt8TvpxQplDR0daCVze0ICrO+eRFa8NZRMUmICrO9QRix40mvLL8\nXqSlDfN1MckPbNsjuS0SK5dMxOrNJ6BUKjAmMxmHTtUhS9fXri2WGw8LbZ3tpEfROB32ll522RZK\nx9dCOQLddkbCzQyGcAwHCsdgcmAwc/KB0upGLF65E8tX7cO52uvIz0rGHpu69s7Wk7LL0zzBAJ7k\nD9J6VTRWh/Lqhm4fb0ymfZ3/n20V8DCmrcciIaBWKIpSK+0CrBWN1SFK7XzYZDCaHfpig9H9dpHS\n6kY8v/prLP/vr/j5E3lBiIPh7D9NrwS3j4np3d/txAaFHo1aiWmFg1FWVY+jp+tRKRN4U4404GbJ\n0RqMyfTPDTp/jIOdBSINF5y4CAO9NI53aOR+R+HBXUPn6u/aGDWemJtrNxC/LWeAbCMnbbzf2XoS\nRV1BAn1FmB1e83wxlyOTzwj16pVlUzBySAIsFgvUKgWWLSzwqEPXxqhxe84AzBing9LPk8C2d4ts\nMwG5ozeYuj1pSJ5JjI/G4JR4FGanoDA7BYNT4pEY7zwLSbRMvyv3O1vOMkE54+8JX04oE1EoEbYz\n22a6S9JG4+kFY1zeaFPAGt9CeJ6r8YFS4X7rRXfbTtvxCsfB7rE3CgMxGhVmjtfZbRWJ4cRFWBMa\nOrngnLZ/B+yXix0724QL31/HuJH9oUvRIlPXBwO8iMA8sF8snpibi7Vdy+ZvZVBruzTeV0EFiQRC\nvczPSBSvheE22zvcyc9IRMbgPrjRbsSYzCT8dXslAGudVwDdTj3qixzrjEEQOAmxURiTZb3bpo1y\n/ZlpY9T4p7tHYt2X1rgoj9410i9f+v29HDgSlhsTUfiQi+2WqXMez6q0uhHvbKtAfnYy/r+Hx2JA\nv1hxfCCNFfH4nFzkpCW43fInlMPV2ByQHwO42qqtN5jYDtvgOxEGTJ1mpPSLRaEQ+bxfLEydZvDj\nDW/uvvBLGzq9wYRvKq+K+/bjY6Pwn+uOApD/8iMX6Cc+Rg2NSilG2Vcqunc7WvrF684wShVGwae7\nnX58jBpnalqw7ovTKMhOwbT8VJiMnXjWi+BbtpxNONimJC4aq3O50y8Y9tFGilaDCSe++8HupsDQ\nQb2dDmBvGExo6zCJ7WNbhwk3DCbEeXCXztuAav7+vFmfiChUyMV2e3XZFNm2VW8w4Z1tFWK8tsMV\ndVg8N9cuVfqtTN66Gpt7c9OBNyjkcatIGND/aMaWvecwuL8Wg/trsfWrc9D/6H5fLUUu6b59Z8uT\nCzOTsOb5YnEJm95gwpubjuNwZR0OV9bhrc3HvV6uLrc0urt3r4MNl++HD73BhEZ9O97ZVgFDhxmH\nK+vw3xvKcKDie6+3dQjHc7YlYN+xWuRnpSA/KwX7y2t9HkODusfbmBXXDUZ8vKtabB8/2V2N6zIB\nPqW6s2WObQ0RkXMWON+GkZeR5LCNRDoO9XWsCG+2Bbp7bCS3/5xSDwMatQK35Q7Elr3nAFjvCmnU\njM5J9oR9+33jo3FNyDPtgeSEWKdL3uim3UdqsGpDGQDOjoc62zsdM8bpUFJ6GUZTp1/OlZwQi8dn\nj/L4jnukpDwLBt7GrNCoHO8Fyf1Ojjdb5ngnjkKVJylMAXj0GCKBq35R2j9qY9SYlp8qZn8KNZHe\n/nO0EwbiojXiXSEA2HO0BvdNHNqzhaKgJOzbbzeZUZidIqZ49GZ5sidfmlzt45c7RqjHuNAbTFi1\nQT4FLfWM7saSkG7F2HO0BoXZKSitqseS+/OgVChQVmUd8HgzaeDq2vF2WSpjEASGt5NESdpoPHLX\nCLy/4zQA4OE7RyBJ6zyYpy29wQR4sPKMW4UolHmSwhSwpjGNT84IUKkoHHjTL+YM6YvFc3PtxsD+\nHod60584eyzbf05cEEWc+Bg14qFGYnYyRnbjy4+7zsHZbLDtF0l+8SJ/kquDnn4xlLOgKAMPz8oW\n66q74FvOuKr33dlHS/7nSbA1W9NGD0TWEGtQuIF9e3l0jki/g0aRRUhP6kp7a1OASkPhxJt+cUI3\nx8C3wtUYQHqzRdiqrW9tZ39vgzEuwoASwPyiDDEFz7zpGfxgySPu9vDpDSbZ+BPOnie3L6/VYEJp\ndSOWr9qH5av2obS60aNzhxJtjBrPLCpgCsEgIK2Df9legUNVDVi+ah8Wr9wp1j9n5FKaJWmjHSKA\nJ7vJxuNsD2o41XtyVFrdiN+sOYjfrDnotq4BwZcOlYgoUvgjjoW72BNy55QbIwPWraS2j1XAun1V\naP/dBfMOR+ztwsCPRjO27TuP/CxrJPPt+89j/IgUl5HMidzx1V1Ag9EcEUvbZozTYWj/eAC8Gx5M\n8tKTsHbLSa/q3y/A300AACAASURBVK2uCOId9PDhzWcZqGW8XLFGgWY0duDKlVqH31+/Hofm5hsA\nGJeCIpttX/HMogLkpTlPx2rLm37DgpvBvAFgf3ltxIUGYI8XJoymThw5VQcAUKsibf6NfK27A3C5\nfXmugtmFG36J6HnSOjg1PxVHuxGEq7ufJfegho9AfJbBmg6VyNaVK7V47tXPEBWX6PQxjEtBkUra\nV7y+scwv/b42Ru1VMO9wFFmvNkzFaFSYMU6HPUetueaLxuoQE0FfFim4yN0NZBYECiRpHWT9o0Do\nbl3zNo4GUU9wF5uCcSmIvOdtvxHpK+4i7xWHofgYNUYOSRBTXI4ckoD4CKzM5Du3+mVP+thIb2gp\n8GzrWSC/GHKiJHx057PsblvnTTpUIiIKHtK+YtnCAp8GvZc7X6SK3FceZvIzEpE+uA/v2JDP+PrL\nXiQ3tNTzAvnFkBN14aM77SA/cyKiyGLb7w/XJXg91mC/4RkmnwgjnkS6J/IG6xRR9zB7SPhgO0hE\nRO6w3/c/vrtERERERBSRLJ1mj7KiDBqUCo0mKgAlIiI5nLggIiIiIqKI1NHWglc3tCAqzvnkRceN\nJryy/F6kpQ0LYMmIyFaPbBUpLy/Ho48+Kv78j3/8A88991xPFCWs6A0mNDS39XQxKIzpDSboDaae\nLgYR9bBIagvYtxKFPyFrirP/XKWCJYqkPrEnBXzFxdq1a7F161bExcUBAF566SUcOHAAOTk5gS5K\nWCmtbsTqzdZotkvn5aEwM6mHS0ThhnWMiIDIagsi6bUSEZH3pP3EncnaHi5R+Ar4iou0tDS88cYb\nsFgsAIDCwkL87ne/E38m7+kNJqzefALmTgvMnRa8/ekJzvqRT7GOEREQWW1BJL1WIiLynlw/wRV6\n/hPwiYtZs2ZBpVKJP99zzz2BLgIRERERERERhYiQC86Z7OflN/4+vj/OkQzgmUUFeH1jGQBg2cIC\nDNcl+PQcDucMg88hUMLhvRquS/B7HQuH9ylc6q0vX4evjhVsx/HlsUKpTD3R33jCH9ce+9bgPEe4\ntLNA6LxX16/H+eQ4oS4hIa5b7ynrrP+O48tjdeuzhWM/4cv02eH8fndHyE1cNDTo/Xbs5GStX4/v\nz3PkpfXFK8umQBsfDZjMIf0+BepzCJRweK8aGvRiHQOsuap9ed5wqVP+fg2B4qvX4av3JNiO48tj\nhWKZvGkLAlVv/XXtsW8NrnNwfOA5X75Xzc03fHKcUNfcfMPr95R11lEo9nuuSPtEILjep2B9v7uj\nR7KKAIBCobD7t+3P1D3aGLVPZ/mIpLQxarFRJqLIFUltAftWIiJyJZL6xJ7UI+/w4MGDsX79evHn\nCRMmYMKECT1RFCIiIiIiIiIKYj224oKIiIiIiIiIyB2uaSEiIiIiijBGYweuXKl1+7ja2ssBKA0R\nkWucuCAiIiIiijBXrtTiuVc/Q1RcosvHtTacRXxyRoBKRUQkjxMXREREREQRKCouETG9+7t8THtr\nU4BKQ0TkHGNcEBEREREREVHQ4sQFEREREREREQUtTlwQERERERERUdDixAURERERERERBS1OXBAR\nERERERFR0OLEBREREREREREFLU5cEBEREREREVHQ4sQFEREREREREQUtTlwQERERERERUdDixAUR\nERERERERBS1OXBARERERERFR0OLEBREREREREREFLXVPF4CIiIiIiChYWTrNqK297PZxgwalQqOJ\nCkCJiCJPQCcuysvL8ac//Qnr1q3DxYsXsWLFCiiVSmRmZuK3v/0tFApFIItDRERERETkUkdbC17d\n0IKoOOeTFx03mvDK8nuRljYsgCUjihwB2yqydu1a/PrXv4bRaAQA/OEPf8Dy5cvx/vvvw2KxYNeu\nXYEqChERERERkcei4hIR07u/0/+i4hJ7uohEYS1gKy7S0tLwxhtv4Fe/+hUAoLKyEuPHjwcATJ06\nFQcOHEBxcXGgikNEREREFJb2HfgWb75fApXa+baFNv0PgFoXwFIREXVfwCYuZs2ahcuXby6vslgs\n4r9jY2Oh1+sDVRQiIiIiorDV9qMB19VpUGl6OX2MQR2HjhtNbo9l/LEZ7nZz++oxoXw+T95LIuo+\nhcV2BsHPLl++jOeeew4bNmzAtGnTsHfvXgDAzp078c033+CFF14IVFGIiIiIiIiIKAT0WDrUkSNH\n4tChQwCAr776CuPGjeupohARERERERFRkAp4OlQhc8iKFSvwwgsvwGg0Ij09HXfddVegi0JERERE\nREREQS6gW0WIiIiIiIiIiLzRY1tFiIiIiIiIiIjc4cQFEREREREREQUtTlwQERERERERUdDixAUR\nERERERERBS1OXBARERERERFR0OLEBREREREREREFLU5cEBEREREREVHQ4sQFEREREREREQUtTlwQ\nERERERERUdDixAURERERERERBS1OXBARERERERFR0OLEBREREREREREFLU5cEBEREREREVHQ4sQF\nEREREREREQUtv09cNDU1Ydq0abhw4YLd7999913cd999ePTRR/Hoo486/J2IiIiIiIiISO3PgxuN\nRvzmN79Br169HP5WUVGBl19+GTk5Of4sAhERERERERGFML+uuHj55Zfx0EMPITk52eFvFRUVePvt\nt/Gzn/0Ma9as8WcxiIiIiIiIiChE+W3iYtOmTejXrx8mT54MALBYLHZ/v/fee/Hiiy/ib3/7G44e\nPYqSkhJ/FYWIiIiIiIiIQpTCIp1R8JFHHnkECoUCAHD69GkMGzYMq1evRmJiIgCgtbUV8fHxAIAP\nPvgALS0tePLJJ10e02KxiMckCgWssxRqWGcp1LDOUihivaVQwzpLPc1vMS7ee+898d+PPvooXnzx\nRXHSQq/XY/bs2fj888/Rq1cvHDx4EAsWLHB7TIVCgYYGvb+KjORkrV+PH4hz8DV4fo5AYJ0NjnOE\ny2sIBF/WWV+9J8F2HF8eKxLK5G/+bmeB8GlD+Bo8O0cgcHzQ88cPxDlYZx1FQr8XTGUK1tfWHX4N\nzmnLYrFg+/btaGtrw8KFC/Hss8/in/7pnxAVFYWJEydi6tSpgSoKEREREREREYWIgExcrFu3DgAw\nfPhw8Xdz587F3LlzA3F6IiIiIiIiIgpRfs0qQkRERERERER0KzhxQURERERERERBixMXRERERERE\nRBS0OHFBREREREREREGLExdEREREREREFLQ4cUFEREREREREQYsTF0REREREREQUtDhxQURERERE\nRERBixMXRERERERERBS0OHFBREREREREREGLExdEREREREREFLT8PnHR1NSEadOm4cKFC3a/3717\nNxYsWIAHH3wQH330kb+LQUREREREREQhSO3PgxuNRvzmN79Br169HH7/xz/+EZ988gliYmLw0EMP\nYcaMGUhMTPRncYiIiIiIiIgoxPh1xcXLL7+Mhx56CMnJyXa/P3fuHIYMGQKtVguNRoOxY8fi8OHD\n/iwKEREREREREYUgv01cbNq0Cf369cPkyZMBABaLRfxba2srtFqt+HNcXBz0er2/ikJERERERERE\nIUphsZ1R8KFHHnkECoUCAHD69GkMGzYMq1evRmJiIqqqqvDKK69gzZo1AIA//OEPGDt2LGbNmuWP\nohARERERERFRiPJbjIv33ntP/Pejjz6KF198UYxhMXz4cFy8eBHXrl1Dr169cPjwYfziF7/w6LgN\nDf5bmZGcrPXr8QNxDr4Gz88RKOHwXoX6OcLlNQSKr16Hr96TYDuOL48VCWUKhFC/vgNxDr4Gz88R\nKOHwXvE19OzxhXMESjD2MSxTYI7jy2N1t876NTinLYvFgu3bt6Ot7f9n783Do6qyvf9vTalKUpWB\nJBVIUglkJCGBTGAEAiQioDJDB21ob18RLthiN96+V7F9W+Wqrf17bHxBlBfU1lYUUGZFEUhAuEwh\nA0PISBhCCEkKAlQlqaSG8/ujUocaTtWpqlRVKsn+PI+P4Qx773NqrbX32XvttTpQUFCAV199FUuX\nLoVOp8PChQshlUo91RRGFCoN0NbRp20gEAjOo1BpAAASkcfMGmEQ09rWAYVKQ+SN0CcQe0cgOAbR\nGQKh/+MR7f3qq68A6D0tDOTl5SEvL88T1bNSWivHJ7svAgBWzktDZkJoH7eIQCBYg2nwQXSY4CzO\nDGaJvBH6EiJ/BIJj9EZnyIQHgeA9uDWrSH9AodLgk90XodVR0OoobNpzkTZSBALBuyitlePl9cfx\n8vrjKK2VAyA6THAeJnlig8gboS8h8kcgOEZvdMaZPoJAILiPQT9x0aXW2nWMQCD0LWTATnAlRJ4I\n/REyZiEQPAPpIwgE72PQT1yIBDzkZ8vA53HA53GQlyWDSMDr62YRCAQ7kYj4WDkvjdbhFXPTiEsn\nwW0QeSP0JWTMQiA4BrHZBMLAYdBrrljER3J0MO4ruwAAydHBEBODRiB4HYbBx6Y9+n2qxoOPzIRQ\nfLAql76OQGDDljyxkZkQis1rpkKh7CLyRvAoZMxCIDiOM2OE3vQRBALBPRANBJAeH4K4qEBIxEJA\nQ1wuCQRvxdbggwwoCI7SmwmvsGA/0l8Q+gTDmAUgdo9AsBdndIUsihAI3gXRwh4kIj7Cgv3cnmuZ\nQCD0DjJ4ILgSIk+E/giRWwLBMxBdIxC8h0Ef44JAIBAIBAKBQCAQCASC90ImLggEAoFAIBAIBAKB\nQCB4LWTigkAgEAgEAoFAIBAIBILXQiYuCAQCgUAgEAgEAoFAIHgtZOKCQCAQCAQCgUAgEAgEgtfi\n1lC5Wq0Wr7/+Oq5duwYOh4O33noLCQkJ9PkvvvgC33//PYKDgwEAa9euxYgRI9zZpAGNQqUB2jr6\nuhkEQp+gUGkAkAjgBM9DZG9gQ/pWAsE5iG0kEAiuxK2WpKioCFwuF99++y3Onj2LdevW4eOPP6bP\nV1RU4O9//ztSUlLc2YxBQWmtHJ/svggAWDkvDZkJoX3cIgLBMXozwCHyT+grXCF7ZHDvvRDbQiA4\nB9EdAoHgaty6VWTq1KlYu3YtAKCxsRGBgYEm5ysqKrBp0yb89re/xebNm93ZlAGNQqXBJ7svQquj\noNVR2LTnIj0QJhD6A4XnGvDy+uN4ef1xlNbKHbqXyD+hr3CF7PVG9gnuhdgWAsE5iO4QCAR34PYY\nFzweD6+88grefvttzJw50+TcU089hbVr1+LLL79ESUkJjh496u7mDEi61Fq7jhEI3ohCpcH67WVk\ngEMYdBDZ925I30ogOAfRHQKB4A44FEVRnqhILpejoKAABw4cgEgkAgAolUqIxWIAwDfffIN79+7h\nhRde8ERzBhStbR349pdqFJU0AADysmR4ZloSwoL9+rhlBAI7rW0dWPbuYWh1elPE53Gwec1Uh+S3\n8FwDNuwoAwCsKshAfrbMLW0lEMzpjey5QvYJ7oP0rQSCcxDdIRAI7sCtG2r37t2L5uZmLF++HCKR\nCBwOBxwOBwCgUCgwa9YsHDhwAL6+vjh9+jQWLlzIWmZrq8ItbVWoNJCIhYDGvTPCYWEStzxDcnQw\n7iu76L+h0brtXbnrGTxVvqEOTzEQ3pW763hpUQb98bdibppD8qtQaTAiXIwPVuUC0McJML93ILyn\n/iizrnonnirHkVgThrLSYoJsyh4bvZF9a23qLa6UZU/Jrbt0z1N9qyfGIAPFDpLxgX309e/tCt1x\nxTOw2XUis47hjX0MaZNnynFlWc7KrFsnLqZNm4Y1a9ZgyZIl0Gg0+Mtf/oJDhw6ho6MDBQUFWL16\nNZ599ln4+Phg/PjxmDRpkjubY5WBEEAoPT4EUeFiCIV8SHx4fd0cwgDEnQEE87NlGB4udrj8gaC7\nBO/AXlky6EGY0bHe6ISzsk/wDOnxIYiLCnTrpEJ53R2cunwbAPBoylCkx4e4pR4CwVUw2UFzDLoD\n9J1tI2MEAmFg4VZL4uvriw8//NDq+Tlz5mDOnDnubAIrxgGEAGDTnov4YFVuvxtAEuNMcCeekC9H\ndW6g6C6h77FXloz14KVFGUiLCXJJ/URmvRuJiI+wYD+3rJoqVRpU3mhDaVULACBILER8VCDERCYI\nXoojdrAvbRsZIxAIAw+3B+ckuB8SvZngTlrbOoh8EQY95nZ2w44yogeEXqNSa1F4roGWq6KSBqhI\nEEOCl0LsIIFA6EsG/cSFRMTHynlp4PM44PM4WDE3jczGEghuRqHS9HqwIxHxsWxOqlXddUUdhMFB\nX/UDCpUGrW0d9N/W5JXI8sBFKLDc2sl0zNMQmSP0Ncb20Rmctevmsk90gUDwHsgXOoD2Lg0ykqT0\n3/0NiYiPJTNGYuvBKgDA4ukjyeQLwWWEBfth5bw0bNqjdw3t7UedM9tOmOJrlNbK8cWPl5GRJMXk\n9EikRAeZnDOuY7oHA1cR+ieZCaEmQTbNMQyCDXqwqiCDvs6Z+C8GGRXwuVg0NRFf/6y33+Y6QbYB\nDmwkIj6emZaEbYeqAQBPP55k98eV4X5XQ2SOYA1bdtCVuEoG2ew6W71cDgcbd13odTsIBIJrsMvj\norm5GQBQXFyMrVu3oqPD+RlQb0Ou6ML3hbWQhUsgC5dgZ1Et5Iquvm6WQyhUGmw/XIP0RCnSE6XY\ncaSGzA4TXIqh8/9gVW6vOm57tjWZr26U1srx8vrjeHn9cZTWygHo9fZMZTO0OgrFl5vx4faH7qpM\ndfRm1YYwOLDnQ9BYDwxpT8vr7uDrX6rx9S/VKK+7Y3ddBhlNjQvF1z9XMeoE2QY48JErunDg5FX8\nfuYo/H7mKPx06irrGITJJroKInMENpjsoCtxtQxKRHy7vDGZ6j1b3YyMJCkykqT47IcKogsEQh/D\nOv3417/+FVwuF4sXL8af//xnTJgwAadPn8aGDRs80T63o6V0eHLCCNQ33gcAPDF+BLSUro9b5Thq\njQ7nKvUTTHwep49bQxiIuMuLp0utpScWzFc7EmVBJsG1PvuhAponU7Bl7yUAQF62DMdKb4KiKLe0\njTA4sLa6xzSZYfw3CaxI6C1cLvDY2Gj8c38FAGB+Xjy4NpaUFCoNPt1fQXuJfvZDBRJWTiBelgSP\n0l/lzZYnR5daCwGfi4w4/bGaG3cxLMQf+36tB6DPAEVG1wRC38LqcXHx4kW88cYb+Pnnn7FgwQK8\n++67aGxs9ETbPAMF3L2vQmlVC0qrWnD3vgroZ99AEhEfqxaMwcL8eCzMj8eL88f0206FMDCwtqJh\nvud08fSR+OuW01j27mGcrW7Fp/srTFY7zIPUpcWFYsveS/Q1R0sakJEYZrJ9hWlfa1iwX58+N8Hz\n2PtbMK2ytas0uHzjHr7+pRqvfPy/Vle1nQ2saCyjFfVyLJkxknEfNonBNPDR6YD9x+vpVd0fTtRD\nZ2PthANgSmYUOByAwwEmZ0S59GOKyNzgw9hWekMf5i4ZZPPk8BXwMCs3FmXVLSirbsGsiXH46eQ1\nE/vezz4PCIQBB6sl0Ol00Ol0OHLkCN566y10dHRApVJ5om0eQUeBHngCQFFJA6ZkRvZxqxynrb0L\nu49eAQAsmTGyj1tDGMyw7U01uJl2qbX465bTUHXrP/Q+3XcJGUlSFF9uNrl+9dMZ2LjzPNQaHSal\nR6KkZ3XbwMK8eIRKhIx1AJ5bGSo814D128sAkL2wfU1v9kcL+FxcvHYXn+3Tr4DnZcusrmr3JrCi\nQUYlYiGg0SIzMQyApbz2hSwTPAeHA+SmR6LwXAOAnlVdlpkIrY6ivXzc4apPZG7wYG+sHU9jbh8d\nwdn4LzoAu4rq6O+B7YerGcckBAKh72D1uJg7dy4mTpyIiIgIjBkzBgsWLEBBQYEn2uYRxCKBXce8\nGbmiy2SP9NaDVf0uTgdhYGDv3lSJiA+hgAe1xnRpcXJ6pIU3xrptZfi3J1Pwj1W5SIkOsliJMZ+0\nMK7DU4NuhUqD9dvLyL5wL8DR/dHmq3t/WDAGn+2rMPHqSYsLRUOLkvVeR1cGJSI+7Q1kS149KcsE\nz+LD51l47fjwrU9+eSp9KpG5gY+9sXb6CmP7aC+24r84Y6+NxyTE+4hA6HtYNfDf//3f8eyzz4LH\n03ekW7duxZAhQ9zeME/BATDtkWgcOnsDAPD4uGiyh41A8ADm0clXzE1DSnSQhTeGgM9FaXULYiMC\nIBbxGVcD3RlhnzDwMZYpJhJjgrFx53m8x+B14erVaSLL/R/yGxIInsd4IgYANu25qPfaMNLDzIRQ\nvLtiPABYLHrYGpMYztuqm+0aAoHQe6xq2O9+9zurN3E4HPzrX/9yS4P6AooCHeiqP8b4C5UILdKh\nWluFJhDcCVPHb0+WBmN3UMP1ao0OAj4XkzOjUHSuASVVLbT7qnla1L5O3ScR8fHSogxs2KHfKkJW\nZvoOR2XQ+D5AnyUkP1uGohK96/7s3FjsKqqz8A5iure3eIMsE3qHo7+ho+nMRQIeHhsrM9laIrJz\nexKBYIyxrTTE2jHI4UDtw+zdygo8tOts74HYbQLBc1jVxhdffNHk35yeTZcDLXq/Sq3FobM36Bla\nPo+D/KyofhcVfvLoYRg1YgiEQj4kPmQQQ+g7HF2BNriDtrYqTI6tnJeGs5XNKDKKQWO+gmLPCoun\nyM+WYXi4mG4/oe9w1gtCodJg464L4HI5SE+UgssBmu60o1utdftA3ptkmeAczvyGxunMAWDHkRpk\nJoZZvUcs4mOkLBj3eraDjpQF97vxCsF7MLeV1mLt9AfYJq2t6WcYQzn2Quw2geBZrGrWI488Qv99\n7NgxnDp1ChqNBjk5OZg6dapdhWu1Wrz++uu4du0aOBwO3nrrLSQkJNDnCwsL8fHHH4PP52PBggX4\nzW9+04tHIQgFPEj8fBwOZEQgOAqbW6QrOu3MhFBED5VYBOP0ZshgxXvozW9hSC/N53Hw7orxePqx\nRJf9tsSleGBjnE6xop45G405jqYzT48PQVxUIAAiR4TeY57u2ZBZpD/KFgksSyAMbFi1esuWLfjl\nl18wa9Ys6HQ6bNq0CbW1tVi5ciVr4UVFReByufj2229x9uxZrFu3Dh9//DEAQK1W47333sPOnTsh\nEonwzDPPID8/HyEhIb1/KgcIlQjx3KxRaFPoM6UES0T9cpsFcVUjeApnZc3aB5tCpYGi8R44Ogpi\nER9KlYYONucr4NlcQXF2WwCBYI5CpUG3Rovlc1KxZd8lALAZ/NVaGYA+dhIF0xgsHAA1Dfdo3Vk2\nJxUpMcH0ah+R5f6PRMQ3ycywZIbtbR+Ge/4wfzROX74NAMhJGeqW312u6IKiW0s8Mgk28caxJNPY\nwdYEsPkxw5hCKODhD/NH4+PdFwA8tLGtbR0mEzWOTC4Tu00geBZW7dq3bx++++47iEQiAMCiRYsw\nb948uyYupk6diry8PABAY2MjAgMD6XNXrlxBdHQ0JBIJACArKwvFxcWYMWOGUw/SG9pVGjqV6KLH\nkzxef28hrmoET+GsrFkbDBkfz8+WIWZYALrVWlReu4uLdXLkpkdiVMwQmysoZIWF0FuM5fDxcdFY\nvSgDUVKxTXkyH+yay/Lx8kasmJMGvoCLY+WN4HE5KL7cTOuOIf3vxDGRSIsJAkBk2VO4y+tFodLQ\nmRkAYOvBKpvbPgzcVXbRnmWJ0cGs9Tj6cXnsQpPJZMrk0cNY6yAMPrxxLFl4rgGf7DyPtPhQTE6P\nREp0kEPyX153B5U32uiYMMvnpOJvK8fDh8+DRMQ3KesP80dDR1EOT9wQu00geA7WdKgURUEofLji\nJBQKIRDYny6Ux+PhlVdewdtvv42ZM2fSx5VKJT1pAQD+/v5QKBRMRbiVG/IObD9UTaeA2nG4Gjfk\nHR5vB4EwUFGoNPh0fwUykqTITglHSXUL5IouKM3SVp4434j2zm5s/bkKpVUtmJgeiRPnG3Gyogld\nLOn+SOo+grOYp089XHwDx8obrV6rUGlQXncHy949TKfcMy+jqKQBYxLDcL1VgXXbylBa1YJ4WZBF\neRQFbNhRZpJ2UKlSQ6lS29Xuvk5X2B+xlS7RGgqVBq1t7hkXNN3rxLe/PByDbDtUjaZ7nTbbYrCn\nGUlSfPZDhU05cDZdOpEvQl+jUGnwyc7zmJgeidKqFqzbVobTVS34dH+FzbStBtlVqjQ4dfk2nT6Y\ny+WgpLoFN+XtaGxVWoxBTl++7VAqbWPIGIRA8AysWpaTk4OXXnoJ8+bNA0VR2LNnj0n8C3t4//33\nIZfLUVBQgAMHDkAkEkEikaC9vZ2+pr293cQjwxphYRLWaxyh4a7lYITDdX09xri87LYOzM+Lx+6j\ndQCAeVPiIRELHc5/7QjufD+eKN+TDIR3ZagjDDDJnrGqIAOxMtsrhNXnG5GbHonj5fr/F55rwNnL\nzXj2yRQI+Fxou/WTEmlxodhxuJZe7Tla0oDMnmw/3xXVobSqBS8tykB+tqxXz+BOBorcuvI5XFWW\n28qx8kFqbkMLzzVg/Xa93Odny8DlcqDW6PSrkn+cZHF/ZJgYe49doeV5Z2EtZk+Kxf7j9QCAKVky\nHCu9aVLX9kPV+PaXagDAM9OSrHoAGrfFXCe87X17Cnva29rWYbGivHnNVJt9pa13bUFbh0lGmrws\nGWtfLFdaTiII+Fzrz9PWQdtRQC+LtupQdFtO+gqFfJvvy6FnZmAg9HmewpvelTP9u6N1OERbB9Li\nQ00CdH/eM2lXfLmZvsxY/o1ld+X8NPgI9Ouz5hnK8rNlUKo0JmMQJlw1liYy675yXFnWQG6TNz6b\nM7BOXLz22mv49ttvsWfPHlAUhZycHCxatMiuwvfu3Yvm5mYsX74cIpEIHA6Hzk4SGxuL69ev4/79\n+/D19UVxcTGWLl3KWqZx5gFXwOXCYqDB5bq+HgNhYRKXly1XdOHnU9cwe1IcAODg6WsYO1LqtiCd\n7ngGT5ZvqMNTDIR3ZVxHWoxpXnNb9StUGhwrvYnymlY8OWEEGpoV9AffVz9dxtPTkrCt50MtMSbY\nIhBnYkwwLHJi3wAAIABJREFU5G2dONIzcNmwowzDw2278NvzDO7AE3rhKVz1HK56J64oR6HSmKTd\nNcZ4j3JelgzJ0cGARkvXqVBpsH57GT14LippQHqilA6oyNFRFmU0tSpN6lBrdJD4++BvK8ajua0T\nG3eeB0VRWFWQAWi0uFDbQq+8A8C2Q9VIHh6MYUG+Fs9h3BZjnfCm921cliewp71Mq6cKZZfVvtLW\nu7Z2/elLTXRffPjsdcwcP9xmX8zjAgVTE/DdkVoAwG8eSwDPxhhEruiiV5ABvSw+PlZmtQ6JD88y\n3aoPz2r5jj6zOWR84Bje8K6Mt0450r87Uoez5GXJUGo2LpicHomyav2xFXPTaFttLrubdl/Efy3J\ngp9QgPvKLpMJkKKSBtxXduGF+aOx/rtyAEBwgMgk1bBx2b2ByKwlru5jSJs8U44ry3JWZll7Ii6X\ni9mzZyMvL49OhdrS0oKIiAjWwqdNm4Y1a9ZgyZIl0Gg0+Mtf/oJDhw6ho6MDBQUFePXVV7F06VLo\ndDosXLgQUqnUqYfoDTotcLy8kU5FduJ8IyaOYX82b0Ik4GHC6Ag0NOsFaXxaBMnrTnArDk0ccIDc\n9EjsPaaPI5OXrV9ppigK9Y33MG9yHIIDRJAGizDtkWgcOnsDAFDwWALUGh2Olt6EWqMzLo5kZiCw\nYiwjbHuiDXuUu9RaiAQ8u9JLcjn6DBAr5qZBLOKb7HPu7vmITE8IowN9zs6NxZ6jdcha9ihSooPw\n3soJAIBYWbDbB7UEPc4E0nMkS4hExMf8KfEOBefUaoFfSxvx8jOZAIBvDlYhI8E8QWPvIOnSCdZg\nso1s6XsBz/W9uemReKDswqdGAZNTooPsjikRLBbieHkjnpwwwmJhJHqoBMNC/ZCRJAVF6b01DJmk\nhAIeGV8QCF4Iq1Zu2rQJmzdvRlCQ6f7cwsJC1sJ9fX3x4YcfWj2fl5dHB+/sK2Qhfpifl4Adh/Wr\nvgVTkyALcd8WC3eh1VH0rLSzrvQEgqswzq6QlxmFv39VYrEFZFRcCO4rurCrJzDuynlpiIsIgjxJ\nn+FH6MPHzqJa5KZH0h5RL8wbbZKZwVuinhO8C+PB+LI5qfjix8s2A84Z5NWQQcR8cM70wZuZHA6F\nsssiy42hbgGfi2emJSGjZ7tTh0qD3z+RYnUwPCzIF888noRtPX3R048nIUAksEhLyPbxTSb1bONI\nID2JiI9Fjyfh658qAQBLnkhm/ahzNDhnqESI/LHRKOrZNpSXHW0zk02oRIglTyRj68/6Ni2ekWxX\n5ptQidCulTKSJWHw4GgwTkeCYtprh+y5blxSGJLNdNaazTP3fLtxW4nnZ43CZz9UWHhX/3DiKoYG\n+2FSeiT+b8/2kmWz0iAkC38EgtfC2ht99913OHz4MIYMGeKJ9ngcuaILu4pqaY+L3UdrkR4f0q9S\noqrUWkbXUXtWDQkEV2OeXUHR0W1xzdhRQ6Fo78beX+tNBk3Ge1fLqlvw7orxEAl4enfrHl5ef9yr\nop4TvAvzwbghe4fxnmhjzAfjXA4HG3ddoP9tGJybf/CGBftZuOcb150RF4p/Haik28HncfBEToxF\nnS8tyqCziuRnRCB5hH5PeeudTvxp/XGLdjC1xYDJ/m4yqWcVe+2FQqXB1z89/A23/lzJuiLtKHeU\nXbh9p51eeAgSC3FH2YUQsfUxCJfLoSfEuFyOy9pigGRJIJhjbZKDyTfI3gkORyZC7J1MSZQF0R4U\nR0tvoqikAaufzsB7Kyf0LKREYvev9bQnpyHOzQercumU1S9bsbsEAqHvYc0qEhERgYCAAE+0pU/o\n7NZCrdHhXGUzzlU2Q63RodNGoB5vRKPV2XWsP+DO6O2Djb6ICs+UXYGCfgKDz+OAz+NgVm4sSqqa\nUXntLmt5wh63fRKxe3DhatmdnB5Jy5/xCrK5vG7acxGnLt+2GlWeSQ6VKg2dJYct+w1TneZZRYYF\n+UIsEmDDzvM2o9ubt8V4f7ejEfEJzDD9nrZ+Yw706XTHpYRjXEo4po6NBtu0QrdGRy88GGxmt8Z6\n/y1XdOFfP15G8eVmFF9uxlcHLtudJcSRvpXY3IGPwUOByTY6C5NNZYwtY+d15vcoe/oGw3/mZajU\nWpRWtdDjeQA4VqbPEiUW8eEvEqC0qsVk+6nhXVCASXmf/VCBpnudDtlRko2HQHAvrBYqJiYGv/3t\nb5GTkwMfHx/6+IsvvujWhnkKHz7HJBhPfrYMPnzXr2C4EwGfa/EMAj7rnJTX4WhueoJ1vOldarX6\nVKf/tTgLwRIhdv16BaCAi3Vy5GXLcLTHdfN3TySjSd4OPk+vf/nZMly5eR/p8SF0WcSNeeDTW9ll\nkhHDnmhrwTmdpbzuDipvtOF4eSPysqLQpujCM9OTsLOwFhX1cpOgiAZZJYPa/oNIwLNwL2eLH6Wj\nKHov/WNj2bdtikWW6eWZjvUGb+oPCN6Fvd41fd33ltbK8en+CpOMOqufzrC4TiTgYdmcVDomxpQs\nGf73fCMAfYYmpucIC/ZDfUMbutRaOsuIgM/FxDGR+Ovm0wDs0xuiZwSC++G9+eabb9q6oKKiAjEx\nMeDz9QaKoihwOByMGzfOE+2zoIPB7bw3KLvVaFdp4CPgYVioP6KHShA2RASx0LUDBwP+/kKXP4Of\nj34wnNmT1z1QLERiJHtqWWdxxzMoVBq882UxtDoKFAWU1rRgSpYMQjdNwPj7e24rkKvflTFMv4Wr\n36Ujv7eQz0WUVILSmhZwuRzkZclQUtWMCWMi8d2RGjzxSAz8hQIIhDykxoWg+W47IkPFmJ4zHLuP\n1cFPxMfYlKEI8PeBqluLfcfrLdo+LMQPU7JkmP5IDIaHi13+DM7i7jr6o8w6+k6syW5woK/VchQq\nDbo1OlYZEfK5CAsRm5RjLq8r5qYhWipBSfXDfw8PFzPW0dGtxe5fr+DkhSZkjpRCwOfhf8/fwqUr\nd/DUxBFIHjEEjyaHY9ojMRbtMK5zVUEGZKGmcZWY2sUm60I+FyOignGu8rbd91jDlbLsKbl1h+75\n8LmgdECEVIyRw4cgflggZFJ/q9c/6FRjy94KWn6v336AyZlR8BNa/8DTaHTw9/dB9fU2cLkczM+L\nx3CpBD5W7DVFAX5+Pqi5ob9+3pR4xA8LsHp9X/Stnu7z3FGHp/CGdyXkc03kgcneAcx21bwOc9v1\nwrzRGBIgsijPXhvn7y9E890OvPNlMcYkhOHUxSZalstqWvDcrFEor22ly4gJFyMy1B9xsmB093hT\nL505yqRs8+c4U9mCtZ+fwZFzDfjttCTU3GjDmIQwnLzQZLfe2NIzIrOWuLqPIW3yTDmuLMtZmWWd\nLl21ahXa29vR0NCAxMREdHZ2wt/fesfd31CrgZ2FdUjtiRq+q6gOibKxfdwqx+lWa00imRMIfYVx\nhoZdv17BqNhQOosIBSA2MgAV1+/SqyazJ8VCJOAjOzkcR4obcK6yBY+NlSFQLASloxhdrYmXBQGw\nvcJlr4wwrTga/5ttFU3A5yItLhT/3F9B7//ef7wecyfHgbKjTmtZRZyJM5CfLaMH6ERHXINGp8Nu\nowDCrqZTrcW+X+vpOFv7j9cjO0kKfyu/nw7AkeIb+P3MUQD0cbkmpg1zebsIgxM2e2ePXTHYLraY\nEfbauC61FpkjpRbxXNQaHVJigum6KIAOZpwSHQRpsC8W5sUzxqwz3i5onEJ168EqvLUsB6U1rRZZ\nSAgEQt/DOuV+6tQpzJ07Fy+88ALkcjkee+wxHD9+3BNt8wjB/j7I7ckJXVbdgoljIhHs78N+oxch\nV3TRkcy1OgpbD1bZtefVm3DHXsvBije8S4mIj1CJENmJUpTXtICiKLodxsFktToK+4/XQ+DDxZHi\nh8cKzzXgWtMDlFS1oKbhnkfbTug7HJFdZ/ZI26rXPHOHYVuHtTrCgv0wYdQwzMqNxfnaVosyY4cF\n0IP2l9cfR2mtaSpNe2IIOBNngMQmcB2Oyphha4lBfu3ZWiIU8CzibNnKaiAR8TFrYiz+ub8C/9xf\ngZkTYu1y8Sd9K4ENV9tU85gR9sTqMafwXAPWfHISpVUtCPT3wePjok1k2RADy9zWltfdwZpPTurv\nrbWdxtgcsUiAyCH+JrrMpjdEzwgEz8CqVR988AG2bt2K5cuXQyqV4quvvsLLL7+M3NxcT7TP7ShV\naouMHHmZkSQjRx9gmH139T70wYinosKzpTIzbgen53qmQXnDbcsVZ4oCPdghmUMGD96U0cBacEZD\nu0ZEBmDDzvP6bVFG8VqWzU5FZJiYZMAZZKjUWhwvb6S9J06cb2TN8MUBLOJo2Iqy5UzKVdK3Evoj\n5t4QhecasHZZDvKzoiAU8BiDLAMPM5TZY3s5AFbOT8Om3aaxO9LjQxAfFYjHx8pM6rKFN/VdBMJA\nhdXjQqfTQSqV0v9OSEgAh9O/glfagsmV15p7r7diyOtumOm1N6+7N0KnGST0GnevvJbWyq2uJhvQ\nZ1tQo1GuxH9//L94ef1xXLl5H8vnpJqsSh48cw2zJ8WaHGNaxSYMDuz1RmBa4WKL6u5I1Hd7V9DV\nGh2Old5EZpIU764Yj7FJTEkCCf0NR1dRRQIectMjUV7TgvIavQcnm8cFBeD0pSbMnhSH2ZPicKai\nqd+NQQgDA1d7DbiiPAGfi+zkcGQnh0PA52Lfiav4rqgODS1Kp9tloLRWjtXrj+PTfRX406IMfLAq\n12Qri7jHc9SRNhOPNwLBvbBq17Bhw1BYWAgAePDgAbZu3YqIiAi3N8xT+Ppw8fS0RNTe0LujJ0QH\nwden/2XkCPbzwZzJcfTf/RWFSgOQdKgOw+b54I76mHK6Gz4cuQBK6+S4VH8HAJAgC8LcyXG42vQA\nWw9V4c+/zcR/PpOFX8tv4sT5RkwcE4mYMAm9WnHl5n0UlTQQl8tBir3ybL7CxbY/u/BcA9ZvLzM5\nz1SX8bHk6GDcV+q33iVHB5usnndrtPRqOUVRCBQLweXq7+cAWD4nFVt6otvnZclQfeMeRkYHEY++\nfoQPj4t/nzWK/psNHpeDzCQp/TcbXAAzHh2OXUV1AID5efE2V5QkIj5WLRiDm3f0H25RIWJWPSHZ\nDgj24qjXQGtbBx1XwhXlGSMR8bEwPwHf/lINACiYmoAHym78fPo6SqtasHT2KOSMlEIi4uMP80fj\n9OXbAICclKEAgLLqFviJ+PjDgjFQqtTgAnTsGJNtMd1afLi9jG4ngUDwXlityFtvvYV33nkHTU1N\nmDp1KnJycrB27VpPtM0jqLq1aG3rpIPwBEmEUHVrgX606K9UaUyCHeZnyxAbGdDvBsdkcOUc3vTe\nDG1ZkB+PtgddKDXolViIpJhg3JIrMe2RGLz+//Qpxp59Mhnzp8QhJMjPxIU5PT6EuFwOUhyVZ1vu\nwsbuweZux5/9UAHNkynYsveSSV1M9cdFBZrUZYCiYLI14ExFE6LCxPjXT5UAgHlT4pCdHA6NlsLR\n0psoKmlARpIUjySHE/vWD2hXadBwp91kUmFERIDVwJkUgKOlN+lg38fKbuKJnBibdXSqtdhVVEfL\n5e6jdRg70npwTgBoa++iA4ayBeNm0wsCwRx7ZcNeW+2srMkVXfj2l2padr87UmuyBeTz/RUI8PNB\nSnSQSRricT32dd2qXBRXt+LvX5cA0Otv5BB/jI4bwlhfQ4sSKdFBTrWVQCB4Btblg9DQUKxbtw5n\nzpzB2bNnsX79epOtI/2dbg0sggJ2OxeLqM8wD3ZYVNIAFcPebG/GlUGhBhOtbR0ee2/GLvYSER//\nvSQLC/PjEeAvwIq5aeACOFPZjIwkKYLEIguZ7FZrkZEkxY7DtfTxr36qBEWBcXsQcbkcfLjTDhgi\n0wt60tmlxYViy95LJnXJFV04U9mM7JRwZCdLcbayGcqe1UQmWQyVCPHMtCR6a8DsSXH410+VdJl7\njl2BVkfRQRcB/WQH03M5soWF4BnaOrrpSQWtjsLuo3Vos5EGTiLiY/nsVHA5AJcDLJuV6nIb5mgw\nbmtxWgiE3sBmq5UqDeSKLrfbuV/LGyFXdDG2pVOtxdaDVSb6e/OOkvYQWWa0ZXVKlgwbd54nNphA\n8HJYe9SioiJs3LgRbW1toCj9LCeHw8GRI0ds3qdWq/Haa6/h1q1b6O7uxsqVK5Gfn0+f/+KLL/D9\n998jODgYALB27VqMGDGiN8/iFFyGqRumY94MU7BDW1HJCYMDV24fMV5ZWbVgDNrau+j0u4unj0Rm\nQijOVrfSHhapIyxXNC5fvYuUESG9bguBwIRhP/WmPaZB1gBT+c3PluHE+UZMSo+0SHd3+04HLtbJ\nkZseSXuwZSZJMc5KzAqFSoPkmGBkp4RDo6FQe6PN4prR8aEoq9bXMyVLhmOlNy2u8SavKcJDBAxb\nPZiOGWO+8suGIY6KcXBOtrgYAj4XGT1eHRX1tjMmOFM+geAMBo+F8ro7qLzRRttQW95stgiVCPG7\nJ5PxdY8H2+IZyfD14dH29LGx0Xig7IJaq3OqvSkxwchIkoKiQKdsJxAI3g3vzTfffNPWBcuWLcOf\n//xnPPfcc5g/fz7mzZuHefPmISAgwGbBe/fuRUdHB9atW4fp06fjhRdewO9//3v6/NatW/Hf//3f\n+I//+A/Mnz+fnsBgo8PGaoczBPgK4O8nROW1O+ByOVg0NQnpscxuZK7A31/o8meQK1Tg8bi4fvsB\nuFwO8rNlGBrqhwBfgUvrMeCOZxDyuYiSSlBa0wIuVx/XYHi42KV1GOPv77ngpa5+V8aEhYgRLPax\neG+ltXK882UxDp65gSipBMNCLD0aFCoNujU6CPm2Z+o6urX465bT0OooUBQQNVRMe01QFFBx9Q6y\nRw3FB9+U0seqb7Rhdm4sahrawOVy8NjYaIh8eDhcfB3zJsfjco++LZ4+EinRQW6RKWPcXb4n6uiP\nMuvoO7FmB+wtZ1iIH6ZkyTD9kRjafihUGrzzZTEtmzduP8Dbyx9FjFRsUtfzs/XxKFLjQnHqYhN9\nfXltK6ZkySz05ExlC9Z+fgZHzjUgP0uGo6UNaL7bgWemJaGiXi/f86bEY++vV5AWH4q5k+Nw6Ox1\npIwIwaKpiYjq0Ulz/SqtaWGszx5cJYOulGVPya07dK+9W4MgiQg1N9ro33NYmB/EQua+1VzW7Pkt\nffhcaLUUtBSFYaH+yIgPQ7TUet/nJ+TDV+SDQ2dv4PaddhQ8lohRMdbHT46W31vcaQcVKg00OgrQ\nufcDsz/aWiZc+VuYjxeEfC6GhopRXtsKLlfvsbCzqBaPpA7DweIbOHmhyUQPskcNxf+3tdRhO5c9\nahjGxIXgsWwZUmRBiAz1R5wsGFqKgo+AhxPnb+HE+Vv4rZHdzcuSgcfhIHaYBIESkYk9jgoRI1rq\nD0CvGzwuFz/871UAsDrutHesZA1PjT88hTf2MaRNninHlWU5K7OsS7EBAQGYMmWKwwXPmDED06dP\nB6DPTMLjmc7wV1RUYNOmTZDL5ZgyZQqWL1/ucB2uQKHSYN/xK5g9SR/Ycv+JKxiXLO1XLuo6Cjh1\nsYl+hsNnr2PCmP4XQJWkbHMO8+BX9uxptnflQ6HSAFwtBHwuuDoKYxLCMCRABAGfC233w99IazaQ\nVGt0aGhVImukFLJwCR5JCYeQz8OMR2IgEfExOl7vedFfs98Q3EdvU8rZc4/BI808Xa9hO4c55nuf\nzeNlbD1YhXdXjKfT5qXGDkFntxYHTl6DqluL4svNuHRFjt89kYzP9lWgpKql33tWeDogcF+g0wFH\nim/g9zP1wTl3H61Fuo3fjC19rjXS40MQFxVoV9+nUGnw7aGH+/63Ha7GWJYxiyPleyvEK8lx2AJn\nAvbpsbV374jHQmmNfVnCmNpjPk5IiQ6CNNgXaz45SQfX3HGkBnMmx+F6k4KOJ/TBqlxMHj0Mo0YM\ngVqrQ4BIYBE7JjMhFJvXTIVC2cX4DojcEQjehdXpw7Nnz+Ls2bOIi4vD22+/jVOnTqG4uJj+jw0/\nPz/4+/tDqVTij3/8I1avXm1y/qmnnsLatWvx5ZdfoqSkBEePHu31wzhDl1r/UTYkQER/kPW3/Z9+\nQg5m5cZi77Er2HvsCmZOjIWfsH+mrCXpUJ3DkXgQ9sYRoNOdfvgrnpmWhLysKJRVt+CzfRWYNyUO\nvkIe+Dz9KkZRSQOeNUrJm5clQ2lVC0qrW3HjtgIUpU8tZmhjqESIUImQ7OsnMOLK+CZsKfkMdYl7\nrquol5ukQGXa+2ytj5CI+Civu4NfzjbgrU/PoPhyM2ZOGIFHUocia2Q4PttXYaF3YcF+Ju17frbr\n4yK4GntSIQ8EAkUCzHh0OP65vwL/3F+B6TnDESiy7snI4QDTHommf8vHx0XD3uzx7u77+nPfSmJg\nOU5prRzL3j1sU0ft0WNb714s4mPiGH36X4qisGJuGkIlQjyaMtTEhuZny/DTyWvIMzrGlC3MWnuY\nxgnm26HVGh0aW5Qm8YQMhEqEGBbkC38r6bLDgv0YbS6ROwLB+7A6OtqwYQP99+3bt1FdXW1y/quv\nvmItvKmpCS+++CIWL16Mp556yuTcv/3bv0Es1rtkTZ48GZcvX7bLsyMsTMJ6jSN0dGvpgQkALHo8\nEX5CvsvrMcbVZTfd68T2QzX0CsyOwzUYNSKnXz2Dp8v3JJ5+V2EAXlqUgQ079GkfVxVkIFZm5ErM\nkG5WIhaaDGqNg34CQEX9HZRUtZhE9/79zFG4+0CFg6evYfakOHx7qBoZSVIkxQTj7n0VfIU8zJkU\nh6rrbfjrltNYuWAM8rNldB3GqSlfWpRhcs4deEKmBorcuvI5XFVWb8qZHiZBZk+8AVsfb9PDJPDz\n88G1pvt0NhDDSqKJjvBN4wbMyo1FaM+5U5dvo9RIV/afqEd2cjhGx+u3oJjQEy9h+vgREAn5OFbe\niC9+vAxf0Ri79aG1R58NbXP3+za3DZv2XMTmNVP7/KPYHbpXeVVu0bemJ4QiJox5a0ZHtxZhQ/zo\n1OT+vgL4+tg3nqhvvAdF4z3ERtrOasBq31nol3bQjj6rv+KO38MeHbVbj228+9a2DqTFhWDzmqn6\nZ+m5V3DjHhSd3ZgzOQ6JsiCs+7YMqm4tjpXeRGaSFItnjLSQc6b2/OOPk3DRyjjBXA/ysmSQDZXg\nfG0r1BodrRfG9tHWmIPxd3Ch3A2UsQHgHX26u8oayG3yxmdzBqsTF+YTE21tbeDxeKyxLQzI5XI8\n99xzeOONN5CTk2NyTqFQYNasWThw4AB8fX1x+vRpLFy40K5yW1sVdl1nL3eVXRYDk5ExwfBzcT0G\nwsIkLn8GpgUdDlz/rgy44xk8Wb6hDk/RF+8qLSbIxN3e/BrzIIbQaE2usWdV4UJtK0qrW/CbxxLw\n/ZFa2iW+rLoFOalDsTA/EV/+eBkAkJctw6Zd5zE8XExvZzF2td+wo4w+5w48JVPu/q09hauew1Xv\nxFPlKFQafLC1BFwuB5Mzo3C0Z2KCSUcyEkOREB2E5rsd+OX0dUSG+CNBxvzRGREmxuf7K5CXLaPL\nnJUbi1c+OoGVC8aAzwXWbXNcH8zdmKePH+H298RkGxTKLqtbEDwlt+7QPaatQ2qNzmpdbe1daGpt\nN0lN3hbVxTqeOHahiQ52vGTGSEwePczm9Wz23Rr92Q6y9VmupD/aWmPs0VFH9Jjp3R88edViC0Vr\nqwIKlQYfGtkyXyEPT4wfjv3H60FRFMYlh0Piw7N4bqb2HCtvxI8nriIjSZ/J0HgMAQARIb70VpWj\nPRPMxlv2jNu4+ukMq2MOWzLrCrkjY1pLXPlOvG2c4cqyvK0cV5blrMyyfiVUVlbilVdeQXNzM3Q6\nHeLi4vD+++8jJsZ2bvJNmzZBoVBg48aN2LhxIwCgoKAAnZ2dKCgowOrVq/Hss8/Cx8cH48ePx6RJ\nk5x6AALA4QIL8uNNcs1z+llmFILrsfXRwxZHwDxDQ/bIcIxLDqf/nZclw4OObmQmSRHoL7QY4D/5\n6HD8n82n6UHC0ZIGZCZJ7drvTSB4EqY91WqNjl4dXJgXzxiLpUOlwf/b1aMP2TJ89kMF3l85AY+m\nDEWQWEh7Y0zJkqGxVUmXmZ4oBZcD3JK3Q9WtxYYdZfQKvaPtNl+hzLQji0VvsZW9ZaAhFHAxPy8e\nu4/q+9Z5U+IhFFjvXCkKOF7eSH9onTjfiNx02/GmjNObAvp4KaNGDGGN/zNQ37k1SAws+7FHRx3R\nY0fiaBnSTpfX6D0f1BodbsnbbdpSpvZMyZKhSa40yfCUny2jF+pKa+U4U9ls4t3G53HoSQvzNv5a\n3ujMq+x1zCUCgeBaWLXwtddew+rVq5GXlwcAOHToENasWYNvvvnG5n2vv/46Xn/9davn58yZgzlz\n5jjYXNfD48FiYMLrZ5nCBDwueDwuPfjl8bgQ8MjMBcE2bJ1wZkIo/rQoA8fKG/H5DxV4buYoLMiP\nh4DPw87CWqg1OuRlydCm7MLs3FjsP1EPAHhu1igwhehKiw+l0/CZD1JWFWSQQQHB4zAFXjPIpWF1\nkGmgrVBp8MmuixYTcxT0gRATogKRlxkJ+T0VPtl9AYB+JX3rwSqU17QgL0uGo0ZpURtblCbeGN4e\n52KwDOZ9eDx0dKoxt6dv7ehUw8fGAMGHz7H40PLhuyfe1GAIjmqOIU6Hu1evBwJsQScN19irx2zn\nOWBOOz1hTCS93W7xtCTWNr+7Yjy+K6rrmTgOQ+G5BtrOFpU0YOb44fSkBJfLMbGbK+amgQO9bphr\n3cUrciybk4pP912ir7VXdwaTjhEI3o5d2miYtACAxx9/nPagGAj4cHn4+dQ1OiPHwdPXMG6ktG8b\n5SACHg87jLa78Hkc5Hhg5c0dKFQaxn2Fgw1vGJQqVBoT9/XNey8iOzkcgWIh0uL0kbUTooLA53Kw\nZf8ljE0OR1ZyOD7dewnpSWEWMQBCAoQQGz2P8aApVhZMBqMEj2K+IvfZDxWIfj4HCbIg/GNVLig4\npn89VXJIAAAgAElEQVST0iPp66sb7uGT3Rch4HPx4sIxkEn1LsmjRgzBrmNXwOVyQFGUPkjdvDRw\nodehzCQpJqVHmmQwsQbTiqknP+oGw2BeLOIjLiIQpy/fBgDkpAw1sWHm6HSw+NDKy4y0WUeoRIhn\nn0xGRf0dAMCo2BBWbwuS6YBgD2HBfqzeKc5mbjK3PRRgYk+LShrwX4uz8OH2MjpwJ1tdCpUGQgEP\nj6YMRVl1C2wkKQFg6Rl3s1mJ1euPA9DrxR/mj8bHPRPHS2eOQmZCKJIHwYQrgTCQYdXc7OxsbNy4\nEYsWLQKXy8WBAwcQGxuLW7duAQAiIvpf2k1jhAIeclKHYd+vVwDoXeDNoxUTPEN53R2c6hkgPpoy\nFOk9KTMHG2yD0r6c1Jg4OgIbd55HWlyoyQfWeysnoEutpdOTlVS24LFsGTJ7XKaHDfHHyCjLjzEy\neCCY0xfyLeBzMXFMJNZ8chIA+8egRMQ3CQz3/OxUWhdMItF3a/Hh9jJ6gi5UIkR2khSf/VBBT1JM\nzpKhtVWB91ZOoMu2l8Hi+dCXpMeHICpcDKGQD4mP7bGBP0PGEaZjFtcI+SipagEAjGNZdLAn3TWB\n4G7Mt+4wxagYNsQPbz2vj3Hn6GTcP3rs2oQxkbSdNZ78MPeMEwp42LjrgoVemNtHoicEQv+GVYOP\nHDkCANi5c6fJ8SVLlgAACgsL3dAsz0FBvyc1PfHhntSZ44f3aZscZSDsOVaqNKi80YbSnsFbkFiI\n+KhAm6tbAxG2QalFMD43BmRikquU6CDGDyxzeVNrdDhWdhNvPZ9D7zklENjw5EqysXxnJJq6JNvz\nMZifLcPwcDFdlr1kJoQiwQ4dsheiW+7FEZl0pi8mExGE/orx1h1z2X9h3mjU9HieAbZ1x5YOWLOz\nTHE3rLWRQCAMHFg1ur9PTLAhEfHx/KxR/fqjH3i4N9CeVSFvRKXWWrjYPj5WNugmLmzRF8H4zPfJ\n2loNNx+4LJ05inWVhUAw0BcfcIbBb5daS694O4I9emAtMB4b3rBdbLDjjEwa+mKAfZXZGQbCQgVh\nYGGwVcaTCQDw8vrjLrHn1u4xn/glekEgDHyIVqP/f/QDwKX6u1B09wx0ffhIjR3Sxy1yDKbtOYNx\ny46rOl+2jx57zneptRAJeBghkwAaLS7fuIdj5Y24WCfH759KwbikMJN75IouxAyV4G8rx4Oi3DNo\nJwxOWts6oFBpnB6IGuQ9jOGcRMS30Ltls1MZ00yzlc+B3ovP1hYOuaILgKV+GOskiWHgXtw5KeTo\nb+eMzXf35AiBwAST3hSea8D67fqtHMbyzuQB0aXWmtxvGGf4CnisOmCPzvZ26xyZLCYQvB/em2++\n+WZfN8IROjq6XV5maa0c731VgoOnryNKKsGwED+X12HA31/o8mfoUGlwuaENX/9UhbLqVsREBGBY\nsB8EfPdkFnHHMwj5XARKRKiovwMul4PF00ciMTLQpXUY4+/vucGeo+9qWIgfpmTJMP2RGNpFEtC/\noyipBKU1LeByOVgxNw2jE6UW5ZfWyvHOl8U4eOYGozzbe/7IuQaotRS6ujW4eluBjTsvoEnejsmZ\nUdh/oh4jIoMQFigCABy70IR128pw+FwDdBTw5YFKDAsV261L7pApT5bviTq8WWat4cg7YZLv4eFi\nlNbK8dctp63KKxvG8i4d4ofwIBHjdc1tndBQFIaF+qNLrcWWfRU2ZdjwbMblq7UUPtuvv294uBhC\nMxts0JMj5xoQKBFheLgE/v5CnDh/iy4jXhaMDd+fh1ZHgaKA0poWTMmSWZRlq029xZWy7Cm5tbe9\nbPbPGCGfC38/ISqv6fulRVOTMFJmvV9SqDR458tih387Y9mLlkowdIhtGTeMWY6ca3BIJwaKHfTE\nM3iK/vKumPRGodJg7ednGOXdfEw3b0o86hruYfPeSxgWKkZzWyfe/kI/zujWUhga7IdFUxMtxj3m\n9tEenbXHVhrjaB2OQmTWElf3MaRNninHlWU5K7ODPmemSSA1HYVNey5a3SvnrciV3dhxuJZ+hu+O\n1EKudK+RdDUKlQbbD9cgPVGK9EQpdhyp6Xe/gysxrAKbY1hR+GBVLuNKHps8O3q+qKQBV5seYMve\nS/SxoyUNSIsLxa/ljVCoNJAruvD1z1Um96TGhfZLXSL0Leby3Vv7bH7/hh1ljPcrVBps3HUBxZeb\nUXy5GYeLb9glw0z6Yu0+cz3ZerAKckUXWts6TMr4tbzR/hdGcAhH5anpXid2FtXS/dKuo7Voutdp\n9fr7DIM5pmPmbTKWvY93X3BI5oidJbgbazJn8KAwxnDMfEz3w4l6tN7rpO3jqcu3TezmyYomAJbe\nDub20R3y7ok6CASCa7DqD7VmzRqbN/7tb39zeWMIgxu1Rodzlc0A9CldCcz0tRujgM9Fdko4yqpa\nHHKnJxDsoa/l2xqeciO+eEWOZXNS8em+SwDIXu2+xpF+ic/j4PFx0bj7QAUAGBIgIn0Zod/DAZA5\nUgqKAs7XtoLqyVMqEvBM0p7nZckgMtriS8Z0BALB1VjdKvLgwQNERUUhIiICkZGRJv9FRUUhOTnZ\nw03V444tCkzuye7CHS5jgX4CiMUiiHx4iAwTY3KWDOlujHHhrq0inv4dPIUnXUHZ3qO18wqVBopO\nNXx4XIyICKTP52XJEB8RiKwkKUprWiD04WHOpDj860AlGlvbERsRiLhhASYuoXlZMpRUNWP57FS7\nf8OB4l5MtoqY0tt30lu7IORzER0eAApAZJgYBVMTEcXgAmxej7kMM7lJ+/sLoenW2LwP0E94dGt0\nCPb3sdgOlxIdhLAQMYLFPnQZy2enIjsxjHG7GBve6lbqCexpr6PyJBEJECAWQdjTt+ZlyZA2PNjq\n9WKRAM1tKvxy9gaa5O14JGUo0obb7osdbVNvdGKg2EHidm8frnpXl67exf4TV3H7TjvysmR4Mmc4\nYqRi+PC5EAr5kA7xg8TfB2PiQhEt1csik031FwlQXHkby2enIloqQUn1w3MZ8WGIkVrKsbl9dLQP\nMNhfW9tHelsHG0RmLfHWrQsDtU3e+mzOwKEMU6c2aGtrQ2dnJyiKgk6nw82bN/Hoo486VWFvaW1V\nuKVchUpD56N2J2FhEpc/g1KlwQ+nruFIsX7W+7GxMsx8dLjbMnK44xkMePJ38BTueleA9d/CkeCc\nxsHk8rNlGBUzBCMiA3D7bgeKym6ivLoVy2enIi4qEF1qLdZ8cpKOFM7ncehI4YaggyIBD5SNuh15\nDlfh7vI9UUd/lFmXvRM+j85s4yjG8v3SogykxQRZvdY8yKYhk45xdHyDzMfKgulnY7rPvG5D4Drz\n4JxhYRIcOnUNpy7fBgA8mjIU6fEhDj+noSxXvG9XyrKn5Nbe9pbX3XHoXTsSbNOarNibRcaRvs8Z\nD6CBYgc98QyewtvflS2ZNtaNZXNSLQJ2l9fdwdmqZkRKxYgbFoCoMLGJfTQOAm5tvGp4Bmfk3V7d\n7U0d9kBk1hJX9zGkTZ4px5VlOSuzrNr5wQcf4JtvvoFGo0FQUBCam5uRlpaG7777zqkKvRXjfNT9\njXsd3ThS/DCVaOG5BkwcE0FSiQ4gHM0SwtbxGg8cjNP9FZU04L6yCxFSf/z96xL6+Me7L+CDVbk2\nM72Q6PYEb8NcvjfsKLP5IensgJXpPmupNM31pLWtAxt3XaCvK6tuwbsrxhN9cgOGeBLG79qWPDia\nDrVLrYWAz0VGnP4DqaJeji611i1bfcj2IUJfYq4bn+67hGQj3TDXNaZJPGuxvJhwVN77Ir02gWAP\nanU3bt2yL5ZVYOBIN7em/8GqwT/++COOHj2Kd955By+88AJu3bqFzz//3K7C1Wo1XnvtNdy6dQvd\n3d1YuXIl8vPz6fOFhYX4+OOPwefzsWDBAvzmN79x/kkGMXyu5d5BpmPeDkkByAzbe7HnvblqJYHk\nSid4mr62C+Yy//zsVLfL/HdFdXgkOZzYwH6Gr4CHWbmx2FVUBwCYnxcPXzvSejvqBUIgeAprfT5b\n8MqGFqXN896WerSv+xnC4OHWrUb85z9+hI+/bTvf3X4Hn/+PPwICpB5qWf+ANatIWFgYJBIJEhMT\nUVlZiZycHMjlcrsK379/P4YMGYKtW7fi008/xf/8z//Q59RqNd577z3885//xFdffYXt27fjzp07\nzj/JICZAJMAz05PA53HA53Hw9LQkBIgEfd0shyCR0h+iUGnoZ2d7L/ZEwy6tlePl9cfx8vrjKK3V\n666yJxsIB/pO2iA7eVky5KQMRahESB/3FfLwp0UZdHlsmU0IBFfRG7tguO4P80fT8r2qIMNut325\nogvKnjIyE0Lxp0UZyEiS4osfL9N6ZH6PcdsMA35D3dYm+cKC/Uyum5IlQ3lNq8mzmpdNcA6JiI8/\nzB+NcSnhGJcSjhfmjbYpD45erwOwq6iOltfdR+ugY2mTUqVBzc179L9rbt6j5Y5A8AaY+nyJiI9l\nc1Jpu2U8oatQafDR9+eRly2Dr5CHcSnh+FNBOn2uvO6OxZjE1UhEfKx+OgPjUsLhK+TZXGQhWUUI\nnsbHPwSigHCb/7FNbAxWWEdwYrEYe/bsQUpKCr7++mtIpVIoFPZtp5gxYwamT58OANDpdODxHq48\nXLlyBdHR0ZBI9HtcsrKyUFxcjBkzZjjzHIOaLp0WFEUhI0k/K0dRFLp0Wvix/7wEL8N81j9BZrkf\n/2aLElE9QawkYtureebukp/9UAHMTEXjHSX2/VoPQP9h98GqXIu9ppkJofjHqlzU3LyHddvK6DZl\nJoR6zSoJYfBia8XOXI/+sSoXFGASl8Ia5jFfEqKCMCJCgo++Pw9Vtz7+wKY9F5GZHE7fc7a6FVv2\nXqLrMwzuDQN+a+00kJkQindXjMd3RXU4VnoTao0OfB4HHIZnIZOFvUNHUSipagEAjDP6Da1xv1NN\nX588wvUDyS6NFlodhdKeOvKzZejSaCFm6b+9bcWaMLgorZXjix8vIyNJiqSYYGw9WAU+l0PbJ7VG\nh5MXbmFGznD8dOoaAsVCrNteDkAv41wuB2qNziVbOJh0wTz+BrGbBMLAgNXj4t1338Xdu3eRk5OD\nqKgovPHGG/jTn/5kV+F+fn7w9/eHUqnEH//4R6xevZo+p1Qq6UkLAPD397d7QoRgSodKi22/1NB5\n4LcfqkGHyr3BLV2NWqvF/Lx4evZ+3pR4qLX96xl6C9PqMgcwWdXIy5LhYv3D1YqLV+6YrCizbd1I\nTwzDvY4u7Pu1nq7n490XAOhjVJjHRaEAfLKLrEQQ+gZrXgtMXkQGmPTI3mCx5vcWlTTgXFUzdhTW\nITc9EgI+FwI+F5lJUih6ompfvnEPW/Zesqoj1vZxm3tRhEqEeCQ5HBRF0c9KAWQl0IU46sEjV3Th\n658q6eu3/lxJB1dlggP9R5mxvWbbtElR+rhUxjLHFjLdlvwTCK7A2D6Zy5tBj1TdWhRfbsa2X6qR\nFDOE1ieD3U6NDcG+4/VIjQu1kPExCWEsLdDT2tZhU0eZdMFczz/dd8lmGeZeb2QLLMFR1OpuXL9+\nlf7vypUrJv82/q+x8WZfN7dfw6qZJ0+exHPPPQcAePXVVwEAW7dutbuCpqYmvPjii1i8eDGeeuop\n+rhEIkF7ezv97/b2dgQGBrKW5+7IuZ6IzOvqOm7e7bA4RrmhHmNcXbZc2YX9x+uRnqj3GvnhRD3G\nJks9GinZXdj7DIrGexbHKC4H40YNRev9TlAUcPuOEmcuNZsEG9y8Zio2r5mqryvYNNVjGPSZFDbs\n0HtM5GXJcOjsDYt6Gu90IDc90uJ4VbllACGJWGhRjysguu09uPI5HCmrtU1vy4zla3qYhPZuCAv2\nM3HrBfTeD5vXTH14T5ulPTSWWZvtYbgX0H9cFpU0YGxyOMR+Pig814CSqhasnJ+Gcz0r5dbqY6Lw\nXAPWb9fr5EuLMpCfLbP6rNbKZnpXrM/nAP1Nlu1qL4tsmNN0r9PimFqrs15XWwdOX2rC7ElxAIDD\nZ6/jmWlJtu0l39JrLjTYz+o9rPLPwkCwg/1NNm3hje/K2D795+IsyyCXf5xk9V6DPmXyeWhq66C9\nlczhckBv34uVMacYtmYnDdQ33mPUBSZPVDabPH38CBPb62qIzLqvHFeW5Ww5V65csStuBQAoW+sg\nDot3e5vcVY6ry3IUqxMXX3zxBZRKJbZt24bGxocfLxqNBvv378fixYtZC5fL5XjuuefwxhtvICcn\nx+RcbGwsrl+/jvv378PX1xfFxcVYunQpa5nenjqqL+rg8/RBwHYf1QcEmzclHnye+96VO55ByOdB\nrdHhXGUzAH2HJuTz3PoMnsLeZ+DoKDw+Lhp3H6gAAEMCRODqKJRWNmPP0SsAgGemJ+HMpWaT+4zT\nRDLVlRYTRLurA8DFOjnysmU4WqJPnztrYiw27ChDWIAQhoW+UIkQCpUG67eXmVz7/OxUQKN1+e8y\nUFLokXSopjjyTmxtiTCUY5yyzhiFssskjaR5MDmDzNrTHuN787L0Ls2F5/Ty/8T44Xjr0zMPB8q7\nLyI7JRz52TIU9ejIMhYdMeiV8eTj8HCxxQqf4X6mZzl48irjuzJ+vt5sJRjI6VCtyQYzlEXfClA2\n61qYn4BL9fp4XQvyEuyyl460yR75t4Yjv6uz8jNQbLmn8LZ3ZW6fDH2/MRwdZWEnT5xvxPOzU6Hs\nkUWlSoPGViVm58biyLkbeGZ6Emqut+HiFTmWzhyFRFkQFk9LgkTEt5rS3ZadLK2V40xls8V98rYO\nOkaXvTpl/p762/jGUIenGMjpOZ0tp62tnY5bwUaX0rF4jn39bO4qy+XpUKOjo1FRUQHKzGdRKBTi\n/ffft6vwTZs2QaFQYOPGjdi4cSMAoKCgAJ2dnSgoKMCrr76KpUuXQqfTYeHChZBKSeRU5+Cgo1ON\nuZP1qzwdnWqA1UHVu+DCcvKFdR/TAEMs4iM8xJ/2iFjyRLKJqzgA7CysxbI5qfh0n34/vb3BBg3X\nKFUa5KZH4sT5RmQmSZEYE4xdRXVQa3SobXyAz3rKXTJjJLISw6DW6HCs9CbSE6XgcoCUGOaVEQKh\nNziSuk4i4mPJjJHYerAKALB4+kiL6+yNLcGE4d4utRat9zrx0ffnQVEUFk8fiQOnrllcn5sWgYv1\nd+gYQwKeay2X+bPY865IXAzrOCIbHI5l38rhWO9blSoNbrYo6XgVQWIhlCoNa2pyLodDyw/XRvmG\nNrs7sxORn8FLl9p0AuziFTmWzh6Fz/dXANDLm1jEp/VIIhZCqezCmPhQfPT9eag1Ovxh/mjoKArF\nFc3wE/ExOzcO3x6sBuCaeBMGG8jlckwWVvKyZPjrltN4ftaoXvUBBALBe7Gqzfn5+cjPz8eTTz4J\nmUyGq1evQqvVIiEhAQKBfRkrXn/9dbz++utWz+fl5SEvL8/xVhNM0PXs47txWz8DNiRABJ2OZZOs\nl9Gp1uLnU9doF9uDp69h7Egp/AdRh6NQabD9UDU9gN1xuBqjhptOFKg1OqTEBNMdsrVgg9ZWyygA\nx8sbMSYhFAnRwdhZWAu1RoffPJaAfx24TH8MbT1YhVEjhtAD5PKaFnrAQiD0JQqVBtsP19DbynYc\nqUFmYpiFrPdmsGqISxEqEeL9lROgUKmx/8RVXDDzVloxNw0yqRj/2PZwZbCsusVmsDnzD09bk4/O\nrHo7Mgk0WLH3XQh4XIu+1dbElEqtpffyA/rtRY+Pldm0mwqVBpv3XUJqnP5jbsv+S3hv5QTWYK7u\n+ijzpPyQAKPeh0jAM/EgmzgmEmnDhzDKm0TER1iwHxTKLqzbVgYuVz8Bd+tuO3YfvQKtjkJSzBBs\nO1RNy9On+y4h2Q55smeCzrCwkpkkhWyoBPt+rbcI+GmI1UFkjEAYGLBqckdHB2bMmIHAwEBQFAW5\nXI6PPvoI6enpnmgfwQ64XMsVGqZj3oxIwMOE0RFoaNYPEMenRUAksJ0xY6DBAZCbHkm7pedny+Ar\n4GH10xk4XXEbEWH+iIsIZJ08sLVaJhHx8fysUdi05yIu1Mmxct5onLzUBI2WglpjmbgvMyEUm9dM\nNdmOQiC4GsMg9bMfKpCeGIYpGVE2rzfeVuYr5NGrhO6Q0ZqGe7Q+5WXLcPLCLWQmSbF4xkhIfHhO\nBcs0/vC0NvloTY89seJO0CPk88DncRA9VO/SqurSQMgQk4K+nqHPYjpmDAfAlMwo3OnZIjg5I8ou\nf8n+/psTrw7vRCziIzk6GPeV+iC0ydHBdi0gCfhcTEyPRNG5BrA4DdmNrfHH6qczsHHneQDAxNER\nOHmpyeS8tYxMZLKMQOjfsPq0vvPOO1i3bh12796NPXv24KOPPsLbb7/tibYR7EQiFCA4UITooRJE\nD5UgOFAEidA+rxhvwpASrrSqhZ6dH0xQMI0uf+J8Iyqut2HdtjKcutiEtgf6VY1jF5qslmFP1HzD\nR9N7Kydg+FAJJo6OQOG5GyZZXRZPH4lQiRCAPlAV6eQJ7iYzIRT//tQoiH198PevS6xmTDDONOIr\n5KHgsUSs+eSk3RkWzLN5sF1rrE9HSxqQGhuCccnhiI0MsmiPIxHprWUbYap3056LUPa0W6HS0Dr8\nwapciw8+Z9tDsEQs4iMkyA+7j17B7qNXEBLkZ3Pi2LCNydiO2vPuvanv84T8OJrdheBZ0uNDsHha\nEhZPS0J6PHuwQYmIj1W/GYP7yi5kJElRUX+Hzq5TUS830YnnZ6c6tJHZfPxhyCKybtv/396dx0VV\n9X8A/8wwA8giS4AlAikKaCiKaEapgOSK+4IbWZlmlvaoD4mplJpLqfnklj+zrAdzS1HBNNMQtBRF\nEUlAcXsM0FgUZF9m5v7+GOc2M8wKd4YBvu/Xq9crZ4Zzzr333O0s33MNb414CW8O74avDqYhJTMf\nQf4d0MbCTO2KTJl/ldBqPIQ0czqNuPDz82P/3bNnT9TUqF8OjBgfA+BpWQ0Kn0VAd7Zvg+b22l9S\nWVtviG3/nu1b9dSE7p5O7DKLgHSf9PRyYadxyBoWGkK2pKT8Oue+Hg7o4yMdfi+ftmw5Mnr5IYZU\nVi1Cys18hZc32ZBf5YXz5ONQLPn6gs7D2uWj1De0l3dCcOd65x4XQ/c19QQKBXxkPijGN8ekMWi0\nlZ3md3OjrFrELocKAD/+kgX/Lk4aG5x0mcYkryHTSwyN6g+RP+66jFIoq6xjY7sEB7jhUsYjrJkT\nCAuhGWwtBfD3ckZOQTkbB6Mh11/laUxXbubjqtz94uzVHKyZE8gGF1eWlJZHU+haqLq6Wjx8WH8V\nPHXat3eFUGhuwBIRQ9E64sLOzg5nzpxh/3369GnY29sbtFBEf3UiCdtjo2rIv6lTNbSQq+GGzYWt\npQCzRvuyPRPdO+v/UqVrb5mqdc7FkDZYyL+Upd4uwqw1Z6iHgjSZmjqx6mVBLQVah+HLk49Sr2sv\nr6rzSV2DoaYRFNrIehFl55lyvu+P92MbMfUpOz2UG1d5dZ1On8lryPQSYzBk/aFRQc2H8rVJlbJq\nkcL1KfFqDmaPll4r5Y/rpv3XUF0rbvAom5o6Mfx9XCAUqH91kZ07ynXsnVG++PMOPcO0VA8f5mHR\nlz9jyf8la/1v0Zc/69XIQUyL2jvFkSNHMHbsWKxcuRKRkZFYunQpGIaBm5sb1q9fb8wyEi1MscdG\nXw5tzDH5dW8cOCONPB0e6g2HNq2vNfQlDwdMHuyNWw+KcfBMNiYO6oJDCbcBSCNmX8p4hDnjeqh9\nsC2rFqGLmz02zeuPqjpxox6AKcgfMSYegD4+7WBvY8EGhps2xAfR3ySr7aHTNd5DWbWoXrR8oYCv\nU2wM/y5OWDMnEAAaNcpJncLiSpXnmXyvN2ka+sYTsRDyMbJ/J8Sela6ONS64MyyEmvuHeABC+7rj\ntxTpalKD+rjrNJS+qEw68tUQddIYaFSH6VP1DCAb0aCNm4uNznkA/9QBdaM75EeIhgRIl1/t1+15\n9O3ajj0/3xnlq/B3ynVMwH+JYgO1YLouR0qaN7Vn7Q8//ICxY8eiY8eOOHToECoqKsAwDGxsdLsY\nEeMx1R4bfUgAlFfW4K2RLwEACh5XoPmNG2k8CYBDv92Gr6cTunV0RG5hGRZHBMDFvg3qxGJ0bN8W\nXx9OByAdLj5Ebh1k+Rv79KE+OHAmW+8XPgpcRZqCrO4KBXzMm+iH1/u4AQCiv0lGda0YQgEfl7Py\n4fGCLcwF//SoAdpfgOTTjhjeFXtOZkEo4LOxMQDpVKm+3soTUhT/HjB+EEH57aGAnE1Dn6VKhWZm\n+OXi/zB64D+rY73W/QWtefAANg9dGi2S0h9hzy/S5YCnD/XBwB7a8zBFVIebn5/O3sHLXdvVC/qt\n6fpUVi0CD/WvYXdzn2JbrPR5RraEqqprrXIDivyUEAD4V3gvJKXl4fufMyHgv1SvbMqxgWSfq0LP\nQISYNp3PTGtra0OWgzQCH8D4kM4KvTxa5wCZmNLqWlhaCpGWXQgA6ORqh9Lq2mY1aoQLPAADerni\nt5QcCAV8TBjUBb9dyYG/lwt83O3xbVyGQu+Hf1dp67Lyjf3HUzfR08sFV7LyVY6UKKsWwcvNXuEm\nruoFjV6WiKEpTFuqFWPT/msKIw1efqkdurg74FjSXfx6OYdddUd5pQ1d0j5w+hY7ekI+NsauuBtw\nmNYbXdq3Vfv3gPSc+3Jef2kMIRXTVxrC2cFKp/OMeqiNr6xahG2x6TovdcsHMPSVF/W6FzMAElNz\n2eVQk67lYlg/D7W/LyqrwZ5fbtZbulpbL3hZtYizOktaB+UGiaDebkhKzVV5HsiuTzxI67QsLpb8\nc8X743qw1zAegAWbz7P1ODnzb6TfKWIb8L49noEu770KZ0iniAgFfPR6do5k3CtiO+fKqkXYJLcc\ntfLzjj4Nz7TSTevASMTIy8ut93lpqTWKiysUPqNYGKZH7dPPnTt3EBISovI7Ho+H3377zWCFItdA\nokQAACAASURBVPqpFolRUVnH9vJUVNahWiSGte7tUk2OYYAnT6vZ4E72NhZgmluE0UYqqxahtk6M\n31JywOfz8FpPV+w7JZ06Y2tljo7tbbWkoMj9eVtcv10IRmlHqlsiTNULmj69jYRwydZSgPBQL+z5\n5SauZBVgVP9OOHnxfyofUOV7ydT1mAkFfHR/9uBbWFxVL78zV3JQ7O2iduSFLA19gmTqStdGCWqw\nMG2l1XWIPXuHraNHEu+gZxcnjctJqloGm+srLb2QkYaSTZX76ewdJKXmok4kgcBMdQ1VFfT7+58z\n2fNh+5F0tuG3+lljhLhWOl3PzIyn8jxIuJKDXcf+VJiCNX2obqv16DPdlabGth61lSX48kAJzK3r\nN14o/K7iMTYuHAEPj45GKhnRhdrOAA8PD8TExOC///1vvf9++OEHY5aRaFEnlqBWJMHRxLs4mngX\ntSIJ6sTNa6IFwyguBXr2ak6rariQBcBKzsoHAPh1ccZZFftDOdiUjHIgquDebjjxx30E+XfA3LE9\n2JtvUVkNLmXlg8/naQ2QVV0nxrbYdKRk5iMlMx/bj6TTknWEc+oC9ZVVi9ieZbGEQfzv91QGrJWd\nO4u3/4Gk9Ecqg1y2sTBDkH8HXL1ZgCVfX8Cf9x5j9IBObJ5Bvd2Qll2IXXE3FOq4raUACyb3Qt9u\n7dDGwkynIJn6LLdKTJtIIsak0C5sPZk4qAtEErH2P9SD8jLYZ6/maFwVzMnWot6Sq5pGWzR06VGq\nx62b/PF3srXAwJ6u6OXlzC43qjyCU/afctBv+Wu2rOF34ebzWPL1BYSHeqGNhRkEZjx0cXOodx5U\n14mx+cA1eHs4sg2CYgmDH0/dRFFZDTuqQ/nZ527uU6PvL9K8yOJhaPrP3Fr7UsDE+NQ2JQqFQri6\nuhqzLKSBeHIv/YB0/l+If/M6dmYqmtBUfdYSyd/scwvKERLghvLK2nq/sxCasT2zsmXFvjl2g+1B\nk+8ZSXzWM3L2ag7CAl8EoNjrFhwgHfIpG42hao5qc4uTQpovVSMOcgrK6/3O28MB125JR2XNGdMd\nPIA9d3p5OikMoZcPcun+Tj+FqSFnUv5C35faYfbY7kjJzFfbk6jce6gt4FxDe7apR9w0VVSLcSTx\nLru86dGku+j6oiMcrFT/vq2lEOOCO+NIorRneGxQZ7S1FHJeroE9XsBLHR0BGCY4J9XH1k15eod8\n7IlZo30V6oP8EtMLJveql9bAnq7sNfv98X4K0zp+PHUTK2b1w9Fz93DrwRO9yvjT2TtIvVmA98Z2\nh7ebPXp5u4BhpNOuzl7NYUdL6DrdVd9AvISQpqH2rPT39zdmOUgjiFQMTVD1mSnj83gICXBjVxMI\n7u3WqqYmCAV8BHg5w72dLcAwcGhrARsrc4X9wcM/qyNsPXQd1c+GWMoPabQQmiFVbl1zGeVhkIlX\nc+Dv7QJ/bxeNQQ7pRk6MRbkHb+uh6wgOcEPis3Pg7ZEvofuLjujzbOqS/LQQeUIBH35dnMHnSYcU\nyn4jPywZAEQiBntOZmF8cBdcu1XAjmKSXXWUz5ldcTfw5bz+as+Jhg41VreqCJ1rTc+Mz0OdSIIr\nz0bCCcx4MOOrvy9V1YlxLjUX70/0AwAc+PUW+vi4aJwqYmspwPvjeiA5828AQL9uz+t07HVtsOAB\n9e6tmu6sNGS+dVM+/smZf+Oq3DPFrrgb6Co3RU+2xDQAbDt8HbNG+2JXnHQq3Zwx3dHN3V7j6khC\nMz5SbxaAz+cpXO/fGeULS6EZ/jW5F7Yfvl6vDiem5rIjiNbMCWTT8OviDKGAx64YpU9sIIojZFrq\n6mp1Wra0tNRaZcwK0jKpPTOjo6M5yeD69evYsGEDYmJiFD7//vvvcejQITg4OAAAVq5ciY4daR5R\nQ5jxeRjUx01hbqCmhytTZGUhxPm0PLZn6/freexIgZbO1lKAKYO9kVtQjtizdyAU8PHBRD/Enbun\nsD/8Ojth035pz0ZIgBs7qkI5LVUPwape8Nyft0U3D4d6fy/Pv4sTdi4JRVl5Dd3IiVHViSRISs1F\nTy8X8HmA74uO9V4A5XvJMu4V4Y3hXZFbUM5eC308HHHwN+nqOtOH+rD/P2dMd3i52YN5lkbPzk7s\nKCbZSjxebvb1ysTgn4dbWxsLQMTttAFiWvQdQWElNENIHzdsPXgdADAptAusdBi5JmEYXH0W36lv\nV26X82OAVntvJcZVJ5Kgm4dDvZd/TasjOdlasJ9dzniEyOm9UVMjxvbYdNSJJJgf3gufv/cqACAs\n8EXU1InZJbJlLIRmeH9cD2T9VYzzaXno39OVXTFK3xFD9JxjOh4+zMOiL3/WacpGeeEd2Dh3NkKp\nSFMz6GD8b775BsuWLUNdXV297zIyMvDFF18gJiYGMTEx1GjRCM/btcHzjtZsD/rzjtZ43q5NUxdL\nLxU1dejf0xVp2QVIyy7Aa36uqKipX29aorJqEW7ce4zzaXno5e0CX08n7Dz6J94Y3pXdHzOGd8PW\nQ9cV5n/28nJWiAkgI3sIvnqzABKlqSDy80DbO1rrtGqLs4MV3cyJUcnqK8MwSMsuQN9u7dTWVVlD\nwrr3XkXPzk4K86T3/noTvp5O7Lzode+/xk4fsbEUKNTrTfuvobpWzPbiMYDK2Buy8jkrzRdQF6tD\nG9mqIvr+HTE8a0sBXB2tMWagJ8YM9ISro7XG0ROVdWIcPHObrX8//XYblXWaG7caGoNCV7Igt7J7\nyaRBXloDwFJ9bL2Uj3+/bs9rvA7OD++l8J3suqquzsiu17LrsOyzL+f1x9TBPjiTkoOvDqax1+It\nB6+BAdjrv6XQDO+MfKleeTw72CHhSg58PRXvAVyfT8S4dIlFYdm2HYRtHLQnRloEg96NPDw8sHXr\nVnz00Uf1vsvIyMCOHTtQVFSEoKAgzJ4925BFafGC/F6At4c9hAI+nGy4n/NqaGIJU69XaECv9k1c\nKuORRdQ+n5aH7p2dMCaoM7w62GHNnEBYCM3AA+qNrpgQ3BlzxvVQ6PWVfwgWCvi4nJUP9+dt4WRr\nwT4w1NSJYSk0a3VLzRLToW7lD3lebvaInNYbZ1NzsSsuA++MfEltz5l88FlNbK3M9Roloe/Q4YYO\nNaYhyqarh6cj2rtYw8JCAFtz04n7o8s5JPvdgTPZ7L314G/Z8Pdy1vh3VB9bN1XHX119CAlww4vt\nbFR+p48akRiFT6vw4vNt8eedIoVpfTzUj7tB9ZOQ1smgIy4GDx4MMzPVN/oRI0Zg5cqV+OGHH3D1\n6lUkJiYasiitgtCMDwvz5nkRt7Eww7jgzmyv0NigzrCxMJ2HREOytRSgf/f2OJ+Wh9d6uuLPO0V4\nVFiBxdsvYMnXF3A7pwQ2KnrBnGwt6vX6yggFfAyUW0Uh9XYRm5eTrQU1WpAmI1sFRLbyh7rfLNh8\nHl/suQobK3Odes5Sbxch+ptkhAS4sefJ2KDOyLhXxMavUHe+aOpl1tR7KFNUVsM2mujye3VloIdw\n05N6uwhLvr6Ahf85p7a+yui74gcgfQgbF9xZoc5qezDT5RySJ4vTcSUrv14DuDpUH1s35eOvqj6U\nVYtQWFypV11RVXfT7jzGr5dzcDTxLmIT72Bk/07saiPzJvUCAyiMStp+JJ0tk3z53hvbHRn3ihTu\nATRiiDQUIxEjLy8XDx7c1/ofxdgwHh7DGDaKY25uLhYtWoQDBw4ofF5eXg4bG2kr7d69e1FSUoK5\nc+casigt2uGztxFzIgsAEDG8K8YHd2niEukn/XYBVn13Gb6e0h7VjHtFWPZWX/To4tLEJTOOwuJK\nfB2bjtSbBejl7YJrt/4JhiUw42HnklA4O1ihsLgSANS+gAHSupB577FCQC35NAhpKoXFlZi15ozG\neqnqNz29XJCWXaC2Dsv/jVDARy8vZ4T2dcfWn9Lg4+GIoN5u6N9T+0pLupxfypr7tZeop0t9VeVe\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SXFDDBSGEEEIIIYQQgxJY2qHWylnr78RMvhFKQ5obmipCCCGEEEIIIYQQk0UjLgghhBBC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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x227256d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(wine[['Class','Flavanoids','Hue','Mag10','Alcohol','Total phenols']]);"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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TLtm5S4eOfyvnhX1NTmZPlirn7GyesQSaywb3Dm08srXmeGyfq5Tdm88gGqdw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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x357a51d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set(style=\"whitegrid\", color_codes=True)\n",
"sns.stripplot(x=\"Class\", y=\"Flavanoids\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AskswZGr8Vxc5Nt7BP/ww6WsqKir00EMPaenSpdqxY4fuuOMOSdLkyZN17733yu12p3QN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\n+9Xv98c12Th8+LCj41u+973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1dm2BiLRl3TiVJLjBSsYKgT1NtTz77LMlSa02fVK8ZYbc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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x34976828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"sns.violinplot(x=\"Class\", y=\"Flavanoids\", hue=\"Mag10\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fqw4Nm9/NyZMnOXLkyAW4KyEubbP2rNPT07n99ttZs2YNDsd47emH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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x327a6a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(x=\"Class\", y=\"Flavanoids\", data=wine, inner=None)\n",
"sns.swarmplot(x=\"Class\", y=\"Flavanoids\", data=wine, color=\"w\", alpha=.5);"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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nALgM5/79++vJJ5/UlClT9Itf/ELHjx/X+fPnvVEb0OkiYuIVFZvQ7DnH+R90ad858qqr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\nbBUAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x35856c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"Mag10\", y=\"Flavanoids\", hue=\"Class\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x38491518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x=\"Mag10\", data=wine, palette=\"Greens_d\");"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fbmU8Q5079z179mjLli0aO3as0tLSdPz4cYsTGmvgwIGaPHmypFPfwoWFhQXN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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2dd70f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(y=\"Mag10\", hue=\"Class\", data=wine, palette=\"Greens_d\");"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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uOszKXgda7EtIh0ZremKHJZ/vh7eHC2SCAJlMMHyVy66+lgmQC3W+r7NP7f6A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\ncxZCCCGcjDRnIYQQwsn8D9UJIszU3tBgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x326c6dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pointplot(x=\"Mag10\", y=\"Flavanoids\", hue=\"Class\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lDPI77riDVatWceWVV3LFFVdwyy238K1vfWss2iaEYPxXYCsvctLiGtu62P6X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\n5CIiIgamIBcRETEwBbmIiIiB/X9zYmPkZwTXCgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x22c365f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"Flavanoids\", y=\"Total phenols\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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LLbewZs2aAUxFGM6MpK2dfn8AZ1MAw9nuDtd+bTIasH3P8bgVLDvDwvqVpUyb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x38cba9b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"Flavanoids\", y=\"Total phenols\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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9dQMtEk1SUVnDk89v5XcVR2ntCKf6OxgstPlinG1qIxAM9nHE/tHVZcxsMmA0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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21b239b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"Class\", y=\"Flavanoids\", data=wine);"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAFdCAYAAACgiL63AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEOKsdbu
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