4ma-da/tp/clustering/mars/mars.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "335c108d",
"metadata": {},
"source": [
"# Hands-on clustering \\#1: \n",
"## Large Multi-spectral image segmentation: MARS"
]
},
{
"cell_type": "markdown",
"id": "fe466679",
"metadata": {},
"source": [
"## 3. Data exploration"
]
},
{
"cell_type": "markdown",
"id": "e59c1d62",
"metadata": {},
"source": [
"### 3.1. Read the data and understand the formatting"
]
},
{
"cell_type": "markdown",
"id": "b2939e4a",
"metadata": {},
"source": [
"#### Import first required packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c3f78612",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = (10, 5)\n",
"plt.rcParams[\"font.size\"] = 15\n"
]
},
{
"cell_type": "markdown",
"id": "b56fdade",
"metadata": {},
"source": [
"#### 3.1.1 Read the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "350ba4b5",
"metadata": {},
"outputs": [],
"source": [
"mars = pd.read_csv(\"mars.csv.zip\")\n"
]
},
{
"cell_type": "markdown",
"id": "d5e3237f",
"metadata": {},
"source": [
"#### 3.1.2 Display data summary"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "af38dd20",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>V1</th>\n",
" <th>V2</th>\n",
" <th>V3</th>\n",
" <th>V4</th>\n",
" <th>V5</th>\n",
" <th>V6</th>\n",
" <th>V7</th>\n",
" <th>V8</th>\n",
" <th>V9</th>\n",
" <th>V10</th>\n",
" <th>...</th>\n",
" <th>V246</th>\n",
" <th>V247</th>\n",
" <th>V248</th>\n",
" <th>V249</th>\n",
" <th>V250</th>\n",
" <th>V251</th>\n",
" <th>V252</th>\n",
" <th>V253</th>\n",
" <th>V254</th>\n",
" <th>V255</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>...</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" <td>38400.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.373672</td>\n",
" <td>0.408012</td>\n",
" <td>0.418404</td>\n",
" <td>0.420980</td>\n",
" <td>0.421814</td>\n",
" <td>0.421358</td>\n",
" <td>0.426807</td>\n",
" <td>0.429181</td>\n",
" <td>0.419277</td>\n",
" <td>0.418314</td>\n",
" <td>...</td>\n",
" <td>0.327834</td>\n",
" <td>0.358084</td>\n",
" <td>0.366237</td>\n",
" <td>0.341929</td>\n",
" <td>0.376129</td>\n",
" <td>0.394448</td>\n",
" <td>0.373834</td>\n",
" <td>0.370925</td>\n",
" <td>0.409842</td>\n",
" <td>0.413357</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.098974</td>\n",
" <td>0.080131</td>\n",
" <td>0.080369</td>\n",
" <td>0.081863</td>\n",
" <td>0.081315</td>\n",
" <td>0.080683</td>\n",
" <td>0.080681</td>\n",
" <td>0.081414</td>\n",
" <td>0.078250</td>\n",
" <td>0.077991</td>\n",
" <td>...</td>\n",
" <td>0.064647</td>\n",
" <td>0.056778</td>\n",
" <td>0.050779</td>\n",
" <td>0.059134</td>\n",
" <td>0.052337</td>\n",
" <td>0.056993</td>\n",
" <td>0.064088</td>\n",
" <td>0.062586</td>\n",
" <td>0.056333</td>\n",
" <td>0.053984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.038469</td>\n",
" <td>0.233688</td>\n",
" <td>0.259045</td>\n",
" <td>0.269580</td>\n",
" <td>0.273937</td>\n",
" <td>0.274090</td>\n",
" <td>0.275866</td>\n",
" <td>0.274769</td>\n",
" <td>0.273685</td>\n",
" <td>0.274631</td>\n",
" <td>...</td>\n",
" <td>0.143893</td>\n",
" <td>0.193508</td>\n",
" <td>0.219910</td>\n",
" <td>0.174218</td>\n",
" <td>0.220138</td>\n",
" <td>0.215826</td>\n",
" <td>0.198084</td>\n",
" <td>0.186781</td>\n",
" <td>0.224686</td>\n",
" <td>0.219101</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.299668</td>\n",
" <td>0.334763</td>\n",
" <td>0.343065</td>\n",
" <td>0.345050</td>\n",
" <td>0.344962</td>\n",
" <td>0.345116</td>\n",
" <td>0.350838</td>\n",
" <td>0.352490</td>\n",
" <td>0.346149</td>\n",
" <td>0.345396</td>\n",
" <td>...</td>\n",
" <td>0.272904</td>\n",
" <td>0.312169</td>\n",
" <td>0.330923</td>\n",
" <td>0.295109</td>\n",
" <td>0.339747</td>\n",
" <td>0.352853</td>\n",
" <td>0.324080</td>\n",
" <td>0.321077</td>\n",
" <td>0.369166</td>\n",
" <td>0.375433</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.365481</td>\n",
" <td>0.388543</td>\n",
" <td>0.397193</td>\n",
" <td>0.399102</td>\n",
" <td>0.399245</td>\n",
" <td>0.398413</td>\n",
" <td>0.403601</td>\n",
" <td>0.407299</td>\n",
" <td>0.396357</td>\n",
" <td>0.394954</td>\n",
" <td>...</td>\n",
" <td>0.334283</td>\n",
" <td>0.362259</td>\n",
" <td>0.367263</td>\n",
" <td>0.344043</td>\n",
" <td>0.375732</td>\n",
" <td>0.397163</td>\n",
" <td>0.378828</td>\n",
" <td>0.372294</td>\n",
" <td>0.411261</td>\n",
" <td>0.414135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.445685</td>\n",
" <td>0.487916</td>\n",
" <td>0.502658</td>\n",
" <td>0.507322</td>\n",
" <td>0.508697</td>\n",
" <td>0.508175</td>\n",
" <td>0.512995</td>\n",
" <td>0.515465</td>\n",
" <td>0.503711</td>\n",
" <td>0.502607</td>\n",
" <td>...</td>\n",
" <td>0.379558</td>\n",
" <td>0.400942</td>\n",
" <td>0.398504</td>\n",
" <td>0.385884</td>\n",
" <td>0.409758</td>\n",
" <td>0.433080</td>\n",
" <td>0.420058</td>\n",
" <td>0.419563</td>\n",
" <td>0.447426</td>\n",
" <td>0.448774</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.832065</td>\n",
" <td>0.590190</td>\n",
" <td>0.580816</td>\n",
" <td>0.579686</td>\n",
" <td>0.580050</td>\n",
" <td>0.579551</td>\n",
" <td>0.584240</td>\n",
" <td>0.591300</td>\n",
" <td>0.569333</td>\n",
" <td>0.567649</td>\n",
" <td>...</td>\n",
" <td>0.559236</td>\n",
" <td>0.596519</td>\n",
" <td>2.304593</td>\n",
" <td>1.393481</td>\n",
" <td>0.661885</td>\n",
" <td>0.651398</td>\n",
" <td>0.624899</td>\n",
" <td>0.652349</td>\n",
" <td>0.699387</td>\n",
" <td>0.655508</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 255 columns</p>\n",
"</div>"
],
"text/plain": [
" V1 V2 V3 V4 V5 \\\n",
"count 38400.000000 38400.000000 38400.000000 38400.000000 38400.000000 \n",
"mean 0.373672 0.408012 0.418404 0.420980 0.421814 \n",
"std 0.098974 0.080131 0.080369 0.081863 0.081315 \n",
"min 0.038469 0.233688 0.259045 0.269580 0.273937 \n",
"25% 0.299668 0.334763 0.343065 0.345050 0.344962 \n",
"50% 0.365481 0.388543 0.397193 0.399102 0.399245 \n",
"75% 0.445685 0.487916 0.502658 0.507322 0.508697 \n",
"max 0.832065 0.590190 0.580816 0.579686 0.580050 \n",
"\n",
" V6 V7 V8 V9 V10 \\\n",
"count 38400.000000 38400.000000 38400.000000 38400.000000 38400.000000 \n",
"mean 0.421358 0.426807 0.429181 0.419277 0.418314 \n",
"std 0.080683 0.080681 0.081414 0.078250 0.077991 \n",
"min 0.274090 0.275866 0.274769 0.273685 0.274631 \n",
"25% 0.345116 0.350838 0.352490 0.346149 0.345396 \n",
"50% 0.398413 0.403601 0.407299 0.396357 0.394954 \n",
"75% 0.508175 0.512995 0.515465 0.503711 0.502607 \n",
"max 0.579551 0.584240 0.591300 0.569333 0.567649 \n",
"\n",
" ... V246 V247 V248 V249 \\\n",
"count ... 38400.000000 38400.000000 38400.000000 38400.000000 \n",
"mean ... 0.327834 0.358084 0.366237 0.341929 \n",
"std ... 0.064647 0.056778 0.050779 0.059134 \n",
"min ... 0.143893 0.193508 0.219910 0.174218 \n",
"25% ... 0.272904 0.312169 0.330923 0.295109 \n",
"50% ... 0.334283 0.362259 0.367263 0.344043 \n",
"75% ... 0.379558 0.400942 0.398504 0.385884 \n",
"max ... 0.559236 0.596519 2.304593 1.393481 \n",
"\n",
" V250 V251 V252 V253 V254 \\\n",
"count 38400.000000 38400.000000 38400.000000 38400.000000 38400.000000 \n",
"mean 0.376129 0.394448 0.373834 0.370925 0.409842 \n",
"std 0.052337 0.056993 0.064088 0.062586 0.056333 \n",
"min 0.220138 0.215826 0.198084 0.186781 0.224686 \n",
"25% 0.339747 0.352853 0.324080 0.321077 0.369166 \n",
"50% 0.375732 0.397163 0.378828 0.372294 0.411261 \n",
"75% 0.409758 0.433080 0.420058 0.419563 0.447426 \n",
"max 0.661885 0.651398 0.624899 0.652349 0.699387 \n",
"\n",
" V255 \n",
"count 38400.000000 \n",
"mean 0.413357 \n",
"std 0.053984 \n",
"min 0.219101 \n",
"25% 0.375433 \n",
"50% 0.414135 \n",
"75% 0.448774 \n",
"max 0.655508 \n",
"\n",
"[8 rows x 255 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary = mars.describe()\n",
"summary\n"
]
},
{
"cell_type": "markdown",
"id": "ee6f8866",
"metadata": {},
"source": [
"#### 3.1.3 Data dimensions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c066ab19",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of pixels: 38400\n",
"Number of channels: 255\n"
]
}
],
"source": [
"mars_data = mars.to_numpy()\n",
"print(\"Number of pixels: \", mars_data.shape[0])\n",
"print(\"Number of channels:\", mars_data.shape[1])\n"
]
},
{
"cell_type": "markdown",
"id": "5dea62a1",
"metadata": {},
"source": [
"### 3.2. Data preprocessing"
]
},
{
"cell_type": "markdown",
"id": "925a0b36",
"metadata": {},
"source": [
"#### 3.2.1 Histograms of six randomly selected wave lengths"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "10f69442",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Exploration of different wave length distributions\n"
]
},
{
"data": {
"image/png": 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hrdv2d78NmEc6U7uTpBltZ3t3AdZHxC+znyeyae12pvMZYKsA918e2Chzama9KyWrkt4BfLbDrJMi4tJsGQGnAScBuwF3Ae+LiH9tW9d84GLgENJx9ArgzA7fvBbGx4Rt+TXpT96id4LUv/YNEfHU5ERJOwJfBJ6IiI8V2L5OgjRE2Qxgf2B1y7wDs3mTVmXTNpO0N7BD23JmTVKFnFoJfOCrvbKzOvbDgPqalfGW9+YUJwPnt4YTIBtW7K+y+cPyVuDnwP3AN4B1wHGTMyXNAt4ELGt5zjLgKEk7tUxbRAr9nUNsq9kojTKnZta7srN6V0R8q+XxH7DtMKARsYJ0fA3SMKCTWocBvTU7S3wm8P5sOFCzSstb9O4M/FqXeXsAOw7WnETSDZI+JGmhpDdK+hypWD0rIp6NiKeBc4Alkk6WdDhwHWl7Lm5Z1aXARuBGSUdkF6ktJY0E4TF6pzBv8c0+i1RfpeTURqOquaxquyquKlntOAwoaYSjhS3LdRsGdCZpGFCzSsvbveELwPmS1gE3RcTG7AKz3yWNfVvUEGCrgT8G9iZddLYS+MOI+FzLMueQitzTgBcAdwNHRsQjkwtExERWEF+StW0tcCGp8LWGG+MLbMrKqZkNpuysehhQG2t5i96TgCtJnwZD0i9Id44RKbwnFdGoiFgCLJlmmQA+nj2mWm4lqR+TVZjPEhWqlJza6DgvjVFWVj0MqHU0bieH8t6c4gngLZIOAg4mfS3zMKmf0MohtM/McnJOm8mFbvOUlVUPA9os3hf0r6+bU0TE94HvF9wW68JvcOuHc2pWDyPKqocBtbGT90I2JO0u6VxJt0lanX1CRdL/lHRI8U00s7yc03ryBaTjpwJZbR8GtJWHAbVGyVX0SnoVqaP7W4E1pIA8P5u9J/CBIhtnVoRxKyKcU7N6GHFWPQyojZ28Z3ovBL4CHAD8CVv6+0DqIP+qgtplZv1zThumLh/c6tLOCiklqx4GdGt+n46vvH16XwEcHRHPZrcsbPUY6faJ1iC+e00tOadm9VBWVj0MaAO4WB9c3qL3CWBul3n7Ao90mWd9GJc3+LhsZ4mc0wYYt6GExlQpWfUwoDadcTnBlbd7w+eBMyXt2zItJO0GfBC4sbCWmVm/nNMaav3w1+3/1jjOqvXE+4Fi5C16F5M6u68EvppNu5T01ckG4MPFNc3GgYM8FM6pWT04q2YlyntziglJrwbeDhwOPAU8DlwB/F1EbCy+ieOp6cVg07dvlJzT+nEexpOzOjruPjSeei56JW1Pui3iX0bEp4FPD61VVimD7hwm+wp5JzN8zqlZPTir1it/KC5Oz90bsiFNDiYNYG2Wi/solsM5tVHzDTZ646yalS9vn94vAG8eQjusBnwgqw3n1KwenNVp+LhTnnH4wJp3yLLlwPmS9gRuIQ2nEq0LRMQtBbXNKqh9WJP2LgutgXE3hpFxTs3qwVkdsXEZqsuSvEXv32f/HpM92gX+qmZsTPeJsOmfGCvMOa0JZ2TsOavWlfcPxZu26JX0ZeC9EbEaeDHpbi6HA98GfjHc5o2Xulzo1SmIVf+0XJfXtl/OqVk9OKvVU8Xjgwve4ejlTO8RwM4AEXG/pBnA5cDBEXH/MBs3rur6Zq9ruxvCOa0Z52VsOavWlfcLw5X3QrZJ7fcIN7PqcU5tZHzwzsVZHQN1yURd2tmPfoteMzMzs8Yoo9ibHCGh/Xc1udCskl4vZIsep1mf/Ia3AjinFeecW8ZZrbiyrlPxPqFcvRa9yyX9qm3abR2mERG7D94sM+uDc2qVUsULhCrCWa2objdScgHcDL0UvWcOvRVmJan6KBMDcE7N6sFZraleiuBOY9lPtayVa9qiNyIcULOKc06rzwc4A2e1rroN1QmdC+BuZ4zroqkniPLenMLMzMxsrE11IVodi9xx4aJ3xBwOMzOzbdXl+FiXdpqHLDMzG6pOwxONm3HffjOrBhe9NnZchJiZmY0fF70j5MLLrNmccTOrqyaeIHLRa2OraWE2qzLnzcxGzUXviPgAYNZcTTxDYmbjqUn7Mo/eYGOtqWMRWvmadGAwM2siF70l84HRzMaVb0tsVk9Nya67N5iZDcgfZvPx62VTcfcgGxYXvSVyiM2ax7nujwsbs/qpe2bHonuDpPnAxcAhwFrgCuDMiNhUxu+v+5uk6ZrytU3djTqneTjTxXH+6qdOWbXite7/6pbbxp/plTQHWAEEcDRwFvAB4Mwyfr8PjvXhv9XojDqnZtYbZ9VatR4363AMHYczve8BZgLHRMQ64FZJs4Glks7Lpg1FHd4AtjWfdRqZkeW0F87y8HV6jZ3DSqp0Vq18nQrfqmZ3HIrehcDytiBeDZwLHAbcVPQv9AGy/tqHMmv/m1Y10DVWek6n4xyP3lSF8FQZdT6HaqhZde6aYTKfVSuCx6HoPRC4vXVCRDwgaX02b+CDqUPaTFP9XbsVwR73t29Dz2k3zm+99PJ16lR/U+dzYEPJqnPYPHm6PpSVy3EoeueQOtq3m8jmbUXSicCJ2Y9PSlo9vKYVZjfg56NuRAkqu506t/P/c3hRQU2pq1w5hSmzWtn3Sc014nXtM5+Txj2nUM9jal3fu3VtN+Rs+4C57KRjVseh6IXU4b6dOk2PiMuBy4feogJJujsiFoy6HcM2Lts5xnrOKXTPqt8nw+HX1VrU6pha1/duXdsN1W1740dvIH363KXD9J3p/GnVzMrnnJrVg7NqtTUORe8qUj+jzSTtDeyQzTOz0XNOzerBWbXaGoeidxlwlKSdWqYtAjYAd46mSYWrVXeMAYzLdo6jInPq98lw+HU1qOcxta7v3bq2GyradkV07C7XGNlA2iuB75GGVNkXuAC4KCJOH2XbzCxxTs3qwVm1Omt80Qubb5l4CVvfMnGpb5loVh3OqVk9OKtWV2NR9JqZmZnZeBuHPr21JWm+pNskrZf0oKSzJM2Y5jkHSfpStvxGSQ9IukLSnmW1O69+trPt+c+RdI+kkPTGYbbVRqfPPGwn6XxJX5O0QZI/5bfp83U9WNJnJd2XPW+1pI9I2r6sdpvVdZ9Q58zVvS4Zl3F6ayfrN7WC1HfqaGA/4BOkDypT9ZvaGfgJ8HfAg8CLgY8Ar5R0cET8apjtzmuA7Wz1bmCvoTTQKmGA98ks0vvjn4FvAK8bbkvrZYDXdVG27LnAvcCvAx/N/n3rEJtsBtR3n1DnzDWiLokIPyr4AE4jjYc4u2XanwPrW6f1uK4jSYOGv2LU21X0dpLuAPQo8K5sG9846m3yo1rvE7Z04zol7fJGvz1VefT7ugJzO0w7Mcvgi0a9XX40/1HXfUKdM9eEusTdG6prIbA8Ita1TLsamAkclnNdj2X/bldEwwo26HZ+FPgn4LYhtM2qo+/3SWR7WOuor9c1Ih7tMPk72b+7F9c8s67quk+oc+ZqX5e46K2uA2kb6DsiHiB9ojqw4zNaZP1ct5P0UuAc4C7S1zlV0/d2Svp14J3AB4fWOquKgfJgXRX5uh4KPAusLqZpZlOq6z6hzpmrfV3iore65tD5lo4T2bzp3AJsJL1BdyV97f9sYa0rziDbeTHwyYi4r+hGWeUMmgfrrJDXVdIewF8An2s7C2Q2LHXdJ9Q5c7WvS1z0Vlunr2DUZXq79wKvBt4O7Agsq/CV1bm3U9LxwEuBjw2rUVY5g+TBuhvodZW0HXAt8CTwZwW2y2w6dd0n1Dlzta5LPHpDdU0Au3SYvjOdP2ltJSLuzf77bUlfI105+XvAZwpqX1Fyb6ek5wHnk65ifY6kXYDZ2ewdJO0UEb8ovKU2SgPlwboa6HWVJNIV2QcBvxkRE0U2zmwKdd0n1Dlzta9LfKa3ulbR1kdG0t7ADrT1qZlORNwPPE66XWTV9LOdOwAvJN36ciJ7fDebdzVbOvdbcxSWB9vKoK/rhaShi46OCP8drEx13SfUOXO1r0tc9FbXMuAoSTu1TFsEbADuzLOirNP4C0ifqqqmn+18EvjttscJ2bwlwO8Pp6k2QoXlwbbS9+sq6TTS15V/EBFfH14TzTqq6z6hzpmrfV3i2xBXVDYI9Erge6Sv8fclndm8KCJOb1nuPuDOiHhX9vNfAb8Cvk36uuE/k8bR+xXwXyLiqRI3Y1r9bmeH9cwjhedNEfHFYbfbyjXI+0TSQtKZiP9OGs/5uGzWXdnZhrE1wH7m94D/A1wJXNa22h91GV7JrDB13SfUOXONqEvKHBTYj3wPYD5wO+lT1EOkMWlntC2zBriy5efjSePWPk4aRmQV6Y4pu416e4rczg7rmIdvTtHoR7/vk2xadHi8Y9TbVIVHn/uZK7u8pn5d/SjtUdd9Qp0zV/e6xGd6zczMzKzx3KfXzMzMzBrPRa+ZmZmZNZ6LXjMzMzNrPBe9ZmZmZtZ4LnrNzMzMrPFc9JqZmZlZ47noNSR9UdK/TzH/EkkTkp4v6XxJX5O0QVLX8e4kHS3p3yU9LWmlpEVt8+dJig6Pq4vcNrMmKTqrXTIYkja2LHOQpC9JelDSRkkPSLpC0p7D2EazuhtCTiXpL7LsPS3pXyQd1baMc9oDF70GcBXwMkkHtc+QNAM4FrgRmAm8mzS49De6rUzSbwE3AF8BFgI3A1dJ+p0Oi38QOKTlcXqHZcwsKTSrbJ29ycfPSbcbnbQz6W6HHwSOAj4CHAHcIum5A26PWRMVndPFwIeBTwJHA98HbpJ0cMsyzmkPfHMKQ9KOwCPABRFxRtu8I4BbgSMjYoUkRURIOgW4OCLUYX3LgedFxOtapt0CzI6I38p+nodvG2yWS9FZ7bD+g4F/Bo6PiGumWO5I4MvAKyPiXwbYJLPGKTKnkrYjfRC9KCI+3DL9HuChiHjjFO1wTtv4TK8REU8CXwQWdZh9PCm8X8mWnfJTkqTnA78NXNs262rgEEk7D9xgszFVZFa7OAF4CrhpmuUey/7dro/fYdZoBed0P2AnYEXb9FuBI7OiuBvntI2LXpt0FfASSa+cnCDpecBbgGsjYlOP69kPeB7p3tqtfkB6vx3QNv2zkjZJekjSBZJm9td8s7FRVFa3IknAccDnI2J9h/nPkbSdpJcC5wB3kc4Km9m2isrp9tm/z7RN30gqZvdtneicTs1Fr01aBqwlfQqddBSwKym8vZqT/bu2bfpE2/yNpP5J7wIOBy4DTiKdETaz7orKarvXAC+kewZvIeV2Vfa73hgRzw7w+8yarKic/hgI4OC26a/K/t21bbpzOgUXvQZARGwE/hF4W3bGB9JXM/cD3+pnlW0/q3V6RDwUEadExBci4o6IWAq8H/hdSS/v4/eZjYUhZHXSCaQPp8u7zH8v8Grg7cCOwDJJ23dZ1mysFZXTiHiCVCT/haTflrSrpPeSLlIDaD9j7JxOwUWvtboK2IfU93Z70lWiV+XsGzh5RneXtumTP6+d4rnXZ/++IsfvMxtHRWR1s+zq7rcCN0RE+9eoAETEvRHx7Yj4e9IZq98Afq+v1puNh6Jy+r+AlcDtpH66pwIfy+Y90rqgczo1D2NhrW4nBeh4YE9S5/m8X5f+CPglcCBwZ8v0A4FngR9O8dxo+9fMOisiq60OB+b2uo6IuF/S47T1JzSzrRSS04h4FHidpBeShiZbTSqEH46INVM8zzlt46LXNouITZKuI13Mshfwg4j4t5zr2CjpK9k6LmuZtQj4ZvZVTTfHZv/ek+d3mo2bIrLa5gTgYeCOXhbOLpJ5AWnYQTProOicRsTPgJ9lZ43/GPjMVMs7p9ty0WvtrgJOIV1h+uH2mZIWAjsAL89+nixU74qI+7P/fxS4Q9JFwP8FXp89/nvLepaSPvX+E7AOeC3pK5sbBzx4m42LIrI6Oczgm4ErO13wIumvgF8B3yZ1T/rPwJ+TvtXxhadmUxs4p5LeThoV6cek7hJ/RurLe3bLepzTHvjmFLaVrMP9j4F5wEsi4r62+WuAF3V46jsj4sqW5d5M6nP0EtKnzKURcXXL/ONJd455CemuNA8A/wB8PLsAwMymUHBW/xE4JCK2ucAmy+p7SQfR7UlZvRk4OyJ+XsCmmDVWETmV9EfAkmy5J0gnk5ZExOQ4vM5pj1z0mpmZmVnjefQGMzMzM2s8F71mZmZm1ngues3MzMys8Vz0mpmZmVnjueg1MzMzs8Zz0WtmZmZmjeei18zMzMwaz0WvmZmZmTWei14zMzMzazwXvWZmZmbWeC56zczMzKzxXPSamZmZWeO56DUzMzOzxnPRa2ZmZmaN56LXzMzMzBrPRa+ZmZmZNZ6LXjMzMzNrvOeOugFVtttuu8W8efNG3QwbA/fcc8/PI2LuqNtRV86qlcE5HYxzamXpllUXvVOYN28ed99996ibYWNA0v2jbkOdOatWBud0MM6plaVbVt29wczMzMwaz0WvmZmZmTWei14zMzMzazwXvWZmZmbWeC56G2ze4ptH3QQzq6h5i2/e/DCzxJloNhe9ZmZjxgd1MxtHLnrHhA9yZuPN+wAzG3cep7fhfKAzs0neH5jZOPOZXjMzMzNrPBe9ZmZmZtZ4Lnobyl9jmpmZ9c7HzeZz0WtmZmZmjVd60Stpf0mXSfqupE2S7uiwjCQtkfRTSRskfVXSyzssN1/SbZLWS3pQ0lmSZvSzrqaYaoxBjz9oZmbjzsfB8TWKM70HAa8Hfpg9OlkMnAGcC7wJeBJYIWmPyQUkzQFWAAEcDZwFfAA4M++66s7FrJl10ut+wfsPMxsHoyh6b4qIvSPiOOD77TMlbU8qVM+OiEsiYgVwHKm4PaVl0fcAM4FjIuLWiLiUVPC+X9LsnOsyMxtr/vBsZk1XetEbEc9Os8ihwGzg2pbnPAXcBCxsWW4hsDwi1rVMu5pUCB+Wc12N4AOWmZmZWWdVvJDtQGATcG/b9B9k81qXW9W6QEQ8AKxvWa7XdZmZmZlZg1Wx6J0DPBkRm9qmTwCzJG3XstzaDs+fyOblWddmkk6UdLekux999NF+t8HMzMzMKqSqtyGODtPUYV635XpZpuO8iLgcuBxgwYIFnZ5rFTLZpWPNOW8YcUvMqsndnszMkiqe6Z0AdmofegzYBVgfEb9sWW6XDs/fmS1ngHtdV22N6wFtXLfbzKyVhwHtjy/cHE+5il5JLxtWQ1qsAmYA+7dNb+/Du4q2frmS9gZ2aFmu13WNlaYEvSnbUbSScmpmAyooqx4GdAh8fGmmvGd6/03SXZJOkrTLMBoEfANYRxpaDABJs0jhWtay3DLgKEk7tUxbBGwA7sy5LrMmKSOnZja4IrLqYUCtkqr4wSFv0Xs4sBI4D3hQ0lWSjpSkaZ63maRZko6VdCywFzB38mdJsyLiaeAcYImkkyUdDlyXtfXillVdCmwEbpR0hKQTgaXABZPDmOVYl1mTDJxTMyvFwFn1MKD5VLEQs/LkKnoj4isR8UfAHqRPdXsBy4H7JX1U0n49rGZ3UuF5HfBqYH7Lz7tny5wDfBw4DfgiKWRHRsQjLW2ZIO0wZpACdyZwIfCRtt837bqsPtwPa3oF5dTGlPNVnpKy6mFAzTJ9XcgWEU9FxGci4rXAAcAaYAnwQ0l3SnrLFM9dExHq8liTLRMR8fGIeGFEzIyI10TEdzqsa2VEvC5bZs+IOKN9eLJe12XWNIPk1OrPxWt9DDmrHgZ0Gj6ZMj76Hr1B0jxJS4EvA4cAtwAnAo8A10i6sJAWmlnfnFOzehhyVkc6DGhELIiIBXPnzu2lrWZDk3f0hlmS/lDSV4D7gN8H/hbYJyLeFBGfjoi3AX8CvKv45prZdJxTs3ooKaseBtQsk/fmFA+T+tDeCBwREXd0We4u4LEB2mVm/XNOzeqhjKy2Dt25umX6oMOATrWu2nC3huGq2g2k8nZvWAz8p4h4+xThJCK+FxEvHqhlNi2H1bpwTs3qoYysehhQK11V65NcZ3oj4lPDaoiVa97imyvzycuK5ZyOt6oebGxbRWQ1Kzpfn/24FzA7GxIU4JaIWC/pHOAMSROkM7Lvp/MwoO8jDQN6LrAvHYYB7XFdZpWUt0/vZyRd02XeVZKuKKZZVoYmXbHalO0ognNqVg8FZdXDgA6JjyvNk7dP75GkT3Wd3ABcMFhzzKwAzqlZPQyc1WyozylvZhERQSpUPz7NciuB1xWxLrMqytundy7weJd5E2z5VGlmo+OcmtWDs2pWorxF7/3Aa7vMey3ws8GaY2YFcE7N6sFZtbFQla4ieYveK4EPSTpZ0o4AknaU9KfAnwPuK2g2elcyYE4l7S/pMknflbRJ0h0dlpGkJZJ+KmmDpK9KenmH5eZLuk3SekkPSjqrfZzPXtdl5ajKAWoMXImPqWalydun91xgP9JVmv9b0lOkMfwEXJ7NN7PRKiKnB5GuCP8WsM2tRTOLgTOAU9lyFfcKSS+LiIcBJM0BVgArgaOzdn2C9IH79DzrMmsgH1OtUar+gTnvkGXPAu+WdD6ps/uupAGzb4+IHw6hfVYCD1/WLAXl9KaI+DyApOuB3VpnStqeVKieHRGXZNO+CawBTmFLQfseYCZwTDbs0a2SZgNLJZ0XEetyrMusUXxMNStX3jO9AETEara+G4uZVcwgOc0OxlM5lDRU0bUtz3lK0k3AQrYUqguB5ZPjfGauJp3BOow0NFKv6zJrJB9TzcrRV9Er6QDghcD27fMi4pZBG2XWSdW/NqmaIef0QGATcG/b9B+Q7uLUutztbb/7AUnrs3k35ViXTcMZqScfU83KkavolTQfuIY0+HWncQGDNLC1mY1ISTmdAzwZEZvapk8AsyRtFxHPZMut7fD8iWxennVtRdKJwIkA++yzT98bYjYqPqZW3+QHSXcBbIa8Z3ovI13UcgzpwpRtDkRmo+Kd02Zl5TQ6TFOHed2W62WZbvOIiMtJF/uwYMGCjsuYVZyPqWYlylv0/gZwfER8cRiNMbNClJHTCWAnSTPaztDuAqyPiF+2LLdLh+fvzJYzwL2uy6xpfEw1K1HeovdHdOhzZGaVUkZOV5G+dt2frS/AOTCb17rcga1PlLQ3aVimVS3L9LIu62IYfXn9zUkpfEwtifu7j14V9il5b07xAWCJpH2H0RizTuYtvtk7rHzKyOk3gHXAcZMTJM0C3gQsa1luGXCUpJ1api0CNgB35lyXWdP4mGq1V6djdN4zvWcDewGrJK2hwwUqEfGqwZtlU6nLm8tGZuCcZkXn67Mf9wJmSzo2+/mWiFgv6RzgDEkTbLmhxHNIA+1PuhR4H3CjpHOBfYGlwAWTw5hFxNM9rsusaXxMtcaoQ22St+j9XvYws+oqIqe7A9e1TZv8+cWkG0ecQypMTwNeANwNHBkRj0w+ISImJB0OXEIanmwtcCGp8G017brMGsjH1JrwTZyaIe8d2d45rIbYaFWhr40Vo4icRsQaOg+h1LpMAB/PHlMtt5J0t6mB12XWJD6mmpUrb59eAJTsLelQSTsU3SgzG5xzalYPzqpZOXIXvZL+FPh/wP3A14CXZtNvlPS/Cm2dmfXFOTWrB2fVrDy5il5JpwIXAH9L+rqy9evPO/AtQ60C6tCZfpicUyvSuOdpmJxVs3LlvZDtZODDEXGepPZbI64GDiimWWY2AOd0jLgorTVn1axEebs37AHc02Xes3iQbbMqcE7N6sFZNStR3qL3PuCwLvNeS7p3uJmNlnNqVg/OqlmJ8nZvuAj4lKRngOuzabtLehdpMPn/UWDbzKw/F+GcmtXBRTirteGhPesv7zi9V0iaA3wYODObfAuwHlgaEf9QcPusZB6Au/6cU7N6cFat7up2TUHeM71ExPmSLgUOJd056XHgmxHxRNGNM6tboKrCOTWrB2fV6qiux+bcRS9ARPwCWF5wW8ysQM6pWT04q2blyFX0ZoNoTykiPtV/c8xsUM7p+Kjr2RZLnNV6cjfAwYzy9ct7pveSKeZF9q8DajZazqlZPTirZiXKNWRZRDyn/QHsCpwAfBeYP4xGmlnvnFOzenBWy+FvRGxS3nF6txERayPiGuBS4LLBmwSS3iEpOjze07KMJC2R9FNJGyR9VdLLO6xrvqTbJK2X9KCkszrc+aY2HF7rxzByauNj3uKbve8pibNqVVfnfUFfF7J18RNgQYHrg3Qv8g0tP/+45f+LgTOAU4FVpDENV0h6WUQ8DJANBbOCNMD30cB+wCdIxf7pBbfVrA6GkVMrWZ0POtYzZ9WsYAOf6QWQtCfwAVJIi3RXRHyr5fEf2e/bnlT0nh0Rl0TECuA4Uh+oU1qe/x5gJnBMRNwaEZeSxkJ8v6TZBbfVKsRFwbaGmFMbE85VOZzV6nMW6inv6A2PsqVz/aTtgJ2Ap4FjCmrXdA4FZgPXTk6IiKck3QQsZMtZ3IXA8ohY1/Lcq4FzSbd+vKmc5taLr0yttwrl1Arkg2zzlJVVSe8APtth1knZySAkCTgNOAnYDbgLeF9E/GvbuuYDFwOHAGuBK4AzI2JTEW21aqv7fihv94ZPsm1AnwZ+BnwpIh4rpFVb/EjSC4AfARdExGT/pgOBTcC9bcv/AFjU8vOBwO2tC0TEA5LWZ/Nc9FZQ3UNVAWXn1Mz6U3ZW3WXQxlre2xAvHVI72j1ECt8/AzNIV7JeKmlWRFwIzAGe7PDJcgKYJWm7iHgmW25th/VPZPO2IelE4ESAffbZp4BNMStXiTk1swGMIKt3RcST7RPbuwxm074JrCF1GZwsaFu7DK4Dbs26Ci6VdF7bt6pmlVNIn96iRcTyiPhYRHw5IpZFxB+SujKcLmmyze2fjgHUYV635TpNJyIuj4gFEbFg7ty5/W6CVYCvODcz60nHLoOkb0MXtizXrcvgTFKXQbNKy9un9yd0KRY7iYh9c7eou+uBtwHzSGdqd5I0o+1s7y7A+oj4ZfbzRDat3c50PgNsVnsjzqkNgT+8NdMIsuougzbW8vbpvR44HpgF3Ar8B7A7cCTwFHBNoa3rLEj9jWYA+wOrW+YdmM2btCqbtpmkvYEd2pYza5Iq5NQayhe6FqqsrLrLoBn5i94J0ifEN2RffQAgaUfgi8ATEfGxAtvX6q3Az4H7SQFeRxqm7GNZG2YBbwIub3nOMuBUSTtFxC+yaYtIHfnvHFI7zUZtlDk1s96VktWIWA4sb5m0TNLzSV0G/3pysQ5PLaTLINlxecGCBT2f1bZqKfrbplF9eM7bp/dk4PzWcAJkHeP/Kps/MEk3SPqQpIWS3ijpc6Ri9ayIeDYingbOAZZIOlnS4cB1pO25uGVVlwIbgRslHZF94lxK+lrHHe6tqUrJqZkNbJRZvZ50y+N5tHQZbFtmF9xl0Bok75nenYFf6zJvD2DHwZqz2Wrgj4G9SZ8gVwJ/GBGfa1nmHFKRexrwAuBu4MiIeGRygYiYyAriS0h9jdYCF5IKX5vC5Kc6f41ZS2Xl1IbI/XjHQhWy6i6DffJxsn7yFr1fAM6XtA64KSI2Zl+R/C7phg+FdGKPiCXAkmmWCeDj2WOq5VaSxiY0Gxel5NTMBjbKrLrLoI2dvEXvScCVpGFNQtIvSHeOESm8JxXaOtvMZ336N4YX3jinZvVQSlYl3UC6iO3fSGd0F2WP90XEs8DTks4BzpA0wZabU3TqMvg+UpfBc4F9cZfBxmtS/ZH35hRPAG+RdBBwMOlrmYdJA16vHEL7zCwn57Se6vThzF/rFqPErLrLoBn5z/QCEBHfB75fcFusgso6EDfpk2RVOKfV1148OgfjadhZdZdBsyT3Hdkk7S7pXEm3SVqdfUJF0v+UdEjxTTSzvJxTs3pwVuuvqR9Wm3hX01xFr6RXke7Y8lbSPbn3B56fzd4T+ECRjbNmalqIqsY5NasHZ9WsXHnP9F4IfAU4APgTtgxcDamT/KsKapeNERfBhXNOK6yJZ0+sb85qQ7Tm2vmurrx9el8BHB0Rz0pS27zHSLdPNLPRck5rxgfJseWsmpUob9H7BDC3y7x9gUe6zLMaK+pKbR/YS+Oc1oDzYDirjeURTqopb9H7eeBMSd8kDWgNaWzB3YAPAjcW2ThLmnhwbOI2VYhzalYPzuoQjeI405RjW1O2o13ePr2LSXdtWQl8NZt2KWkMwA3Ah4trmpn1yTk1qwdn1axEuYreiJgAXg2cTPpUugL4CSm4v9lyW0JroKkuwJnqU6Ev3CmXc1pdTctB07anbM5q8zkj1dJz9wZJ25Nui/iXEfFp4NNDa5WZ9cU5NasHZ9WqqsmFes9Fb0Q8Lelg0n27bYz1Eog63VK1SZxTs3pwVsdPFY+Lo7zgbhS/O++FbF8A3gzcVnxTrGmq9GlxzK6kdU4rqEp5KNKYZatozqpVRlP3Ua3yFr3LgfMl7QncQhpOJVoXiIhbCmrb2KvjG7CObW4g57RCnAmbgrNqVqK8Re/fZ/8ekz3aBf6qZmz54F4ZzqlZPTirZiWatuiV9GXgvRGxGngx6TaJhwPfBnxlqVkFOKfV5A+C1s5ZtSoal31VL2d6jwB2BoiI+yXNAC4HDo6I+6d8ppmVxTk1qwdn1SphXArdVnm7N0xqv0e4mVWPc2pWD85qg41jcVlVee/IZlZr3vmYDYezZTY952S0ej3TGz1OM7PRcU4rwgc2m4azOsZah/lr3VeUOezfuO6jei16l0v6Vdu02zpMIyJ2H7xZNq5vSBuIc2pWD86qbaOKN69oml6K3jOH3gozG5RzOmL+oGo9clYN6LzPGPbNXsZ9PzVt0RsRDqhZxTmnZvXgrNqw+S6J3flCNjMzM7MKme6M7LzFN/d81nZy2aqe5S2zXS56R6Sqbz4zs355v2ZWnNZCdarCtVvuqlzojoqLXjOzAfnAsi2/JmbD0Zqt9qLYptbvzSlsCPyGLYf7O5kNj/djNky97r+b9D5s0raMmoveEfIb2czMLD8P79WZ64qpuXuDmdkAfJDpzl+52jD5vWV5uei1seUDsg3C75/e+XUysypw94aSeedvVn/OsVk1dOrj63xaNy56zczMrPZc7NZXWReYu+g1M+uRD6r9a3/tfBGS9aqX3Dmb1gv36S2RQ1lN7ptpZmY2esM+Fo9F0StpvqTbJK2X9KCksyTNKON3V/32f7aF/0ajNcqcTscZNtuizKw6d1akxndvkDQHWAGsBI4G9gM+QSr4Tx/G73RIzfIZRU6n4xwPl7s71FMVs2rWq8YXvcB7gJnAMRGxDrhV0mxgqaTzsmlmgO/WNkLO6Zjr9iFjMou+GUFllJZVf/AcT8PM+jgUvQuB5W1BvBo4FzgMuKmIX+JwNstk6KY7ELcuawMpJaedtH7QcY6rp/Vv0ksebeiGmlVn0GDr90GR+R6HovdA4PbWCRHxgKT12TwH1Dqa6m/bPs9f1Q6slJxOVdg6y/U11Tc0/lBauKFk1fmzbor8sDsORe8cYG2H6RPZvK1IOhE4MfvxSUmrh9e0QuwG/HzUjRihSm6/zs39lBcNoRl1kiun0F9W+/i7FKGS79Ee1K7dLX/frdpe4N993HMK1Tqm1u492kHdt2Fk7Z8m1x2zOg5FL0B0mKZO0yPicuDyobeoIJLujogFo27HqIz79jdMzzmF+mS1ru/RurYb6t32mqjEMbUJf+e6b0Pd2j8OQ5ZNALt0mL4znT+tmln5nFOzenBWrbbGoehdRepntJmkvYEdsnlmNnrOqVk9OKtWW+NQ9C4DjpK0U8u0RcAG4M7RNKlQlf96d8jGffubosk5ret7tK7thnq3veqqlNUm/J3rvg21ar8iOnaXa4xsIO2VwPdIQ6rsC1wAXBQRHkjbrAKcU7N6cFatzhpf9EK6ZSJwCXAIqc/RFcDSiNg0ynaZ2RbOqVk9OKtWV2NR9JqZmZnZeBuHPr21JGm+pNskrZf0oKSzJM2Y5jkHSfpStvxGSQ9IukLSnmW1uyj9bH/b858j6R5JIemNw2yrNV+feTxY0mcl3Zc9b7Wkj0javm25K7P3afvjwG7rLqHtPe9LJB0t6d8lPS1ppaRFVW/3sF9zG0wTjn91P4b1+TeY1yVXV5fV7umMyzi9tZL1mVpB6jd1NLAf8AnSh5Sp+kztDPwE+DvgQeDFwEeAV0o6OCJ+Ncx2F2WA7W/1bmCvoTTQxsoA78dF2bLnAvcCvw58NPv3rW3LrgLe2TZtzYBNH/q+RNJvATcAnwLeB7weuErSRER8uartzgzlNbfBNOH4V/djWAHt/yDwTy0/V+fmGxHhR8UewGmksRBnt0z7c2B967Qe13UkacDwV4x6u8raftJdgR4F3pVt+xtHvU1+1PfR7/sRmNth2onZe/JFLdOuBO6uUtu7rGubfQmwHLi9bblbgK9XvN1De839GOzRhONf3Y9hA+zz5lX9mOvuDdW0EFgeEetapl0NzAQOy7mux7J/tyuiYSUZdPs/SvqUedsQ2mbjp6/3Y0Q82mHyd7J/dy+ueVMa2r5E0vOB3waubVvuauAQSTvnb+5m474PHGdN+NvX/RhW5N+gUlz0VtOBtA3yHREPkD5lTdvnLOsLtJ2klwLnAHcB/zyMhg5J39sv6ddJX1l+cGits3EzUB7bHAo8C6xumz5f0rqsL+LXJRV1YBnmvmQ/4Hnt6wd+QDq2HFDRdk8a1mtug2nC8a/ux7BB93mflbRJ0kOSLpA0cxiN7IeL3mqaQ+fbOU5k86ZzC7CR9KbdlfRVw7OFtW74Btn+i4FPRsR9RTfKxtageQRA0h7AXwCfazuD8h3gA8CbgN8HZgC3SnpVvw1uMcx9yeTz29c/0Ta/H8PeBw7zNbfBNOH4V/djWL/t3wh8ktQt43DgMuAk0lniSvCFbNXVaSw5dZne7r2ksL+E1Ol8maTfjIinC2zfsOXefknHAy8lHcjMijRIHpG0HakbwJPAn2214oi/blv2ZtIFJEuAN/fR1nbD3pe0r0dT/N48htbuEl5zG0wTjn91P4blbn9EPASc0jLpDkmPAJ+S9PKI+Ndim5ifz/RW0wSwS4fpO9P509dWIuLeiPh2RPw9cBTwG8DvFdnAIcu9/ZKeB5xPulL+OZJ2AWZns3fQ1rfMNMtjoDxKEumK8oOA10fExFTLR8QG0tmqV+RtaAfD3JdMbkf7+id/nnb9Uyh1H1jwa26DacLxr+7HsIH+Bm2uz/6tRLZc9FbTKtr6zUjaG9iBbfvPTSki7gceJ90qsi762f4dgBeSboc5kT2+m827mi0XEJnlNWgeLyQN+3N0ROTJ76BnSmG4+5IfAb9sX3/287PAD/to76RR7QOLeM1tME04/tX9GFbY34AtmapEtlz0VtMy4Ki2T3aLgA3AnXlWlHXmfwFp/MK66Gf7nyRdSd76OCGbt4TUb8+sH33nUdJppK9b/yAivt7LL8su+lgI3NNfc7cytH1JRGwEvgIc17boIuCbEfFEv42m5H1gwa+5DaYJx7+6H8MK+xsAx2b/ViNbox4zzY9tH6SO4g8BtwJHkMb2fBL4WNty9wGfbvn5r0hXq76FFJg/JQ22fh+ww6i3a9jb32E986j4mIF+VP8xQB5/L3v/fRZ4ddtjbrbMzsDXgD8hXfixCPgW6YKQBSNse0/7EuC3gF8BFwH/DTiPdJb3d6ra7mG/5n5U+z1b5W3osJ6RHMMG+BssJd3E4pjseWeRCuUbRv2+2tzGUTfAjy5/GJgP3J69YR4ijds3o22ZNcCVLT8fTxrb73HS0CKrsjfgbqPenjK2v8M6RrLD8KN5jz7zeGX2/uv0eEe2zPbAjcBPs6LrCeBLwKtH3Pae9yWkC7++x5Yr5o+vcrvLeM39qObfvurb0GEdIzuGDfA3uDvL1DOkovgs4Pmjfk9NPpQ11MzMzMyssdyn18zMzMwaz0WvmZmZmTWei14zMzMzazwXvWZmZmbWeC56zczMzKzxXPSamZmZWeO56LWOJH1R0r9PMf8SSROSni9pgaQvS3pM0uOSVkj6r23LR5fHxuFvjVkzFZlTSTMkfUjS17JlHsuWP7icrTFrrpxZPT/L4QZJHceVlXRll2Nq+23BrYWLXuvmKuBlkg5qnyFpBunWgjcCuwMrgOcCfwi8Pfv/lyW9qOVph3R4/Jx0u0Mz60+ROZ0JLAbuyub/AfBL4OuSXjnk7TBrul6zOhN4N+kGG9+YZp2r2Pa4uqa4JjfPc0fdAKusz5NCdzxwRtu83wZ+jRTiNwA7AcdExFoASd8gFbSvB/4GICK+1bqC7OzRbtk6zKw/ReZ0A7BvRExMrkDSbcAPgVOAdw5zQ8warqesRsRaSbtGREg6BXjdFOt8qv3YalPzmV7rKCKeBL5Iui99u+OBR4CvAM8DfkW6L/ekJ7NpmuJXnAA8BdxURHvNxlGROY2ITa0FbzbtGeD7pDPFZtanHFklfKvcoXHRa1O5CnhJ61ebkp4HvAW4NiI2ATeQPr1+QtLuknYHLgQmgOs6rVSSgOOAz0fE+iFvg1nTDSWn2XqeD7wSWDnE9puNi16ymsd8SeskbZT0dUmHFdnYJnLRa1NZBqwlfQqddBSwK1m3hIh4kPTVzFtJn1QfAY4BjoqIR7us9zXAC4Grh9Jqs/EyrJwC/AUwB7ii8FabjZ9ps5rDd4APAG8Cfh+YAdwq6VWDN7O5XPRaVxGxEfhH4G3Z2VlIX83cD3wLQNKewPXAPcDC7HEPcLOkfbqs+gTSGablw2u92XgYVk4lvYFU9H4oIlYPdSPMxkAvWc2xrr+OiL+JiDsj4npS39//Bywpss1N46LXpnMVsA9wiKTtgaNJne0n+xydSrog8tiI+FJEfIl0NmkT8MH2lUl6bjb/hqy/oJkNruicHgxcA1wWEReV0H6zcTFdVvsSERuAW4BXDN7E5vLoDTad20lfhR4P7Em6Arz1a5gDge9HxC8nJ0TEM5K+D+zXYX2HA3PxqA1mRSosp5IOAG4GbgPeO+R2m42b6bI6KF8ENwUXvTaliNgk6TrShWd7AT+IiH9rWeR+4PWStps8c5td/PIyOo/McALwMHDHUBtuNkaKymnWDWI58CPghD4urDGzKfSQ1b5ImsmWbkvWhbs3WC+uAvYgXWH6D23zrgD+E/CPkt4g6Y3A/yV9gr28dcHsIPtm4JqIeHbIbTYbNwPlNDtoLiNduPYx4NclvTp7/EY5m2A2FqbKKpIWSjoWeHn287HZ40XZzztnd2z7E0mHS1pEGu5sL+Avy9qIOpKHg7PpZB3ufwzMA14SEfe1zT8c+AjprBHAvwMfiYg72pZ7M6kT/yEeUNusWIPmVNI84CddVn9/RMwrvNFmY6iHrK4BXrTtM3lnRFyZ9QX+B+Bg0hjaTwPfBJb62Do1F71mZmZm1nju3mBmZmZmjeei18zMzMwaz0WvmZmZmTWei14zMzMzazwXvWZmZmbWeC56zczMzKzxXPSamZmZWeO56DUzMzOzxvv/VR/HeYHdal8AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 720x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_index = np.random.randint(0, 255, 6)\n",
"\n",
"\n",
"print(\"Exploration of different wave length distributions\")\n",
"\n",
"for i in range(6):\n",
" # plt.subplot(2, 3, 1)\n",
" # plt.boxplot(mars_data[:, plot_index])\n",
" plt.subplot(2, 3, i + 1)\n",
" plt.hist(mars_data[:, plot_index[i]], bins=100)\n",
" plt.xlabel(\"V%i\" % (plot_index[i] + 1))\n",
" plt.ylabel(\"Frequency\")\n",
" plt.tight_layout()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "f81aaeeb",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"We can see that some wave lengths have clearly different values from different kinds of pixels.\\\n",
"For some dimensions, they could be used alone to define two distinct clusters easily.\\\n",
"Overall, the six wave lengths selected appear to be more or less symmetric, although some right spikes are higher than the left spikes, it would not hurt to simply standardize the data. "
]
},
{
"cell_type": "markdown",
"id": "da6df892",
"metadata": {},
"source": [
"#### 3.2.2 Box plots of all wave lengths"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "cd8fdaa0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.boxplot(mars_data)\n",
"plt.title(\"Box plots of all variables\")\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "25b1af85",
"metadata": {},
"source": [
"##### Interpretations\n",
"\n",
"Some dimentions (wave lengths) appear to have much wider spread than others $\\rightarrow$ Need to normalize the data.\\\n",
"Overall, the median appear to be centered in all the box plots. and they look rather symmetrical $\\rightarrow$ Standardization"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "50c866f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sample = mars_data[::1000]\n",
"x = np.arange(0, 255)\n",
"\n",
"for i in range(sample.shape[0]):\n",
" plt.plot(x, sample[i, :])\n",
"plt.xlabel(\"Wave length\")\n",
"plt.ylabel(\"Measured value\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "e0c68ea6",
"metadata": {},
"source": [
"#### 3.2.4 Data standardization"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "aff045da",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"ss = StandardScaler()\n",
"mars_scaled = ss.fit_transform(mars_data)\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7cf6df8d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Visualization of different wave length distributions after standard scaling\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"Visualization of different wave length distributions after standard scaling\")\n",
"\n",
"for i in range(6):\n",
" plt.subplot(2, 3, i + 1)\n",
" plt.hist(mars_scaled[:, plot_index[i]], bins=100)\n",
" plt.xlabel(\"V%i\" % (plot_index[i] + 1))\n",
" plt.ylabel(\"Frequency\")\n",
" plt.tight_layout()\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "765a907f",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"Data are now centered around zero with a spread (standard deviation) of 1"
]
},
{
"cell_type": "markdown",
"id": "aa867370",
"metadata": {},
"source": [
"### 3.3 Dimensionality reduction\n",
"\n",
"#### 3.3.1 Conduct PCA"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "58132786",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA()\n",
"mars_pca = pca.fit_transform(mars_scaled)\n"
]
},
{
"cell_type": "markdown",
"id": "473e5a13",
"metadata": {},
"source": [
"#### 3.3.2 Visualize explained variance"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d01d15d8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.8601374108749605\n"
]
}
],
"source": [
"explained_variance_ratio = pca.explained_variance_ratio_\n",
"\n",
"n_bars = 20\n",
"x = np.arange(1, n_bars + 1)\n",
"plt.bar(x, explained_variance_ratio[:n_bars])\n",
"\n",
"plt.xlabel(\"Number of components\")\n",
"plt.ylabel(\"Percentage of explained variance\")\n",
"plt.show()\n",
"\n",
"print(sum([explained_variance_ratio[i] for i in range(3)]))\n"
]
},
{
"cell_type": "markdown",
"id": "afe4acfd",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"The first three PCA components appear to be explaining most of the variance in the data."
]
},
{
"cell_type": "markdown",
"id": "15ef4729",
"metadata": {},
"source": [
"#### 3.3.3 Variable factor map"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "4290cb31",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"coord1 = pca.components_[0] * np.sqrt(pca.explained_variance_[0])\n",
"coord2 = pca.components_[1] * np.sqrt(pca.explained_variance_[1])\n",
"\n",
"fig = plt.figure(figsize=(10, 10))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"for i, j, nom in zip(coord1, coord2, mars.columns):\n",
" plt.text(i, j, nom, fontsize=10)\n",
" plt.arrow(0, 0, i, j, color=\"r\", width=0.0001)\n",
"\n",
"plt.axis((-1, 1, -1, 1))\n",
"plt.gcf().gca().add_artist(plt.Circle((0, 0), radius=1, color=\"b\", fill=False))\n",
"\n",
"plt.title(\"Variables factor map - PCA\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "3119be95",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"Most of the wave lengths have projection on the first two PCA dimensions with norm 1.\\\n",
"Most of them are represented entirely by component 1, other entirely by component 2.\\\n",
"Some isolated wave lengths are not well represented in the first two PCA dimensions."
]
},
{
"cell_type": "markdown",
"id": "26955b8b",
"metadata": {},
"source": [
"#### 3.3.4 Individual factor maps"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9005489b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"\n",
"plt.scatter(mars_pca[:, 0], mars_pca[:, 1], s=1, linewidths=1)\n",
"plt.title(\"Individuals factor map - PCA\")\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "efe72fd5",
"metadata": {},
"source": [
"##### Interpretations\n",
"\n",
"It is hard to distinguish visually the five groups identified by experts.\\\n",
"Two, three groups appear to be clearly present in the data."
]
},
{
"cell_type": "markdown",
"id": "914979de",
"metadata": {},
"source": [
"#### 3.3.5 Reduce dimension to three"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f04b7c35",
"metadata": {},
"outputs": [],
"source": [
"mars_reduced = mars_pca[:, :3]\n"
]
},
{
"cell_type": "markdown",
"id": "25c25c3a",
"metadata": {},
"source": [
"## 4. Clustering"
]
},
{
"cell_type": "markdown",
"id": "d1b8020d",
"metadata": {},
"source": [
"### 4.1. K-means"
]
},
{
"cell_type": "markdown",
"id": "0499c35a",
"metadata": {},
"source": [
"#### Additional imports "
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d1fe2f10",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans, AgglomerativeClustering\n",
"from sklearn.metrics import silhouette_score\n"
]
},
{
"cell_type": "markdown",
"id": "650aba6a",
"metadata": {},
"source": [
"#### 4.1.1 Choose the number of clusters\n",
"\n",
"Either use the elbow method or the silhouette method"
]
},
{
"cell_type": "markdown",
"id": "edbac1f5",
"metadata": {},
"source": [
"#### 4.1.2 Elbow method"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1df27f92",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"inertia = []\n",
"for k in range(1, 11):\n",
" kmeans = KMeans(n_clusters=k)\n",
" kmeans.fit(mars_reduced)\n",
" inertia.append(kmeans.inertia_)\n",
"inertia = np.array(inertia)\n",
"\n",
"plt.scatter(range(2, 11), inertia[1:])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "1470a547",
"metadata": {},
"source": [
"#### Interpretation\n",
"\n",
"Choose K=5"
]
},
{
"cell_type": "markdown",
"id": "aaec9ce2",
"metadata": {},
"source": [
"#### 4.1.3 Apply K-means on PCA reduced data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "b2e92da5",
"metadata": {},
"outputs": [],
"source": [
"kmeans_pca = KMeans(n_clusters=5, random_state=0)\n",
"clusters_pca = kmeans_pca.fit_predict(mars_reduced)\n"
]
},
{
"cell_type": "markdown",
"id": "4a825e1f",
"metadata": {},
"source": [
"#### 4.1.4 Display results on individual factor map"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6500d1f0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(mars_pca[:, 0], mars_pca[:, 1], c=clusters_pca, s=1, linewidths=1)\n",
"plt.title(\"Individuals factor map - PCA\")\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "73e7aa0d",
"metadata": {},
"source": [
"#### 4.1.5 Display the image of MARS geological composition found by clustering"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "12093013",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ccy/03v/HAtvSVKt0Kac56mgs6tyslGreOqWn9g4WShV8pzxvz0mX1X6ZekzvrTLmVnuVo6eGqa3kFPbn7qep/b2f2rgSg69/673/VvhN59wTtRp8/Yr3/r1b37tL0pcl/ayktxfYFgAAgK7UrPl6iaTzJP3W9je89992zt0q6UplDL5SppBZQm3QEl9zKT1PpH302rt3fH260Hpy0rJaCVvOWW/L+icLKdvWUz2Xxbp7bnWwVCMnj6WOg97udrzPOfefnXNfcs6tV5Qfk/SopD8Klv/i1s8AAABmzzL5+ppW9Vz/RtIBST8t6Sbn3EHv/QlJhyR9y3v/aPC4M5IOOufO8d5/x3B7FqNW0jVSXUCunpKuHBYJSE6fr55ryWJKJEO910xNsernNtJrHo1lzdF+pXz+19qWnv42hes+cEF8ObPBl/f+dkm3r33rNufcEyS93Tn369uLRR7qzvIzOeeulnS1JB04dGhyO5Z4yY3Ljnb7oOfLjiksWiikDKxKdMGPPUfK9ocfvCNdUpRstrfUa5x7Y9YUPV9eK7VtKc/b88l3qcHYSE1WPyLpaZKeo1XCda5z7kCwzPmSHvLePxJ7Au/9zd77S7z3lxx4ypNLbisAAEBxtQruvVatJQ5IOirpS2s/O7b1s0mP/+bOZGIJ8+ylKNVaouczvlJGS7pCJVKUUgX3VpcqW11qHaldxVL1dDkKy7D5d/NUdLnSydffkvQNSV+R9FlJD0p67fYPnXMHJb1S0m2FtwMAAKALZsmXc+7/0qrY/ve1SriOb/17g/f+ryT9J+fcOyW9wzl3Ro81Wf0uSTemrOORc3cmE0tMuXpK+47ccs30QoPppeYrbCuRKid9KdGgMCU5SnlMynNYJE4pz1Gr4WsrPW9bSyO3WChppFSxxzYklpcdvyTpdZIu1KqI/l5Jf8d7/3+sLfNOrQZbb5X0dEm/J+nHvPd/ZrgdAAAA3bK82/Ftkt42sYyX9Mtb/5ChZdoXnikcueXSNhuSKayFy5nY/L7jN218r+cE0OLsruXt7CO1sKg5jVFOiljiManP04uR0po5IDXcXemaLwAAAKypOb0QArG7EqfSmFI1X0s4Iwn3bc7+r5Vy9X5GnnNGa3EXZS059U+lpjEqNbG2xV2sue9PzvG9hM+oGlom2T1pnYKSfAEAAFQ0VPIV9vkaTUqNkUVdkpXwTGBjWy6vty0WUvqfTS1TK/lKWU+s/mwkLSd/nmKVYvX0GqeSrpyatdxUrnXqsB8kR/NU+47IoQZfo7eaSBlYWQy2Ui6vhVIOsp4bkFodCyP9UYgdK1YNdveqp8LaUk1WS12Cm1Lr0mvOAM5q20b6vZsji9/fHts59IzLjgAAABUNlXyNJieBmtIy7eulAWlNG2dzJ5pshqTxkt6R1Ep9ciYpt0qXptaTcwmxVGNWLuOVUzOhmko0l/w+k3wBAABURPKFZKMnXSlJ5NQZ4GiNZVtJOZO2Ouut1bag1DRGU0mXVbpkMb1TTw1ULRJC6pTQCskXAABARUMlX6O3mrBQc2LtVq0lStWW5dTc9Tx1UEs5d+WG+3+JCYNV89ac9Uw9r1XT25REam4pXIhJyuNGr/Gy3H6SLwAAgIqGSr6WqGWdVat1h+uNJXuj159NmWPCa3H3b0pvs5zavpQz2pzarFCpFChnPSUataY+z9xToLm/Puwfg6/O1WrvEL2M1HEH+zkOTvaqVUPVmJQBc8hq9oapwVZOM9palwdLPU9OS4sUOc/BJbjx0MV/peRr5rIjAABARSRfDcXOvsOz9JxEYXQtX2POTQa10slWSVcsOerpsm+J/VJzqh2LJqs5CVSt19hy2qJaaB6KvSL5AgAAqGio5Gv0ibVTTNWrxBKH+47ftO/19pRkzE3KDQPhMj3Vc6UY/XcxJbmwaIaaU2dlJWeqoKllak19lLKunmrLWtZM5bxHKROb12pmPGUu9WgkXwAAABUNlXyN1mTVIr1IuXNLx/e9mqZGek9jcuryen7NKXch9rz9oZTaypTf1Zy7HWvVb6VsSw6LybitJhOfWma0OrFSlrgfRqy5I/kCAACoaKjkawk1X7W0mjooR0pyYSWn9m3ux2HNKa1y5PT5mnyO05vHXK2zaYvkqNZUQbH1tKprs3rNU+9z7rRYtdKZWneOptSJ1VhvbN0jJGFDDb4wXiG2hVIDrdjzHladthFTchqD5j7vFKuBVs6gKEep5231gZ5zCa7Upb5aXfGttr9npY4ni/2QM8CJGWEQdDYljzEuOwIAAFQ0VPI1WsE90vTUSLZE0mV12a5UooNNVsljzplyytl2iYJ1q/YOKc8xcmqVkgqhrlKXQEselyRfAAAAFQ2VfI0m53Z2lNNTkT6F/fNTs8nq1PPUau+QomXz2VpTKlkkL3NpHno2rWrAety3JF8AAAAVkXwtFNMJ2ak1sXbK805tS630zCrlrXWHZCkWd/qVqsXKeUzO86YkaimPyVmmlTnWhbVqLTFXJF8AAAAVOe/HqSN5yqEL/Q++7I2tNyNbTzVfR265psp6LFKhUmlNyl2IPSeEPdWA1Tq2e0q+wtecMxm3FatEqsR6Ulj0C2u5b1PWbZEU5dQp1ToGrZIwi1qsXiYBl6Q7/Ec+772/JPw+yRcAAEBF1HxhMXpOsUbTKsWtOdVUyrqnlJrCJ2dS6Zxu9TnblsKiW32trvhWSVGrmqlatXFWdW5LuSOSwVdFS2w9YTHgqTm3YIkBWmxbp9bT0yVFrEz9/uZ+eE/9cbT641miSD9lPbXmeiw1kOqpIezo0/XkaPmaS66by44AAAAVUXDfUMvkq1bBvYWcFKjlJcaeUquUY2zqst1oCW2rovyU/TR6UmHVmNWieN6qEN6CRULSU5F4Ka1uOqjZFiPcPgruAQAAOjB0zZdV8W2rRpRWk/fOXU8tIXpKtWI4fvrW0zQntYrcU5R6TInJxEsZvTFryr5MuemgxO9DzX0bPu+BC+LLkXwBAABUNHTyZZFyWWl5C/wSkXTFj7lat7NPnZ3WrF8J1zX6lEQ5St2VlVObZTGlUqk6MZRL+3Keo2XNWuvpkki+AAAAKhrqbsdLfvCJ/t/cfuFZl5k6y82ZnLimWjU7I93t2FJPyVfKdDZTYmd3U/2rerqjqmUNTE6C1lMNnsXUNCms7lTc63qsJiDPSXBSjsta0+b0PAXR3KS8HwcuOBW923Goy44n73/mjg/Anj7YMA+9DLZSLimWWle4nlp/1Hoqfo7JuZzZU2PlnEuTOe9ZqUL+HFPbYlG0Pwc9v6aeW3Dsp5Cfy44AAAAVDZV8Hbvo66RdRlq1auhdq7Yj4XF91f2XbSxz+O6dX+c2uJxi0UjTqmC651vtLZKw2PP0pFTBfc5jepm2KHe9vUwNlDMHZmyZntW6DJz2vKeiy5F8AQAAVDRU8hXWfOVISTJqTuTcytyTrpzJrGNKJWHTRe02t/DnnAGGCVuKWikEViyK/0vUgMWWyUlaarWayPmdiq3nCl284+ueE9tSE5D3JOVYbpmOSSRfAAAAVQ2VfJXSqs4H5Yye7OXWZVitq8R6QrXOrq3OXqfOlEs1WrZqEptz52WJhCpnPSmsEraU551aT4pWNWCj1XO1bHVT8j0i+QIAAKhocclX7/VcOWenPfUSQppSDS83zmBPT683p8bLQs91YrFty5mOZPSpjkr1uKrVZLXExNotU6KUY3AqrWm5/T31TGN6IQAAgAVZXPLVU8rV0uh9vkbf/lDPfY5asqix6KnGZbRUOqfDfcpz1EpAatWshXI6n8d+3tPUXhZ6ri2rbXGDr94vO+YY7QPdwkiDrehUQR+7eN/P+/6L7tz85unNb63recBWqng7xqLwutZli5xC/lKfCaVOEmoNilKMPg1WKbUaOPeEVhMAAAAzsbjkazQU048vXuTebwIVqpVC1GqdkWvqLH0/k+z2IOWyl1WqmNPepESiZtVkNUVOUlqrHUXKe2bRtqP3pCtEqwkAAICZWFzylTLtTM81YKNNzFtLrQL80WoGmToojcVk4intKWJGSsesanYsUqxS67G4ySDneUdj0bZjqfVzEskXAABAVYtLvmJ6Ti4Q13OriTCJvOotl5k876kTlwbfuWdjmc2kq9/UqufWGaXusoy56v6dx0f0LtZAL81bSyUXVsnj1PNaJW45r7lUDVhOklrqPQu1mlIpRcq+tNx+ki8AAICKSL4wC7WSsJSU1KLOKnoWeWLvz2Oh1N2OPSVdOawmaQ4fd4Uu3vF1zjRGKSymqilVq1XrbscUFtMYtWSV1vT8Gnvett0MNfh65Nydf1S5XLgMKe9zrcuOVgX3pS659dwCYu5KvYc5l5ZSbsyxWE+pxriljrlaA7acy7FWlxAtmv/mDH5T9lOpy4xT686dPaBkI2UuOwIAAFQ0VPIV6um2/5wpQBA3WqIZHodHPxb83CgC39gvxyPbUmAuPpKvfDmXrCykXIbMaZVhdQnLYs7FnFYHFvs6N+0b8dLYupzGuKG5TUm0n/k4Sb4AAAAqGjr56gkpF7ZttoTYdPTanVX4SVNzBAlb7Jg7qM9NPs/G806sO7eQHOXqn0rUopRKFEpNL5TCoj1FqWl0LBKd/SQvZ5PzntU8fvYqpZ6udg0YyRcAAEBFJF9GRqv56qkp6RKlpGNTou/h5Tuf977jN+34utQdVaFak3G3ZDV1Tfi4UvspJxFJuSMyVKoWq1btT63mraW2f+o9i/2+h41+cybWTtmW8DlSPnt6asRqieQLAACgIpIvYMbC9PXO09N3wR255ZodX8fuPg1ry5Z4h6RV81BsskqFShyXKUmeVfKbU2Nk0UjWSq3eZiMaavD1+G/204agl7nVUkS37fL625EqvJzWy3u+m7B43uKSYk0bx0dwbMQuqV/xsYt3fM2gIk1PhcwtL43lqDXYLVGkH3ue0Vi0+kjR6jJjzs0LzO0IAAAwiKGSL2A3teZ2jJlKusJkTJo+i7RKz1LaU4RSmrkiT8uEMCe5aJXK1ZJzA4TVJcVSzzsl5VJfWIAv1Wv1UeuYKjl1UAqSLwAAgIpIvoAOxdKyUKnasrDGa663erdQKjWpJSe5sJqYOkeJthFWrTOymrWennyIiVoTpls1o+15CqLdkHwBAABUlJR8OeeOSrpO0qWSXijpTu/9DwfLOElvlfT3JT1D0r+V9Abv/T3Bcs+XdKOkF0t6QNJvSvoF7/2j+3gdWJipiYNTaptGbzQbS8dy0rCUSZhD3N2Yp6eUq9Qk0ynrKTGlVctpjFKeo1b9k9Xk51NKNaPNSU5LJV0l92Vq8vUCSa+Q9Idb/2J+XtI7JN0g6ZWSviXpDufcs7cXcM4dknSHJC/pVZJ+UdKbJf1CzsYDAACMJrXm61bv/cclyTn3Ea2Srf/COfdErQZfv+K9f+/W9+6S9GVJPyvp7VuLXiPpSZJe471/UNInnXPnSbreOfeure/Nxmj9quak5XRPG1P6XHvx5GNK1SyEx1xKyhWe3ZFyYTdWUyrVmtLHQqm7EmvVKaVM1J77PFPLWLzGufRQS0q+vPd/NbHISySdJ+m31h7zbUm3SrpybbkrJd0eDLI+pNWA7KUp2wIAADAyq7sdj0l6VNIfBd//onZ2CTom6VPrC3jv73fOPbT1s1uNtqcLvSRdo9c2WQlTn3AaHWnzPTv4sc9tLDMlJenKEZ7xvf+iOzeWOXLL3mu+SLrGU+IuuFI9r0olFbVq4VpOdRQ+xqI3lVWdXqk7F6eUWk9K/zPLGjCrwdchSd+KFM2fkXTQOXeO9/47W8s9EHn8ma2f7UlsUFFrwNPzdEJzkzN4TPlFCi8PSpsDp1YfMDHh8xw5MT14HN0S54wsJaeFwpTc9yOneWuJx6Q8T0+DsVqs2oOUuBxotZ7W7Sks+3zFPvVd5Ge7LRf9q+Gcu1rS1ZJ0zpPO38fmAQAAtGc1+Doj6Vzn3IEg/Tpf0kPe+0fWljs/8vinKp6IyXt/s6SbJekJF13o11OQuZ3lW5maKDlXyyl8puTEvymPaTUdRu56wvdko/g/8pp7OuMO9bxtKUqlG+HztJ4q5Wxy0uKcy161jpVSNxm0LLi3uPxnlZzW2g85lyKnLkPGHrMbqyarJyUdkHQ0+P6xrZ+tL3dsfQHn3IWSnhwsBwAAMEtWyddnJT0o6bWSfkmSnHMHter3dfPacrdJus45d673fnvYeVzSw5I+bbQts5bTENNKT0lXjpQzklq3Rk+xOvsLU9Cjd99r8rxIM1Jyl1uInfOYllMO7XU9tWqzaqVApZIlqzq9HD39noVp2IEL4suldrg/qFWTVUn6bknnOed+auvr3/HeP+Sce6ekdzjnzmiVYr1Jq2TtxrWnuknSGyR91Dl3g6TnSrpe0nvm1uMLAAAgJjX5epakDwff2/76e7VqpvpOrQZbb5X0dEm/J+nHvPd/tv0A7/0Z59zLJb1Xq7YSD0g6odUAbNLjv7mz7qjl3Y6I7+tW6VipaSByGgmWEr7GlLYS4ftxsFCDSMxTq6mNSjVmzTG3KaFSpNQylZqkfOo5ctaTonb9WdLgy3v/ZT125+Juy3hJv7z172zL3SvpZYnbBwAAMCuWrSaqW0LK1bLGa0pK8pgyxVKrtKzUWaRFM8WYWFNYQEo7xqbSYavfh1pTBbWcGNzieXMes9F0VRdvLGNxp2vKXdE9T+lT6i51y7uKhx58Ia6nwvieBsilPqxbFtSjjFLz95VSouN9Losu+LX2f8of5VrtQqw+E6xKLkIlbpIoNfhNWU/OMWf5uW3VagIAAAAJSL46k3OZsVRT1SktU63wNYf7LfdsKadAdOpsKOeMKhZn58zbGIo971X3X7bv552bnlMuKxZn/qMXltdMOyyet6fpzqbWE1tXqc/TUqbWlZYynop+l+QLAACgIpIvmJqqN2uZlqWctdea8HevzwGcTYkJpGPLtJQz4fXUfqk51c7U81rVn1k8JkWpmyIsPgstEsLY4yxTRJIvAACAiki+Guq5jYSVUknX1L4rdXdLztlR6vbtXGDyKbLEbyEvsy5sKnUXn8XdjqXqn0rdHVhqPVPPm/setqrXKpUC1WopkiLnNZZqCZSK5AsAAKCioZOvWPoxdRfcxp2BSJaTYqU0Wc0x9T6nsLrGb3F2Gt6FGD1Og7tYe2pYizS10plYwhkeY+HXsbteS9RZpTxvLaX69lklYRY1Uz3V7dW6+jD1nCmPKW3owddoRr/MWGoglWNqX9b8ZQuf99SJnS0h7jt+k8l6cvb30Wt3XlMcrbCfmxXqKXVi0XKAM5JaBd+lPhtL3fBgMZDNuQyZs5694LIjAABARUMlX8cu+vpk4rHfn0tcmtzN1LyNKUpdFtu8zGJzFj+VaqUodTylzK05N7EmsaXmKJzScxKTsy0p+zZlPbWKqmtpWZhd4hJcilqX5Kxa91hMV2WVjqUi+QIAAKhoqOSrlpRC/p7UKrIuVfNVYvtzz5LDs/8jt1xjsDX1hMfuVW+Z19RBKYXktaZL6inpShHuu1jSNaVlIXkJVo1CWzWsLdX0OUWJZqi11ivRagIAAGBRSL4S5bSsGP3uxlosasmshO/rYZWpc7No2xGzWf+059V0JeVsdG6vuZSpdhSxJCz8Xqv6ujma2rdWwrQmp7Yv5Xk5FlbC/XvggvhyJF8AAAAVkXwhWa076ZLWc/zsP065Nh87A7zs9S+aXreBnPq5cJlYsnrVi+dV45WCM+48pfZbraldikzLlKmnY9CiyXN8GrI2zVtrJWxWfb42992p6HORfAEAAFRE8pWpVT1XyrQzpfTU4d5CbF+2qjdL2bfhMcck2bCUMyVRbp1STv+qEolHqa7yOXchxpL4qTt3c+q3ct7n2ONq3dXa+4TpuYYefMX+eFLkPr6cQV7ObfNHbtlsmDq1rlKDs5yBbE+XOjC+lsdTqT+EJS5Z9fR7lzKQKlXIPxKr1h+WLUW47AgAAFDR0MkXKRf2YiMprXS5Nke0mL5S81BgW3jMvf+iO3d8XWq6p5ZTEuVcEk1Z70Yicnp6WywugaY8Zup9lvKaGbdqR1Fqkmwm1gYAABjU0MkX5iml/ilMsVJS0JFuGKCYHj2ymKJoNKVSuJwmtylpU7hM1g0CBqlcSykJVamJtDf2wy7di0i+AAAAKiL5QvdSpudJme4pnCood90lbLSR+NjFVdYLnI1FI81at/C3nMC71sTaFmlNyrZZtR3JqZ8rUeeWIuc928/xRfIFAABQEckXulOqNqunmq9w3Vdce/HOn3dUP4F5ymlsWmtKmZip7Z1jn7JQSg2Yxd2ZFlMUSXk9xizuNp16zhirux1Tt4/BF0xZDHAsBkUplypTH1dCeJnxqrfQRgJ1jTbAn9relpcdU9Y79cf9Cl288b2pGxpyXnPN/ZTT8LXVnJExJU8+uOwIAABQEckXsqWkRBZJWEqKZZVYlXre0GYjyiKrAUzltJawmBYo93lylGqhUOJymsV2pG6LRZuRVlMfpRxPue0och9D8gUAAFARyVfnUloohGqlNzlya7FqqbWvRqu3mVLq9m+Uk5O89NxkteWURKXWM7W/S03vlCJlSqIpse3PaRI7JTftm3rMfpB8AQAAVETy1ZmppKunFCtFTgrXU0sIpMlJQGqdoSOu1C37Frfjcyzky5mSKMXU+xq7WzOU8jmR02S1pzs8U5F8AQAAVETy1VBOPVeKntIxi21JeY6e69yOXhu5lXHwM/uciXhDVvVCVmf2sBHW/lx19/T7Y1F/0zrJKGFqMu6059j7emIs6p1yJhNPSchbNeDdT2NZBl+D6alRaI6U7be4VAk7sQ/dngqtN/7YMxgrJmfQnXLJJ+fSUqk/qKMP6nre3pTBZK12JilyjoVw+w9cEF+Oy44AAAAVkXxVlHOZkUQnrufLjKMLz/ZiZ6JTx3I4fVJNJGHllEouptZT00jJUY5Sxec5Uyr1Lucmg9Tjn+QLAACgotknX+EZessz8iWymk5oZLXqEUqt68gt12yuR/tv/1HrdzPW/JE2F5usWkLkTJ7M/m8r5f0oOcn0uqmi/FiSXep4yml7kYrkCwAAoKLZJ18kXcvQUw3Yfcdv2vF17zVH4dnbqROX7vk5Un7PekqhSVo2WU3BMnpTzCWmcqVae5Ro5Fvz2Mh53s3k91R0OZIvAACAimaffKGtWlMF9VQntllPVGY9PZ+RWzUQTnmenARt6o7IUmfXPU5zsq3mXXAlHmOll/dDmq4pGm3fprDoJddycvTUOjCSLwAAgIpIvlBUTx35mbA7flaWU+MVKjVVVi1hEpYySXCOnlOHnrdtqSzurktJhXLudrSQsi2bNbP9pMf7udtxcYOv3D8SFsXBOUXJPRWS57AY8JSakmiJYg0Aj9xy9sGX1SB16vgvdYkRqM3qEu7oTUpztr9WS4uQVasVLjsCAAB0aHHJV+zMeaRLJrEUYu4pT+z1WSRdc99v0uZZ2JETmw1Tc5RIoHpKtWIJYc+NWWsVHC+xDUMOq/0ylQKVmrQ8RanWE63SvtrJJMkXAABARYtLvtBWTtpUqjB+jini1KTYU/Vd0jJvREiRMs1JKy1vrZ87q4J1CxbNUHt/D3OarNZiuW6SLwAAgIoWl3z1Xt8V1r30vr0jqZXotJoGRdpMZzaOn8v3vp6earF6MtWoFfNQahqdUlpNz1Orlqxl8pgi/Aw+cEF8OZIvAACAihaXfGGecu5+tKrvqjWR9lQ9V/QxhWrYpqbjSTk7Tdn+VnJ6joVJmEQahv7UrEfrKZHqzVCDr5P3P3PHh+ISLodwGTJNzcFWDbE/5ClznE1dZky59BoecykDiCV+qIb7OvZ5xKVJ9Cbl8mDLFhY9f5ZYNoDlsiMAAEBFQyVfOUiKlqHl9EKbzTerrXpSrZsMokldKCG560WpVD3n0mSpAmlgm0ULhZypdqwam4YlDC0bIofrlk5FlyP5AgAAqGj2yRcwgo2zuZz6LiOt6pJi600p0g8fl5TCdaREOoByRksiLSa3jj1PqwmwYzbTpjqYWBsAAGAQJF9YLKvphXo+602Rc3djCSmJwhzvFpyatmi0pGXu2PdxOe1lYonV1P7dT9rUE5IvAACAiki+CgpH9T03lRzdSD28YloeGzl3a+bUqE0hUVjZ6A12997TPtIybCt1R2Gr/n8pKVfOtlrZeM0vii/H4GsGWrZZ6EXLDve19NQ2xWKwWKtFR8qljZxO3LU69ue0p2CghR5MnaSl3EATyrns2OPJCJcdAQAAKiL5moHREhwLFq85pQFpuJ6j10bimYwzqFbtEGLNQ696S5sidqszz/CsdvMy3fRlCotpUHJbZeQIj5+WTSUxPznJb+wx4fdSSnGWMh8kyRcAAEBFQyVfxy76erPJtFMm0UU9c69z66m+y0qpGq+cW9PnJiVRy2lEuYR9tzRLmAA7lFNbVhrJFwAAQEVDJV+lhKmJ1WTEUw3laD2RL6sZasb7Gj7G6rbtWpNMhwlt/M6/sz+H1faPdKZspWVdWKjMHarLe09Hl/ueWbSkmaoBszLC31qSLwAAgIpIvirqcfQ9qlY1Xz32i+lR63qKkUylYz1NFN6yeSXSlLpbMKc3Xq3Pxp4m+U5F8gUAAFBRUvLlnDsq6TpJl0p6oaQ7vfc/HCzzZUnfEzz0z7z3zw6We76kGyW9WNIDkn5T0i947x/d++aXEUtRwqSl1t2Pc7zrzUJOnZ5FbV/OmVxPiScp3XhS0qVW6VhO932UNdLvuNUk2VOPideWte0nlnrZ8QWSXiHpbknnnGW5D2o1sNr2nfUfOucOSbpD0r2SXiXpiKR3a5XAvT1xW/YkHBTFBjNzb1swupTBsMVjlmqy4DujuJ4/ynWl7NupP1CxPz49XfLE/IxweXCvUl9T6uDrVu/9xyXJOfcRSc/YZbmvee/Pdg/ENZKeJOk13vsHJX3SOXeepOudc+/a+h4AAMBsJQ2+vPd/ZbS+KyXdHgyyPiTpBkkvlXSr0XqKo8lqPbHEaiqdbJly5aQFtS4vR7etUtsLtJVzWSWn+H9q6qPcbUEeqwL8WilVzk0d4WtKOQZL3TyysX9fFF/OuuD+dc657zjn/tI59xHnXFgDdkzSyfVveO/vl/TQ1s8AAABmzbLVxMe1qgn7E0nPk/QPJd3pnPsb3vu/3FrmkFZF9qEzWz/rwmi1QSPVrKWkWCmvp9Z7lNKktKeC+hwlbh7JaeaK/uUkYT1O7TJnrVpN5LThSfnstHg9OevJXVcqs8GX9/6Na1/e6Zz7rKR7JF0l6dfWF4083O3yfTnnrpZ0tSRd9N20JQMAAGMrNprx3v9759yXJP3Q2rfPSDo/svhTFU/E5L2/WdLNknTJDz5x33FH7Kyedg7l5KRyOcvUSsKsUq5Wx5zVeqem76CmZxlyk+BS6QymjTax9tQ0fbnbkjIFUcmEtkaT1fW/iicV1HY55y6U9GQFtWAAAABzVCz5cs69UNJfl7QeNd0m6Trn3Lne++3h93FJD0v6dKltmZLSC6xnPdd4WWxbzt2OoymV5Fkcy7GzP+q3IOWnH0xTVM7Ue2KVWPWcXlpNrF3yNaZ2uD+oVZNVSfpuSec5535q6+vfkfQjkn5G0ie0unH9mFZNU++X9IG1p7pJ0hskfdQ5d4Ok50q6XtJ7eurxlXJpslaHe4w/0EoZALW8ySPn2A0/lK66mz+eWLFoT8FgrJzRLjuW0vpGqdTk61mSPhx8b/vr75X01a1lfk2rmq6/kPQvJL1tfVDlvT/jnHu5pPdq1dPrAUkntBqAAQAAzF5qk9Uva3VH4tm8PPG57pX0spRlkWakVhOltCrAj8m51NfT9qcY/awX9cRSLKYtaqfm7+7UZbuUGzbCZVLmg8xJtay2JVWNgnsAAABsoXGWkVjaUasObG5JV++pj4W5vWcpqOtBKiZmb6vnurCUbbMquJ9az36QfAEAAFRE8jWYJSYmLacXKmWkOj1SiGWoOb1Kzh2RKKdV24ieakdj6dhmHZjdfiL5AgAAqIjkqyB6gdkYPeXqSa1jkCRjPCl3kaU8JkdKjU7PTT2RJ3p8na6/HaksmwOTfAEAAFRE8lURSdg8jTYdVSvUiY0nTJfCpKLmXXFMSVTO1PscW6bEeqV4v611NSfALpmuMvhKNDX/Y0rBdM7ls3C9R265Zs/Pgf7UKrBngA9LXOqbp6nLy6XWk3M8xQZn4VyzpeavtJxGjcuOAAAAFZF8GYmlWj23D0BciaSoZquMEtufEulTYA9LKVO9wE7KZccS68nZlpwbQ0oV8e/n8izJFwAAQEUkXwXRImF+UorrR5skG+gNtWXYTc1mwFMTa+8HyRcAAEBFJF+Zpu5+THkMlssiHeN4wpIxUbudWnc7ltJTA97UfUnyBQAAUBHJl5FYCmHRfHPjOS7f91MmqzX589xqoub2enKQQgDjqHW3o4Wsux0z5dR4bWzfi+LLMfgqaImXhWoN2HpWq+EusCThgJ72JuX0dNkup/v+xjKFWk3sZz9x2REAAKAikq8FSGkAm5LEcDktT+/7LYzWU87mps4sa94ODqC8WkXtU89b87JjSSRfAAAAFZF8zVDvSQvKyamLyTmDnZrqhZQLGEfPrRpMar4SpExpRZNVAACAQZF8zVCpu+1y1s3dj+VYtXOgWSXmIJbyciyn6SmptphYe4RJ2Em+AAAAKiL5mqFaNV+xFGukejP6ZsX1VP8BYNlKff5Y1m/lYPCFbCMNtFoqNUhNucySU4AfRvY5l25oNYHSaLral9F/52tvK5cdAQAAKiL5QlVWDV9HMrfXExPOQXpQn2u0JcCyWZQN9Ny0NLZtIxTYh0i+AAAAKiL5QnNzS4Zavp4SxfLU0mBUS7x5JKdVQ4n1pmhZJ9b6WCD5AgAAqIjkazBzS4laCuuUpM32E7Fl9irnbsfcNhitz+a29bIdWDaLO3eXyOr3t0TqVqq+K1rndrrIqiSRfAEAAFRF8oXutLz70SLpspCSyvUkZdtIHYDyStV4lZjweskJOckXAABARSRfSFYrkZpbXdtorydM3XpO3IBtsWSVO3XtTKVUKRNe56RltdRe7+wGX6P/4ejlsldMOIgYfW5HrEwdc6NdAgV2M7fLXikNR1te7u9l/8bmcTx8986vUwruLfctlx0BAAAqGjr56jklSlFr+0slVD2lXKNNUdRqe2NngHr12R+Tk3JRXI8e9ZQKLdHoyWP4+RmmZ3tB8gUAAFDRUMnXyfufuee0aPQasFBOitV7CmRhtNfYantjZ5qnbmiwIQCKyEnzek6kNmqxCjY+rYnkCwAAoKKhkq8liiVdU8uMlgIBQAlhCkTribhWLSBS1mOx3p6SvG0kXwAAABWRfHUmJenCprmlfzVrE6cmE6fPF9Cn2CTTFndwlpqSKGc9PdV8WSZoixt88YdknkYfbI2OW/YxothlyJGO5ZTmoS1NXc6sddnRiuWNCVx2BAAAqGhxyVcui5YVrZqqkgphLzh+gD5NXcazet5SaVN4mTTa9DlQ67Jj7BJuSSRfAAAAFZF8afxpijA/KbWJVvUeG1NmvJqkC/M0euuJUolUT3VVoZxts5wGaL/bshuSLwAAgIpIvjLVSsvCepucVhSlJtYu9bxIY3UWFj5PON1Q7H0Oj/+jb7nXZFsAoIbWLSxIvgAAACoi+eqMRdKVwuKONlKuNKMlhGFt2ZFbrtlYJnxNBzuemBfYi7AOrKe+Xzl3JbacNLtVujTC58/sBl9TLSAorkdtPQ+0YjYK+U802QyguNjAarQi/FDLwVZoqn1DqQ73VvugVOG+xGVHAACAqoZOvpgWCNt6bgyac+m45faHZ4m3X3TTxjKxS5EA6kqZnqdWEhZtAGtwmTFne0e47EjyBQAAUNFQydexi74++7SrVIF9znp7So/Qt1MnLt3x9WH9QaMtAWz1VEMVrjtWn7ZZp9R/CnQ24f6/7NXTDahTlJpOKHUKKJIvAACAioZKvoBUPSV5sfW2SjgBjCvlzr9WSVdKkpRz9+Dm806vx4pJvdmL4suRfAEAAFRE8tWZUtP+YCy9T+lz3/Gdd0CGdz+m3IUFjCBMXnpquhrT7O7GytPzrCvZj2uvqPkCAADoEMlX51JSrDAtqzVFEdoiXQKWJaWuqtZnQKm7BUcX7pcDF8SXW9zgK3ZLas9TDjGQSpOyn3puxJoj9uHXyyWRsPWERPsJjCG8hNXTICNn23pulRHT0+XMKftpLMtlRwAAgIoWl3zN0VSik9vqYG5JUU9yEs1wmVhiGya7Fg0X5zj5MDCirOTIiEUilZLCtUoaw89KabNw33LfknwBAABURPKVqOcUKGdbUpKXnl7jXqWkfXN7zTG1bpOnNhGoL5bWhL/zsWVytEqkwoQ/Vrfd041Gm/v7VHQ5ki8AAICKSL4S9ZKI9LIdI1pCOjN1lhir1ap1h2RPd10BuVr+DoVSfodyfs/2cxffuqma05Ta0ZxJs0Mpr6f25xHJFwAAQEWLS7566umVMqKvtb1LTNRS6sJG3y8px8/Bj31ux9fhGWDOWfDo+w0YgVVCVcrkZ0lkW6fS+5S7Eqe2I/Y8OVMSJaVlu0ysvbjBV09SWgUgT24x/dSlyVKDCqtLouHxEx5jsee973337Pg6vIQSK7SdGtTFjuOr3tJHA1jgbEa6HF5qW3OK63MGRbVYzQaScjND6vNy2REAAKCi2SVfKbellrCEtgUjyd33U4lTT++z1bF95JZrdnx93/GbTJ4XwBgsGqjmJElWV3+mbubJbU4bPi6lbUdqI9bJ5Ms591rn3G875/7UOfct59znnXM/HSzjnHNvc8591Tn3sHPuM865ja10zj3fOfe7zrmHnHOnnXO/6Jw7kLSlAAAAM5CSfL1J0h9LulbSNyS9QtIHnXPP8N7fuLXMz0t6h6TrJJ3ceswdzrkXeu//oyQ55w5JukPSvZJeJemIpHdrNQB8u9krCoxWsN7TDQFzk1K/ZTHtj8WxkDslVFivFZ5FhilXTMoyh0WqCyxZTsF6WDN12et3qUY/y3pieqrT29iWfRTcv9J7/421rz/lnDus1QDrRufcE7UafP2K9/69kuScu0vSlyX9rB4bWF0j6UmSXuO9f1DSJ51z50m63jn3rq3vAQAAzNrk4CsYeG37glbplSS9RNJ5kn5r7THfds7dKulKPTb4ulLS7cEg60OSbpD0Ukm37nnrE0zd/QXMWXjWeFSbp6enTly65+edW0sOYDfh71DsTsCeGgjbJFLTtVgWrzGnviu2Xov9b3H3o5TecDf3bseXaHX5UJKOSXpU0h8Fy3xx62daW+7k+gLe+/slPRQsBwAAMFt7vtvROfdyrVKv121965Ckb3nvHw0WPSPpoHPuHO/9d7aWeyDylGe2frZnKSkWSRe2lZqAfIrVHZLhYy77zOaxffQt9+74Omn6Ef3Bjq/Ds8iUZGyOUzUBqWpNYJ+ip/qnUJjKPfTqzYKoMA1L2be1XnPuXZMxexp8OeeeI+mDkj7uvf/A2o9if0lc5Ge7LbfrXyLn3NWSrpaki757dp0xiuBSa5pSbSNyBiI571m0kanBh/7GbdrB4EySPnPXC876HLGi/ctfvPk8QO96HsyUUqpF0+ZluvDrdnIascY/b41aTWxzzj1N0m2S7pf0M2s/OiPp3EjLiPMlPeS9f2RtufMjT/1UxRMxSZL3/mbv/SXe+0ue+XS6UgAAgLElRUnOuYOSPiHpHEk/4b3/9tqPT0o6IOmopC+tfT+s8TqpoLbLOXehpCcHy81Gq6Jkkq5liL3P4WXHUo5eu7OKN+nSZEdFycBS9Px7l1LYbzEHY4ra+yWlyerjJH1Y0vdJutJ7/+fBIp+V9KCk16495qCkV2qVlG27TdIVzrn1V3hc0sOSPp219QAAAINJSb7+sVaNVd8o6WnOufVT3C947/+Tc+6dkt7hnDujx5qsfpekG9eWvUnSGyR91Dl3g6TnSrpe0nvm0OOrVTPOJYjVH+SkexbF8rnNT6ekTIuVskytQt+Ns8RL956EAUtWK5Gyet5aCZSFntO+bSmDrx/f+u+vR372vVo1U32nVoOtt0p6uqTfk/Rj3vs/217Qe39m607J92rV0+sBSSe0GoABAAAsQkqT1eckLOMl/fLWv7Mtd6+kl6Vu3Nz1NElzLbmJztTzjFbnNrcUNDyzPHXX5jJhGha7ixKYq/dfdOeOr6+6u05KndL64LJXT38G56RHrSbs7jHpCuU2WQUAAEAGGmc1NHrakSPl7paWSdhU/VbLZqKleu+UEN4NKW0mXyPUZQA56U2YcqU8b63jPzYlTsoE1xbrGu0KxZRYqhi+5gMXxB9L8gUAAFARyddg5lgnlpN0TUmpLSuVYllMSTS62Fl8WAe2cUfkpZtpGWkYRpByl3GYhtWakiiWdIUsPnOjtWUTKWFsva3uqkydFmhdyr7dDYOvhpb4R7mllEuTI70nLeePyxFOLxROURRrT0FRPloLTwB6+r2LXd4MBy85Re6x1zh1mXQ/A5EWwtdTe/u57AgAAFDRUMnXyfufObuCPQtza1uQO6n0XpW6NFkqPevpjLuWnovyUy5T9LS9GF9KIX+tBCflRoRaf6+nfhdL/R6m3EC2G5IvAACAioZKvhA3etKVY+qMKjcZm6oLG6kmrHcpk3O3KsqPnUlvbMuJ6ecJbzKIteAIkZahtjBVjx3/4XGZksKFUj6Xc47/qbRvow4u4TG5Nv82XRddjuQLAACgIpIv4CzCM7Ujt1zTaEvmZ2pybmkzbYqmYwXSpVITgyc9b7AfSMJQW+yYm6rxalrfNXFHp1XKlVOPfOCj8eVIvgAAACoi+ZqBqTokasJWLO6QvO/4TRvfIw2zkdKYNUVOulQq6cpB81mUlHLXdE7D0RyxWqyppqot+4lZTWMnMfgyExvg9FKc3bIr/tzaYMSEA7KcwVi4n5bYViJmqjFrrhKDrdjlznCQlFTIn/JzLk2ishLH2GjHreVsLFx2BAAAqIjkK5Fl3DhnvaR9MSXmkCwl5VbvJQqTMGlzX9W6hBgmXSnvT3SZjEugU5cmOVb612oOw1wpTVVDPX/G5rB8PSRfAAAAFZF8RaRMOzO6nFqsudVvlSrKL1WnhLgw5Qkn486ps4rZSN2M0qWp7U85fijS70vONEA91XmWKmrPSftyErcRkHwBAABURPKVaW41YCm1WmHSZTXp9OgJWgmxZCZMRJAmlvikpGMbGiVHsbsouUMSreX8zSsxddCoSL4AAAAqIvlKNLekK0etOxlHry0L6z2uMKo5CtMZkgs7Pe9L7pBchtHvcLa6E3CuNV4hBl+ZGIzZ6ak9RYl2FLHY/Mgt/XRUx3im5sW0GIxF14OolAL7KSn7OizKt1hvKou/ceHAKnpJcaaDrRCXHQEAACoi+UJzU4X8cyzSD4uoc5IKCvCxbSoJk/KK9DnGNtVMm0ItL8nlXO0JW0uMVjy/2Rpjerqw1NdI8gUAAFARyReqspqAfPSi/PDsiBowWLIq0g8bvMamd5qblsnWFGrw6ppKuvaT5JF8AQAAVETyhap6urOxJ/cdv2nH10duuWbyMaPfmo66wmPj1F17f465tTvpOeWKGW17LWq8atWNhetZSWi+nInkCwAAoCKSL3QvpU6sVA1Yib5fVrg7DfuRMwE8vcHs9DSRtoXY3Y85n5dTdxjWFK47JXnc3A/XRZcj+QIAAKiI5AvdW0KdmNVZ8NxqclBP7E7GqTRstPQ1JbkIfxdTfqdGqsWKbWtPKdxkLy2j3mbxGq+dSr6vDL5QlVWriSkpjVl7bt4aFuBLaUX4NGKFpZxmwCO1p4j9AT58d/h139P+hKaan6ZcCowNxnJe01TZRmw9lu0ctqUMtGo3gOWyIwAAQEUkX6hqCZcQc5Q6Uw6ft6fLC+ifxQTesZYok+spJDz+w5SrN7UStFLlCrVuUEpJtkrYz2TjJF8AAAAVkXxhMSzaUVjdTl1LuL0HP/a5jWUoykeqnEatKelYmKiNdkzmJFThY6LpzURx+X6Sl3Wt9ndOo+h4nd7ZH7OfCbBLIfkCAACoiOTLCLVMKC1rCqLguLzvffdsLNNTU0OMJbwbUkpMugJhCrHE2sTWSUwNOe0dcj6fUuoMc1gljRLJFwAAQFUkXxGj1fUAqWJp2X2ndyZqJGHYj5yENlwmlqhxHI4vJ93Led9zpgWKsUy6Qgy+Mm28KZe32Q7ks2qyatHUMEduI9bJx5zY+eXtF22uhwEapPj7Hl4yzDlOe+6c33MDVSvRy3ZGneVrKNUV3xKXHQEAACoi+coUphk5iQOWYfTL2NFjeyIdSymstUrLpoprSeXaYt7S/m2keQ2Tos1Ufe/PkXN5s1aquI3kCwAAoCKSr0zUfI2v5STaperEcoqdLUzVjUmb22Z1C7nFLfpLbG3QUs6E3eEyYYPXUhN4t6zxKiE3ic9JhqYm1rYyQo1XiOQLAACgIpIvLJbV3Y4lpJxlppxFtkrCYnLuqgwTqVKNKFPSjZzJe6lLirOYsDsUew+n0tXeU63adUg9yPmdGbFBLckXAABARSRfiZZ4BtKzMKFa4vROObUbsZ5LoVbpWNJ6E5IKq9QwFJ5d0+vMTrjvYino1PGR0kC4Z/yNSTN6D7JtJF8AAAAVOe/7qHFJ8ZRDF/offNkbW29G1BKTl1pidVgW+zvleXupAbNidbdRT33tSrxHVvsprFmLnbWPlJi17LUV1mdZHIOxY6dWD76ekq7wNZfatpR9O1VbaVXfVWv/f/aj133ee39J+H0uO6J7cxzYthrklSrkD9UcnE0dH1ZTRuX8UQ4HDFfo4o1lRmoS23JbNv4oR9qZ9KynwVaop20bsXg+B5cdAQAAKiL5wpAsCu5btpqwWE+p7bdIx3oq7C81gbpF0X5MTkuLJZgqys85nmLHRq3GoFg2ki8AAICKKLg3Mse6pJHkJGGjFdynbFsv2z9aYX+p/WSxH2JJWE91YK2EtXIPvfpFm8tM/D6kpKI572FPNVQ9W8LNDbsV3JN8AQAAVETyZYTkq61STVd7Tr6sjJSOLTEJI/lKE5sqqEQ7ith7SNKVp1Ty1dP7QfIFAADQAZIvIyRf89RT8pVjpLSs9zqxntKwsHkr4j5z1wv2/Ryjfwb0ZAlJV2i35IvBl5HRB1+lusiPZm4ftCMNvmIsPqznOBgbaV7JqSayUrntr9UVv5cbXUZjNRgbcfDFZUcAAICKaLKKWbAquJ/7GWxOwmn1mBwWDS9jDV8tEpDcdiZTRm/yuVH4fnpzmZEbyaa87y0bOI8kZRqvnlOt/SD5AgAAqIjkC5LGq++aOossVcNmdUZbK2FrdbZdc+ojizSsVF1Yqfc5nKaoVQF+tJ4rknS1Eu4Xi4Scmi87S27bQfIFAABQEckXcBY5U/qkqDWxds4Zec62lWpym6JUXVioVJ3Y1P62SvsshElXykThse0/qM9ZbdKehPst9p5aHP9Is5SUK4bkCwAAoCKSL+AscibiLZX6lKoryUnLcmruail1t2CpOjGLO0fDRKpU36zcpGvqeWrVrE3VgFnhbkdMYfBlhCal82RxSTHn1vRaA6vYMj3fQJCj1GW7VkX7UmSAeXrn62E+yDRLLvhGW1x2BAAAqIjkC5LGS+56SlosmpTmFMK3vAQ6td7elbg0WaqZa0z4vk4lYdL0lEQbzVE1fTlw9JQo9vpymnxa3Jgz2u8Q9ofkCwAAoCKSL0jqO+VCnNWZck4K11PyaCEl3RipmWtsPfednm6nEQrTsNGTLgulEmeK9PtTso0QyRcAAEBFk8mXc+61kv57SX9T0lMlfUnSr3rv/9naMl+W9D3BQ//Me//s4LmeL+lGSS+W9ICk35T0C977R/NfAiyMVvMVapnETJ31WjVDtVim1p2XczyL73mS7xThesL3gzv/4kb6HES+2jW0KZcd3yTpjyVdK+kbkl4h6YPOuWd4729cW+6DWg2stn1n/Umcc4ck3SHpXkmvknRE0ru1St/envsCAAAARpIy+Hql9/4ba19/yjl3WKtB2fpg62ve+7vP8jzXSHqSpNd47x+U9Enn3HmSrnfOvWvre0Axpc5irOo7epFzV+Vefz4HVndM1qoLC6XUienynV8u4X0Npfw+jJRKI67U1Gu7maz5CgZe274g6Vl7XNeVkm4PBlkf0mpA9tI9PhcAAMCQcu92fIlWlw/Xvc459wZJD0v6pKQ3e++/svbzY5I+tf4A7/39zrmHtn52a+a2IEPLiZCXJufuwZ7eD6s+ZXNndcdkqyQMK2E/tNMnpn8Xe+7Bhz7tefDlnHu5VjVbr1v79scl3S3pTyQ9T9I/lHSnc+5veO//cmuZQ1oV2YfObP0MFfGLX06py3Y5A7Ra7zNNJtPkDNBaFukvUdh89tRd04+x+D3jJGdZ9jT4cs49R6vC+o977z+w/X3v/RvXFrvTOfdZSfdIukrSr639LHbkuF2+v73OqyVdLUnnPOn8vWwuAABAd5IHX865p0m6TdL9kn7mbMt67/+9c+5Lkn5o7dtnJJ0fWfypiidi2891s6SbJekphy5k2F/I6K0mQi1bHVjsN6t9b1HUW2o9iEsp5G+1v0li7Fjsu5zPuTm2gQmNcJwmNVl1zh2U9AlJ50j6Ce/9txOff/0Vn9Sqtmv9eS+U9OStnwEAAMxeSpPVx0n6sKTvk/Rfe+//POExL5T01yWtn7LdJuk659y53vtvbn3vuFYF+p/e64bDFklFOS1TxbmtZ4lidWJhGtaqBmwJKUoOq1YTJVq61Hx/WiVQIxyDKZcd/7FWjVXfKOlpzrlL1372BUk/qtVlyE9IOq1VuvV2rS5PfmBt2ZskvUHSR51zN0h6rqTrJb2HHl8AAGApUgZfP77131+P/Ox7JX1Vq55fv6ZVTddfSPoXkt62Pqjy3p/ZulPyvVq1lXhA0gmtBmBJHjl350h6hNHtKOZW8xVjcUeexXp3W3fO8+yV1WsuNT0S0oRp2GFRc1fK0Wt39g4/deLSXZZ8zBwTwZzfXz4ndjc5+PLePyfheV6esjLv/b2SXpayLAAAwBzlNllt4vHfHGsUPNIdYCnbNtLryVXrNbbqedWyBsxi3470+4/dhcndwY99bsfXYa+tOZhKdHo/tkts35Lv1hxq8IW25jbYavl6Sg3yWg0ec9a7hME80tx++p4dX191/2VtNiRB7qWyqeO7p0FFqUGR1TyZc5DUagIAAAA2SL6QjKTCTqmzu5Hek1Y3QCxBznyipcSaxKZMs9SLjemGbogs0/Fno0WhfIqeH9Mjki8AAICKSL4q6vnsKMVo2zuSJezbEk0md3vcXp9jiUp9Hs3tWH7/RXfu+PoyPT/reSym+sr5fbBqa8PvkS2SLwAAgIpIvpDNagoNpOl5X+ZsS6maL6tEDTZGqu+KCe+8TKlhyzmWrVItizuP+f0oj+QLAACgIpIvZOspeVmCUilQL0rVHFlNYTL3/kOl7jYleVyxqL0qdXfg3I/tHjH4Ajpk9Yew58FWqOYf/xz8QbLT83EZFti3ZHHMMbDqE5cdAQAAKiL5amiJTSWtbnuem5EuD5ZS6jWn/J7lFCUvQa3j8sgt1+z4+r7jN20sYzHlkEWqNfoNBEv8bOkRyRcAAEBFJF+oiuLbOCaiLsfiRoXc9VDsPL7Rk64UHHP1kXwBAABURPKFqmpNpDrHVIiJqOspVQM2evLbqgZM2qwDu+LwxTu+DifAliJTAy0gxbJodD36cToCki8AAICKSL5QVKt6liWkQla1THPbL7VYNXOl5ivNRhp2YueXt1+0eYfkElkcPxyD5ZF8AQAAVETyhcXgbsFlvmYrFsfP3PZ/T0lqrE4sdFjzT3SmklRSrT4w+EJVKYWctS7D5LQBwHJNHQs5x3ZsGZRDM130gsuOAAAAFZF8dWaJl8Z6Ljhe4vsBOz0f27DT0/s8t2Osp31rieQLAACgIpIvdKfnM52eCowxHquax5F+R0b7/bBo4UJtn5257luSLwAAgIpIvjo3+lnkEvAeYT9ypoMZ6Ux/CWmxRRJp9T6PdDzlbMtIx/7ZkHwBAABURPKF7o3Wm4ckDHthMfFxz+kGVqbeV6vavp6To9HrGS0x+BrMEiL8FK0as+agmStq6+n4j5n7CUqt2Q9GG2RbnCSMdjK+Gy47AgAAVETyhSFZnCWOcHaE+cu5hDj1HDGjH+9zT8tSlHrNrT4bc64KjH4cbyP5AgAAqIjkC7NkNclxq0m+l3hWj5VW731Pvw8x/E7kGT0V7Xnb9oPkCwAAoCKSrxkgNUkz0m3O3NUKazmtDnKWGYlVM9Se1GppkbLeuR0vlki+AAAAKiL5wmLQiBJzZVHPuEQtp7fJqcWyeM9y757tqf5vDhh8NXTn+35jcpnLXv/3KmzJMpT64Gp1WzZ/PLFt9GO7lZavL2fdtT4Dei7JmAsuOwIAAFRE8gWsmTq76+lsj6J87IVFwX0ttY7t0dM+qyalo7ejGBHJFwAAQEUkXw3F6rlS6sBQTk5RKbUQgK2WNwzM7ffZarqq0fdDb0i+AAAAKiL56gx3N7Y1es0Ud0RiRCnHbS/TLo2eAJHe94HkCwAAoCKSrxki/SiHWggAc2PxGUZj1r0h+QIAAKiI5AtYM7e7HUlBkaplqttqqp0cpN9xTMa9Nwy+gDVTH+hL/rAAWiox2KJRcVk5J6Y9n8xa4rIjAABARSRfADAzOZfHSXxWppKWlDYYc01r9iqnjGMp+47kCwAAoCKSr85wjXw87H/0JifF4rhNw37Kx757DMkXAABARUMlX4+cu/OMbrTb/lOMtr1LM/rdUaNvP8rhTl6gHpIvAACAioZKvpCGJMNOyh1hpAMY0WhXCUrcncnvM1oZavD1+G9O/2LMfS4pBlZ1sb8xojleXq7VZBWogcuOAAAAFQ2VfOWY25nNHM9oAdjq/TOh9+0DSiP5AgAAqGj2ydfccMZY19yS0ximmUFtHHNYOpIvAACAiki+OscZIQALJVLclFYNVp9hpGWYE5IvAACAiki+OpczsfboejrDnVufuBQ97X/YGf1Y5jjEnMxu8DX6Bwz6lnOZhWMQc0XrGyAPlx0BAAAqml3ylZMyjJ5UcJkIwH6lfG5YfdbwmYWlI/kCAACoaHbJ1+hyUri5nTXO7fWMjrqeeUr5rCn1PnP8YOlIvgAAACoaKvl65NydZ0w5qdBo9Vyjb3+O0dK+nrYFyJVyHHOsAzZIvgAAACoaKvnKkZKijJQm5Zx5UrNT10jHE7CNzwmgHpIvAACAioZKvh7/zf2nCikdylsq0f+m5uS3tYy+/aPX8o2+/7Gp5nvYy/HT+98DzNdQg6+UgvupP2o5j6mJVhN9vR85cppVAkvS82fW1LbxuwsLXHYEAACoaKjkK2R19tTqTCbn1u7Ytk5tf89nmUuwhJYoQGm9XKoELJB8AQAAVOS8H+cM2zn3dUlfkfQMSd9ovDlzxb4th31bDvu2LPZvOezbcnrYt9/jvX9m+M2hBl/bnHO/572/pPV2zBH7thz2bTns27LYv+Wwb8vped9y2REAAKAiBl8AAAAVjTr4urn1BswY+7Yc9m057Nuy2L/lsG/L6XbfDlnzBQAAMKpRky8AAIAhDTP4cs493zn3u865h5xzp51zv+icO9B6u0bjnHutc+63nXN/6pz7lnPu8865nw6Wcc65tznnvuqce9g59xnn3MWNNnlIzrnv3tq/3jn3lLXvs28zOece55z7eefcHznn/j/n3J84504Ey7B/Mzjn/rZz7v/ZOmb/1Dn3T51zh4Nl2LcTnHNHnXO/4Zz7d865R51z/yqyTNJ+5G/eTlP71jl3gXPuH239/Ftb+/efhMfx1rLN9+0Qgy/n3CFJd0jykl4l6RclvVnSL7TcrkG9SdK3JF0r6Scl/UtJH3TO/U9ry/y8pHdIukHSK7eWv8M59+zK2zqyf6TVfguxb/O9X9IbJP2qpB/Xal8+HCzD/t0j59xPSvpnkj6r1efrWyRdLukTzrn1vxHs22kvkPQKSX+49S9mcj/yNy9qat/+TUmv1upYfqWk6yS9SNJngxPgPvat9777f5LeKumMpPPWvvcPJD20/j3+Je3LZ0S+90FJf7z1/0+U9JeS/te1nz9Z0tcl/VLr7R/hn6TLJP2/kv5nrX7Bn8K+3fc+/W8kPSLp+WdZhv2bt28/JOnzwfd+cuvYfR77dk/78rvW/v8jkv5V8POk/cjfvKx9e76kxwXf+/6t4/h/6G3fDpF8SbpS0u3e+wfXvvchSU+S9NI2mzQm732s2+8XJD1r6/9fIuk8Sb+19phvS7pVq/cBZ7EVXd+o1dlUuK/Zt/leJ+lT3vt7z7IM+zfP47UaEKx7YOu/2xMosm8TeO//amKR1P3I37zA1L713j/gvf/Pwff+UKtB1bPWvt3Fvh1l8HVM0sn1b3jv79dqpx5rskXz8hJJ23/Ujkl6VNIfBct8UezrFNdodXb7vsjP2Lf5XiTpD51z73XOPbhVq/HRoJ6D/Zvnf5d0mXPu7zjnznPOfb+kX5L0L9cGu+xbG6n7kb95BpxzPyDpoB77+yZ1sm9HGXwd0mNnYuvObP0MmZxzL9fquvf2YOGQpG957x8NFj0j6aBz7pya2zcS59zTJf1vkt7kvX8ksgj7Nt+zJf1dSRdL+tuSrtKqxuNjzrntdIb9m8F7/8+12rc3a5WAfUnSAUmvWVuMfWsjdT/yN2+ftuoVf12rge7/vfajLvbt42qtyECsIZnb5ftI4Jx7jlb1Xh/33n9g7Ue77evdfoaVX5b0Oe/975xlGfZtHrf171Xe+7+QJOfc1yR9WtLLJP3u1nLs3z1yzv2IpJu0+kN1m6S/Jul6rQa2P7o2UGDf2kjdj/zN259fkfRiSS+NnAw337ejDL7OaFVMF3qq4iNYTHDOPU2rD9r7Jf3M2o/OSDrXOXcgODs7X9JDuyQ6i+ece4FWdUmXO+fO3/r2wa3/PtU596jYt/txRtJ/2B54bfnXkr4j6flaDb7Yv3neLem3vfdv2f6Gc+4erS7NvErSR8W+tZK6H/mbtw/Ouf9Rq7sdf9p7/7ngx13s21EuO55UcC3WOXehVneJnIw+Artyzh2U9AlJ50j6ia2Cz20ntbrkcDR42MZ1cuzwfVoVLt+l1S/3GT12KfdPtCrCZ9/m++Iu33eStgtx2b95jkm6Z/0b3vsvadXG48jWt9i3NlL3I3/zMjnn/pZWn7f/wHt/S2SRLvbtKIOv2yRd4Zw7d+17x7X6cPh0m00ak3PucZI+rNVg4Urv/Z8Hi3xW0oOSXrv2mINa9U25rdZ2DuhfS/qR4N8NWz97hVZ9v9i3+T4h6Qecc89Y+97lWg14/93W1+zfPF+R9EPr33DOPU+ru7++vPUt9q2N1P3I37wMzrkflvR/Snqv9/5Xd1msj33bundHyj+tiuC+JumTkn5U0tVaNaajv8ze9+XNWl3XfoOkS4N/T9ha5q1a3fnxekkvl/TPtWqb8Ndab/9I/7QqYv4vfb7Yt/val+dpdYn8Lq3+UP23kr4q6ZPBcuzfve/bN2qVHr576/P1v9Oq6P6PJT2ZfbunfXlQ0k9t/btL0h+sfX0wdT/yN2/v+1bS87S6bHiPVnfwr/9tO9Lbvm2+Q/ew458v6VNajU6/ptVdZQdab9do/7Q6k/W7/HvO1jJO0v+i1eWyhyXdKem/ar3to/3bZfDFvs3fn0cl/Y6kb2t1WfcDkg4Fy7B/975fnaS/L+n3t/btn0q6RdJz2bd73pfPsfp85W/e3vbt2udt7N8Hetu3bmtDAAAAUMEoNV8AAACzwOALAACgIgZfAAAAFTH4AgAAqIjBFwAAQEUMvgAAACpi8AUAAFARgy8AAICKGHwBAABU9P8DOcAx+KGLhDEAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_pixel_x = 300\n",
"n_pixel_y = 128\n",
"\n",
"mars_image = clusters_pca.reshape((n_pixel_x, n_pixel_y))\n",
"plt.figure(figsize=(10, 10))\n",
"plt.imshow(mars_image, interpolation=\"nearest\", aspect=\"auto\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "42036349",
"metadata": {},
"source": [
"#### 4.1.6 Curve representing the wave lengths of the centroids"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f1ceca9a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(0, 255)\n",
"for i in range(5):\n",
" plt.plot(x, np.mean(mars_data[clusters_pca == i], axis=0))\n",
"plt.xlabel(\"Wave length\")\n",
"plt.ylabel(\"Measured value\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "6a6f785c",
"metadata": {},
"source": [
"#### 4.1.7 Repeat the process with complete data and compare the results"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "9f9ea693",
"metadata": {},
"outputs": [],
"source": [
"kmeans = KMeans(n_clusters=5, random_state=0)\n",
"clusters_full = kmeans.fit_predict(mars_data, 5)\n"
]
},
{
"cell_type": "markdown",
"id": "cf958021",
"metadata": {},
"source": [
"#### Import and use external metrics"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "0a910a4d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 49, 662, 118, 0, 4331],\n",
" [1699, 0, 0, 8474, 0],\n",
" [ 0, 8361, 866, 0, 50],\n",
" [4527, 0, 8, 748, 958],\n",
" [ 0, 66, 7483, 0, 0]])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"\n",
"confusion_matrix(clusters_full, clusters_pca)\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8075c617",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Normalized Mutual Information score: 0.7420448071402478\n",
"Fowlkes Mallows score: 0.7830336140166589\n"
]
}
],
"source": [
"from sklearn.metrics import normalized_mutual_info_score, fowlkes_mallows_score\n",
"\n",
"similarity_nmi = normalized_mutual_info_score(clusters_full, clusters_pca)\n",
"similarity_fm = fowlkes_mallows_score(clusters_full, clusters_pca)\n",
"\n",
"print(\"Normalized Mutual Information score:\", similarity_nmi)\n",
"print(\"Fowlkes Mallows score: \", similarity_fm)\n"
]
},
{
"cell_type": "markdown",
"id": "7617905b",
"metadata": {},
"source": [
"##### Interpretations\n",
"\n",
"The scores obtained with both external metrics are high, meaning that the classifications obtained are similar with and without PCA."
]
},
{
"cell_type": "markdown",
"id": "2ec5fd6c",
"metadata": {},
"source": [
"### 4.2 Agglomerative Clustering"
]
},
{
"cell_type": "markdown",
"id": "6871c039",
"metadata": {},
"source": [
"#### 4.2.1. Choose the number of clusters"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b08d8309",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Take only a fraction of the initial data to debug.\n",
"mars_reduced_samples = mars_reduced[::10]\n",
"\n",
"ac = AgglomerativeClustering(n_clusters=5, linkage=\"ward\", compute_distances=True)\n",
"clusters_ac = ac.fit_predict(mars_reduced_samples)\n",
"\n",
"distances = ac.distances_\n",
"\n",
"n_sizes = 20\n",
"x = np.arange(n_sizes, 0, -1)\n",
"y = ac.distances_[-20:]\n",
"\n",
"plt.scatter(x, y)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "108f9bd5",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"In this plot, the first point is much higher than the other, making the y-scale of all the interesting points too small and making it hard to discover the elbow. $\\rightarrow$ Remove the first point."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "866ae33c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"n_sizes = 10\n",
"x = np.arange(n_sizes, 1, -1)\n",
"y = ac.distances_[-n_sizes:-1]\n",
"\n",
"plt.scatter(x, y)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "d7c28be7",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"In these plots, either three or five appear to be a smart choice for the number of clusters. It does not allow us to decide precisely what is the right number (maybe it does not even exist). However, it gives us the right range compared to what experts said (not 20, not 100). "
]
},
{
"cell_type": "markdown",
"id": "53314ab4",
"metadata": {},
"source": [
"#### 4.2.2. Visualize agglomerative clustering"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "72dd0f29",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fa7ce44acd0>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(\n",
" mars_reduced_samples[:, 0],\n",
" mars_reduced_samples[:, 1],\n",
" c=clusters_ac,\n",
" s=1,\n",
" linewidths=1,\n",
")\n"
]
},
{
"cell_type": "markdown",
"id": "edcd5565",
"metadata": {},
"source": [
"## 5. Comparison of clustering algorithms"
]
},
{
"cell_type": "markdown",
"id": "4c032c99",
"metadata": {},
"source": [
"### 5.1. Compare different approaches"
]
},
{
"cell_type": "markdown",
"id": "26eb1227",
"metadata": {},
"source": [
"#### Load experts ground truth"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "86f61b7e",
"metadata": {},
"outputs": [],
"source": [
"clusters_expert = pd.read_csv(\"mask.csv\")\n",
"clusters_expert = clusters_expert.to_numpy()\n",
"clusters_expert = np.reshape(clusters_expert, 38400)\n"
]
},
{
"cell_type": "markdown",
"id": "fd42f945",
"metadata": {},
"source": [
"#### Compare different approaches"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "056ad896",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results for K-means applied on first three dimensions of PCA\n",
"FM : 0.6015665557841873\n",
"NMI: 0.5387823662410469\n",
"Results for K-means applied on original data (normalized)\n",
"FM : 0.6263019384432416\n",
"NMI: 0.5582715747398275\n",
"Results for Agglomerative Clustering applied on original data (small subset, normalized)\n",
"FM : 0.6276636966595519\n",
"NMI: 0.5378671553934923\n"
]
}
],
"source": [
"print(\"Results for K-means applied on first three dimensions of PCA\")\n",
"print(\"FM :\", fowlkes_mallows_score(clusters_pca, clusters_expert))\n",
"print(\"NMI:\", normalized_mutual_info_score(clusters_pca, clusters_expert))\n",
"\n",
"print(\"Results for K-means applied on original data (normalized)\")\n",
"print(\"FM :\", fowlkes_mallows_score(clusters_full, clusters_expert))\n",
"print(\"NMI:\", normalized_mutual_info_score(clusters_full, clusters_expert))\n",
"\n",
"clusters_expert_samples = clusters_expert[::10]\n",
"\n",
"print(\n",
" \"Results for Agglomerative Clustering applied on original data (small subset, normalized)\"\n",
")\n",
"print(\"FM :\", fowlkes_mallows_score(clusters_ac, clusters_expert_samples))\n",
"print(\"NMI:\", normalized_mutual_info_score(clusters_ac, clusters_expert_samples))\n"
]
},
{
"cell_type": "markdown",
"id": "6080dc4b",
"metadata": {},
"source": [
"#### Interpretation\n",
"\n",
"Results appear relatively similar.\\\n",
"There is some randomness in both versions of the algorithms (Random initialization for K-means, random subset of data for agglomerative clustering).\\\n",
"To obtain more relevant results, several runs should be conducted and averaged for K-means and all the data should be used for agglomerative clustering."
]
},
{
"cell_type": "markdown",
"id": "e168c94e",
"metadata": {},
"source": [
"#### Several runs for K-means"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "58ae2714",
"metadata": {},
"outputs": [],
"source": [
"FMs = []\n",
"NMIs = []\n",
"for i in range(10):\n",
" clusters = KMeans(5).fit_predict(mars_reduced)\n",
" FMs.append(fowlkes_mallows_score(clusters, clusters_expert))\n",
" NMIs.append(normalized_mutual_info_score(clusters, clusters_expert))\n",
"FMs = np.array(FMs)\n",
"NMIs = np.array(NMIs)\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "f27cc08c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results for K-means applied on first three dimensions of PCA\n",
"FM : 0.602208 ± 0.000842\n",
"NMI: 0.539388 ± 0.001018\n"
]
}
],
"source": [
"print(\"Results for K-means applied on first three dimensions of PCA\")\n",
"print(\"FM : %f \\u00B1 %f\" % (FMs.mean(), FMs.std()))\n",
"print(\"NMI: %f \\u00B1 %f\" % (NMIs.mean(), NMIs.std()))\n"
]
},
{
"cell_type": "markdown",
"id": "b9b39c5d",
"metadata": {},
"source": [
"##### Interpretation\n",
"\n",
"Not so much variability in the end."
]
},
{
"cell_type": "markdown",
"id": "8c00b970",
"metadata": {},
"source": [
"### 5.2 Try Gaussian Mixture Models"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "5bf0c2b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results for K-means applied on original data (normalized)\n",
"FM : 0.5926714304424104\n",
"NMI: 0.5585575432531626\n"
]
}
],
"source": [
"from sklearn.mixture import GaussianMixture\n",
"\n",
"clusters_gmm = GaussianMixture(5).fit_predict(mars_reduced)\n",
"\n",
"print(\"Results for K-means applied on original data (normalized)\")\n",
"print(\"FM :\", fowlkes_mallows_score(clusters_gmm, clusters_expert))\n",
"print(\"NMI:\", normalized_mutual_info_score(clusters_gmm, clusters_expert))\n"
]
},
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"##### Interpretations\n",
"\n",
"Not better."
]
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"outputs": [],
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