{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
    "from sklearn import preprocessing\n",
    "pd.options.display.float_format = '{:.2f}'.format           \n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "import scipy.cluster.hierarchy as sch\n",
    "from scipy.spatial import distance_matrix\n",
    "from scipy.cluster import hierarchy\n",
    "from sklearn import manifold"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_full = pd.read_csv('df_full.CSV', engine='python', encoding='utf-8', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>obj_constructionPhase</th>\n      <th>geo_bln</th>\n      <th>Generated_index</th>\n      <th>obj_purchasePrice</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>no_information</td>\n      <td>Bayern</td>\n      <td>1</td>\n      <td>540000.00</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>completed</td>\n      <td>Nordrhein_Westfalen</td>\n      <td>2</td>\n      <td>408000.00</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>no_information</td>\n      <td>Nordrhein_Westfalen</td>\n      <td>3</td>\n      <td>184000.00</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>completed</td>\n      <td>Nordrhein_Westfalen</td>\n      <td>4</td>\n      <td>729000.00</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>no_information</td>\n      <td>Saarland</td>\n      <td>5</td>\n      <td>119000.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "  obj_constructionPhase              geo_bln  Generated_index  \\\n0        no_information               Bayern                1   \n1             completed  Nordrhein_Westfalen                2   \n2        no_information  Nordrhein_Westfalen                3   \n3             completed  Nordrhein_Westfalen                4   \n4        no_information             Saarland                5   \n\n   obj_purchasePrice  \n0          540000.00  \n1          408000.00  \n2          184000.00  \n3          729000.00  \n4          119000.00  "
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_full.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example - Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>obj_constructionPhase</th>\n      <th>completed</th>\n      <th>no_information</th>\n      <th>projected</th>\n      <th>under_construction</th>\n    </tr>\n    <tr>\n      <th>geo_bln</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Baden_Württemberg</th>\n      <td>5787</td>\n      <td>15117</td>\n      <td>5465</td>\n      <td>207</td>\n    </tr>\n    <tr>\n      <th>Bayern</th>\n      <td>5407</td>\n      <td>16221</td>\n      <td>6163</td>\n      <td>623</td>\n    </tr>\n    <tr>\n      <th>Berlin</th>\n      <td>1060</td>\n      <td>3499</td>\n      <td>537</td>\n      <td>64</td>\n    </tr>\n    <tr>\n      <th>Brandenburg</th>\n      <td>2161</td>\n      <td>6317</td>\n      <td>3008</td>\n      <td>153</td>\n    </tr>\n    <tr>\n      <th>Bremen</th>\n      <td>331</td>\n      <td>1277</td>\n      <td>88</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>Hamburg</th>\n      <td>312</td>\n      <td>2043</td>\n      <td>369</td>\n      <td>46</td>\n    </tr>\n    <tr>\n      <th>Hessen</th>\n      <td>3993</td>\n      <td>12279</td>\n      <td>3240</td>\n      <td>225</td>\n    </tr>\n    <tr>\n      <th>Mecklenburg_Vorpommern</th>\n      <td>1124</td>\n      <td>3991</td>\n      <td>587</td>\n      <td>54</td>\n    </tr>\n    <tr>\n      <th>Niedersachsen</th>\n      <td>5492</td>\n      <td>19352</td>\n      <td>3120</td>\n      <td>219</td>\n    </tr>\n    <tr>\n      <th>Nordrhein_Westfalen</th>\n      <td>8525</td>\n      <td>28071</td>\n      <td>7469</td>\n      <td>340</td>\n    </tr>\n    <tr>\n      <th>Rheinland_Pfalz</th>\n      <td>4322</td>\n      <td>11601</td>\n      <td>4636</td>\n      <td>136</td>\n    </tr>\n    <tr>\n      <th>Saarland</th>\n      <td>729</td>\n      <td>2672</td>\n      <td>399</td>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>Sachsen</th>\n      <td>1875</td>\n      <td>6678</td>\n      <td>3800</td>\n      <td>118</td>\n    </tr>\n    <tr>\n      <th>Sachsen_Anhalt</th>\n      <td>1112</td>\n      <td>5358</td>\n      <td>1644</td>\n      <td>35</td>\n    </tr>\n    <tr>\n      <th>Schleswig_Holstein</th>\n      <td>2302</td>\n      <td>7657</td>\n      <td>1032</td>\n      <td>128</td>\n    </tr>\n    <tr>\n      <th>Thüringen</th>\n      <td>473</td>\n      <td>3247</td>\n      <td>843</td>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "obj_constructionPhase   completed  no_information  projected  \\\ngeo_bln                                                        \nBaden_Württemberg            5787           15117       5465   \nBayern                       5407           16221       6163   \nBerlin                       1060            3499        537   \nBrandenburg                  2161            6317       3008   \nBremen                        331            1277         88   \nHamburg                       312            2043        369   \nHessen                       3993           12279       3240   \nMecklenburg_Vorpommern       1124            3991        587   \nNiedersachsen                5492           19352       3120   \nNordrhein_Westfalen          8525           28071       7469   \nRheinland_Pfalz              4322           11601       4636   \nSaarland                      729            2672        399   \nSachsen                      1875            6678       3800   \nSachsen_Anhalt               1112            5358       1644   \nSchleswig_Holstein           2302            7657       1032   \nThüringen                     473            3247        843   \n\nobj_constructionPhase   under_construction  \ngeo_bln                                     \nBaden_Württemberg                      207  \nBayern                                 623  \nBerlin                                  64  \nBrandenburg                            153  \nBremen                                  29  \nHamburg                                 46  \nHessen                                 225  \nMecklenburg_Vorpommern                  54  \nNiedersachsen                          219  \nNordrhein_Westfalen                    340  \nRheinland_Pfalz                        136  \nSaarland                                 8  \nSachsen                                118  \nSachsen_Anhalt                          35  \nSchleswig_Holstein                     128  \nThüringen                               17  "
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = df_full.groupby(['obj_constructionPhase','geo_bln'])['obj_purchasePrice'].mean()\n",
    "grouped_count = df_full.groupby(['obj_constructionPhase','geo_bln'])['Generated_index'].count()\n",
    "grouped = pd.merge(grouped, grouped_count, left_on=['obj_constructionPhase','geo_bln'], right_on=['obj_constructionPhase','geo_bln'])\n",
    "grouped.rename( columns={'Generated_index':'Amount_offers'}, inplace=True )\n",
    "grouped= pd.DataFrame(grouped) \n",
    "grouped.reset_index(inplace=True)\n",
    "grouped = grouped[['obj_constructionPhase','geo_bln','Amount_offers']]\n",
    "grouped=grouped.pivot(index='geo_bln', columns='obj_constructionPhase', values='Amount_offers')\n",
    "grouped.fillna(0, inplace=True)\n",
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iIiIiIhGkBFtEREREJIKUYIuIiIiIRJASbBERERGRCNI62JIjVEgszuvdW5NYqij73Bn24UwGvjeV888oz8tPtKJAgZNITdvHgz3eZ8GyXwB48V830bTuuexO3kP7rm+z6Ps11KtVld6db0zv98xKibTu8iafTl3M3X+rR8dbG3DaKWWo0OBRNm3dFa3LzRNSUlJod8ft7Nmzh7S0NBo1bsI9He5PP96rR3fGfPIxs+Z9DcCePXt46vFHWf7dMooVL84LffpxcvkK0Qo/T5r66fvM+WIshlHu1Cr8veNj/Pe1vvxv2bfExRcC4Nb7Hqd85aosnDaRyZ+8A0CBuHhuav8w5SufDsCz/7yZuILxWL585IuJ4eE+r0ftmvKCP9b8wmu9n0p/vfGP32hx2100atEKgAkfvcMHb75Cv/+Mp0ix4gD8sORrRg79N2mpqRQpWoxHeg0C4Isx7zNjwhjcnXpNr0vvQ0SOjBJsyRFS0/bRpd9HLPp+DYXjCzDr3UeZPPd7nn+wJc8PGc/Emd/R9LJzeP7BljS9qz9NLzuH004pQ7UWz1D7vEoMeLwV9Vr3ZfqCn6jTqhcAJYrGs3RMV76YsxyA2Yt+Ztz0pUx8/YFoXmqekT9/foa88Rbx8YXYu3cvd7a5jbqX1eP8C6qzbNkSdu7YcUD9Tz76gCJFizJm3EQ+H/8Z/V96kRf6vhSl6POerZs2MOOzD3m0/9vkL1CAt/o+zTdfTQbg2tb3UP3SBgfUL5lYjo7dXyG+cBGWfz2HUYN70+mFIenH7322P4WLFs/Wa8irylY4la4DRgCwLy2NR+64jhqXXAHA5g3r+G7RfEqWKZtef/fOHbwzqA8PdHuJUgll2b419FCd3375HzMmjOHxF98g9qRY+nftxHkX1SXx5IrZf1EiuZymiEiO8MfG7Sz6fg0AO3en8P3KPzi5THHcoWihOACKFS7I2g3bAGh+xfm8O3YeAPOWrKJYkYKULV30gD6vb1SDiTO/Iyl5LwDf/rCG1Wv1dLbsYmbEB6OeqamppKamYmakpaXx7xf78MBDnQ+oP/XLyVx7XUsAGjVuyry5s3HXUyyz0760NPbuSSEtLZW9KckULVn6kHUrn3Ue8YWLAHDqGeeybdOG7ApTMrH82wWUKVeeUgnlAHj/9f7c1LYDFvYA8bnTJlLjkvqUSggl3UWLh56AuPbXVVQ581wKxMURExPLGdVq8M3sadl+DceTmbmZvRj2urOZdTvGPleZWYa/LGa28wj7us7MuhxFDB+bWcuw1z+Y2ZNhrz80sxuOot/HD3p9v5ktN7N3MmlT38zGHum5TjRKsCXHOaVcSaqfWYH5S1fxSN8P6PFgS34a352ena7n6ZdHA3ByQnHW/LElvc1v67ZycsKBo2U3N72QUZ8vzNbY5UBpaWn87aaWXHlFXerUuZTzzr+A9997hyvqN6RMmYQD6q5fv56yZUNJQWxsLIULF2Hr1q3RCDtPKl6qDPVbtOLZf95E13YtiYsvzFnVawMw7t2h9O7Uho+HDSB1756/tJ37xVjOqnFx+mszY/AzD/Fi53bMmjgm265BYP6MSdSu1xiARXNnUKJUGSpWrnpAnXW/r2b3zu30eexeuj94B7OmjAOg/Kmn8eOyRezcvo2U5GSWLJjN5o3rsv0ajrMU4IZDJcRZMbPD+su/hRxxjuXuY9y915FHxizg0uDcpYCdwCVhxy8J6hypxw96fS9wtbvfdhR95SlHNUUk+HQVF+FY5Dhw927RjuFIFCqYn/f6/h+P9P2QHbuSaX9zc/714kd8MnkRNzauwaCut3HN3a8cMBqzX/hoZ9nSRTm36slMmv1dNkYvB4uJieH9Dz5hx/btPPRgRxYumM+kiZ8zdNiIv9TNaLQ6o++zHB+7d+5g6byveGrQ+xQsVIS3+j7FgmkTuOa2f1K0RCnSUvfy/qA+TP74HZre0ja93U9LvmbO5M+4v8fA9LL7e7xKsZKl2bF1C4Of6URi+VM47dzq0bisPCV1716+nfsVN7S+l5TkZMaNeosHn+3/l3r70tL45X8/8PBzL7MnJYVej9xFlTOrUa5iJZrdeDsvPXU/BQrGU6Hy6cTki4nClRw9M2sPtA8rGuLuQ8JepwJDgE7AEwe1PRUYBpQBNgBt3X21mb0FbAZqAF+bWQ/gvaDePMCC9pWA8cCXhBLalkH580BzIAlo4e7rzKwMMBg4JTj9g+4+08zuAGq5e8fgvNuBWkBZ4F/u/sEhLn0m0DvYvxQYC1xlZgZUApLc/Q8ziwF6AfWBAsBAd3/NzMoB7wNFCeWG9wDXAAXNbBGwDNgBVAHGmNmw4Jz/BgoG19bW3X846D0tBLwMnBf0283dRwfXeR0QD5wGfOzu/zrEteVKRzsHOy63JW6S88XG5uO9vnfx/vgFjJ7yLQC3Nb+Yh3uH/j35cNI3vPr0rUBoxLpC2RLpbcsnFk+fPgJwY+MLGTNlMamp+7LxCuRQihQtSq2LarNg/lx+Xb2a665pAkBychLXXd2EMeMmkpiYyB9/rCWxbFlSU1PZuXMHxYppDm92+XHxAkollqNwsdDv1fkXX8Gq75dS64qmAMSelJ+LG17Nl6PfS2/z+6oVvP/qC7R/qg+FihRLLy8WTC0pUrwE511cj9U/LVeCnQ2WLpzNKaedSdESJVmzagUb163l2fv/AcCWjRt47sE7eLzfG5QolUDhosUpEFeQAnEFqVqtOmtW/kTZ8qdweZPruLzJdQB8NGIQJUolZHbKHCdIpodkUW0gsNjMeh9U/gowwt2Hm9mdwACCJBk4A2jk7mlmNgD4yt2fNbNrODChP5NQonkvpCeYc9z9ieB8dwHPAf2Bl9z9KzM7BZgAnJ1BrOWAy4CzgDHAoRLshUA1M8tPKMGeRigZPpvQB4OZQb12wDZ3v8jMCgAzzWwicAMwwd2fD5LweHefYWYd3T39l9fMmgEN3H2jmRUF6rl7qpk1AnoAf64yEPIEMMXd7zSz4sA8M/siOFY9iC0F+MHMXnb3Xw9xfbmOpohIjjG46238sPIPBvxnSnrZ2g3buLxm6M+b9WufwYrVoXmen01bwq3NQ3++rn1eJbbvTOKPjdvT293SrCajPl+QjdHLwTZv3syO7aHvSXJyMnPnzObsc87li6lfMW7CFMZNmEJcXEHGjJsIwBX1G/LpmE8A+GLSBC6qXQfTEHa2KVE6gVU/LmNPSjLuzo9LFpJQ4VS2bd4IhP7CsGTuDMqeUgWALRvW8WbvJ7ntgSdJOPmU9H5SkpNITtqdvv/Dt/PT28jxNW/6JGpfEZoeUqHS6fT7zzh6vfExvd74mBKly/Dkv9+iWIlSVK9Tj5+WLSItLZWU5GRW/vAd5SpWAki/4XHT+j/4ZtbU9P5OJO6+HRgB3H/QoUuAd4P9twkltvv9193Tgv16wH+Cvj4DtoTV+8Xd54S93kNoNBlCSXClYL8R8EowOjwGKGpmRTII9xN33+fu3wGJmVxTCqFR5guBOsBcYDahZPtS/pwe0gRoHZx3LlAKqArMB9oG89HPc/cD70LPWDHgv2a2FHgJODeDOk2ALsH5phKa/bD/H4zJ7r7N3ZOB74BTD+OcuYZWEZEc4dLqVbit+cUs+fE35owM3d/R9ZUxdOj+Ln0euYnY2HykpKTS8bnQ6NnnXy2j6WXnsmxMV3Yn7+Wf3f6T3tcp5UpSoWwJZixcccA57v37FTzUphGJpYoyf9TjfP7VMu599l3k+Ni4YQNPP9mFfWlp7HOncZNm1LuiwSHrt7zhJp587F9cd3UTihYrRq/e/bIxWjn1jHO54JL6vNi5HfnyxVC+SlUubXIdr3V/hF3bt+LulK98Ojf/M3Rz6oRRb7JrxzY+GBL6Pu1fjm/H1i28+UJo2mbavjRqXt6Ysy+8+JDnlchISU7mu0XzuL3Do1nWLVexEtVq1uGZ+/6BWT4ub3It5U89DYBBPR9n145txMTEcus9nSlUuGgWveVa/wa+Bt7MpE74vLWD13U91B3YB9fb63/Of0vjz7wrH3CJuyeFV85gUCEl/HAmsUIoia4HFHH3LWY2B+hIaJR4cFgf97n7hIMbm1k9QtNC3jazPu7+17l8B+oOfOnu1wfTY6ZmUMeAGzOYOnLxQdcW/t6cEOxo7tI3s26aIpLreMEaHaMdgxyhpG9eYfceraSRG8XnN8YtWx/tMOQoXH1uAtN/1IpDuU29M0pCFkmome1098LBfm+gFTDM3buZ2RhCI9VvB3OEWwTJ41vA2P3zn4MpIuvd/TkzuwoYR2g+duGgXrVDnO8moLm732Fm7wLfuHuf4Fh1d1+UwRzs8POm93WIa2sJvAhMdfd2wQ2ZiwmNfJdx933BHPWrgZvdfa+ZnQH8BpQGfgumezwIVHL3B81sC5Dg7nuDc6wK4ttoZh8D/3H3D4OR7zvcvZKZ1Qc6u3vzYL56UUJJvZtZDXf/Jvw6g37HAn3dfWpm37/cRFNEREREJC96kVBiud/9hKZJLAb+ARzqoQnPAPXM7GtCUyBWH8W57wdqmdliM/sOuPso+jjYLELzrmcDuHsqsB5Y4O77b0h6ndB0jK+DqR2vERo5rg8sMrNvCM2j3n937BBC89UzWpavN9DTzGYCh7obtjtwUtDH0uB1nqAR7LxDI9i5kEawcy+NYOdeGsHOnQ5nBFsku2gEW0REREQkgk6oCeUiIiIiJyozO4/QCifhUtxddxLnMEqwRURERHIBd19CaP1oyeE0RUREREREJIKUYIuIiIiIRJASbBERERGRCNIyfXmH1noTEZETnZbpkxxBI9giIiIiIhGkVUTykF82pUQ7BDlCp5YqQHJqtKOQoxEXC7v0kKBcqVB+Y0fyvqwrSo5SJE5jhpJz6KdRRERERCSClGCLiIiIiESQEmwRERERkQhSgi0iIiIiEkFKsEVEREREIkgJtoiIiIhIBCnBFhERERGJIK2DLTnOnpQUHr63LXv37iEtLY3LGzSi9f91oGe3Lvz0/TJiYmI565zzeODRp4iNPSm93Q/fLeWB9rfz+LO9qdewCYsWzmPwgD7px3/9ZSWPP9Obulc0jMZl5XlPP/kY06dNpWTJUnw0eiwAjzz8IL+sXAnAjh07KFKkCKM+Gh3NMCVMWloat7e6iTIJCQwY+Bp3trmN3bt2AbB58yaqVTuffgMGMnXKZF59pT/58uUjJiaGzo8+To0La0Y5+rzrnbffYvRHH4AZp1c9g67P9qBAgQIA9O75HJ+O/pgZcxYC8MGokfz3/XeJiYmhYMF4nnj6Gaqcdno0wxc5IehR6XmH55YHzbg7yUlJFIyPJzV1L53ubsO9Dz7Kju3bueiSywDo2fVRzqtek2tv+BsQSgS6PNCe/AUK0PSaltRr2OSAPrdv30bbm6/hndGTiIsrmO3XdLROpAfNLFwwn/j4eJ547NH0BDtc3969KFy4MHff2zEK0UXeifCgmf8Mf5Pvli1l566dDBj42gHHOne6j/oNrqT5dS3ZvXsXBQvGY2b8+MMPdOn8IB99Oj5KUR+73PygmfXr1vF/d9zGqI/HEhcXR5dHOlH3snpc2+J6vlu2lPfeGcHUKZPTE+ydO3dSuHBhAKZNncIH77/Hy4OGRvMSjlrwoJlDPirdzEoBk4OXZYE0YANQCfjd3c85RLtZ7n7p/q+HqHMyMMDdbzr6K5ATiaaISI5jZhSMjwcgNTWVtNRUMKP2pZdjZpgZZ55zHhvXr0tvM/qDd7m8QWOKlyiZYZ8zpkyi1iWX5ark+kRTs9ZFFC1WLMNj7s7ECeO56prm2RyVHMq6P/5gxoxptLzx5r8c27VrJ/PnzqV+w0YAxMcXwiyU1yQl7QY7ZI4j2SAtLY2UlGRSU1NJTkqiTJkE0tLS6N+vDw906nxA3f3JNUBSUlL69/FE5O6b3L26u1cHBgMvBfvVgUN+otqfVGeSXMe6++9KriWcEmzJkdLS0ri7zc3cck19LrzoEs4+9/z0Y6mpe5n8+afUqlMXgI0b1jFz2hSuafnXRGC/qV+Mp0Hjq4573HJ0vl64gFKlSnHqqZWiHYoE+vbuwQOdOpMv318Tri8nf0HtOnUOSM6mTJ7EDddexQMd7qbrs89nZ6gSJtOkpycAACAASURBVCExkdvbtKV50ytp1qgehYsUoc6ldRk18h3q1W9A6TIJf2kzauQ7tLimCS+/1JfOjz4ehahzhBgzG2pmy8xsopkVBDCzqWZWK9gvbWargv07zOy/ZvYpMNHMKpnZ0rBjH5nZ52b2k5n13n8SM2tnZj8G/Q41s1eC8jJm9qGZzQ+2ukF5NzMbFtT/2czuz963RY6WEuwTjJl1CX4hu5lZt2jHc7RiYmIYPPy/vPvJJH5YvpSV//sp/djLfZ7nvOo1Oa96aI7noH/35v/ufZCYmJgM+9q0cQOrfl5BrYszHHyQHGD8uLE0u1qj1znF9GlfUrJkKc45t1qGxz8f9xnNrrrmgLKGVzbmo0/H82L/Vxj0yoDsCFMysH37NqZ9OYUx4ybx+aRpJCUlMfbTT/hi4gT+9vfbM2xzS6vbGP3ZRO578GHeGDo4myOOLDNrb2YLwrb2h9m0KjDQ3c8FtgI3HkabS4A27p7RjT3Vgb8B5wF/M7OKwTSSp4A6QGPgrLD6/QmNqF8UnPv1sGNnAU2B2kBXMzsJyfF0k+OJJ+5Emh9fuEhRzq9RiwVzZ1L5tKq8/cYgtm7dQtdHn06v8+P3y+jx9KMAbNu2hXmzZhATE5t+M+P0yRO4tF7DA26IlJwjNTWVyV9MYuSoj6IdigS+/eZrpn05ha9mTGNPyh527drJE10e4flefdi6dQvLli7mxf6vZNi2Zq2L6LpmNVu2bKFEiRLZHLnMmzObk8uXp0TJ0HS5Blc2Ysirr5CSksL11zYFIDk5iZbNm/LJ2AkHtG3S7Gp6Pv9MtsccSe4+BBhyFE1XuvuiYH8hoXnZWZnk7psPcWyyu28DMLPvgFOB0sC0/W3M7L/AGUH9RsA5YVN0ippZkWD/M3dPAVLMbD2QCKw57CuTqFCCLTnO1i2biY2NpXCRoqSkJPPNgjnccvudjB/zIQvnzuKFl4eSL9+ff3x5+8PP0/f7PPckF19a74CVQr78Yjx33v1Atl6DHL65s2dRuXIVEsuWjXYoErjvwYe578GHAVgwfy4j3hrG871CK/J8MXECl19RP31VCoDVq3+hYsVTMDOWf7eMvXv3Urx48ajEnteVLVuOpYu/JTkpiQJxccyfO4db/3EHrW79c/T68jo105Pr1b+s4pRgatZX06dxyimnRiPsnCB8FYA0YP8NO6n8+df+uIPa7DqC/mLJ5AbM4ByXuHtSeGGQcGfUl+Rw+iZJjrN500b6dH+SffvS2LdvH1dc2ZQ6da+g2eU1SEwsxwPt/wHAZVdcye133p1pX3+s/Y0N69Zxfo1a2RG6ZOLRzg+xYP48tm7dQuOG9binw33ccOPNfD5+HM2uvibrDiRHmDD+M+5od+Bf3adMmsjYT0cTGxtLgQIF6NXnpRP6ZrmcrNr5F3Bl46bc1upGYmJiOPOss7nhplsOWX/UyHeZN2cWsSedRJEiRenWvWc2RpsrrAJqAvOAY72JcR7wkpmVAHYQmgqyJDg2EegI9AEws+phI+qSC2mZvhNMJt+bXLNMn/zpRFqmL685EZbpy6ty8zJ9eVlWy/SFC+5R2unufc2sEjDW3asFxzoDhd29m5mdBYwCdgJTgNvdvZKZ3QHUcveOQZv0PjI4Nhbo6+5TgznhnYHfgeXAZnd/wsxKAwOBswkNfk5397vD4wz6Wgo0d/dVR/s+SfZQgn2CUYJ9YlGCnXspwc69lGDnTkeSYEeLmRV2951mFgt8DAxz94+jHZdEnlYREREREcke3cxsEbAUWAl8EuV45DjRHGwRERGRbODunbOuJScCjWCLiIiIiESQEmwRERERkQhSgi0iIiIiEkFKsEVEREREIkgJtoiIiIhIBGkVkTzk1FIFsq4kOU6cfktzrUL5c/SSvJKJYE1lEZGjon9BREREREQiSGNjeciqjcnRDkGOUKXScXqSYy4VFwvbkvQ0wNyoWMF8egpnLqS/GElOohFsEREREZEIUoItIiIiIhJBSrBFRERERCJICbaIiIiISAQpwRYRERERiSCtIpKLmVkXIO6g4kpRCEVEREREAkqwc7c4d+8WXmBm3TKuKiIiIiLZQQm25Dh7UlJ4uENb9u7dS1pqKpc3aEzr/7s3/fjAfj2ZOG40o7+YA8C6P36nX4+ubNu6hSJFi/Gvp3tQJiERgNdffYl5s2YAcOsd7anfqFn2X5AAsH37dp55+klWrPgRM+OZ7j24oHoNAIa/+Qb9+vZm6lezKVGiZJQjzZu6d32Cr6ZPpUTJkoz88FMAtm3byhP/eoi1v/9GuZPL06PPSxQtWgyAhfPn0a9PT1JT91K8RAlee+NtAGbPnMGLvXuwb98+Wlx/E23uvCtq15RXXdO0IYXiC5EvJoaYmBjeef9DXn25P1O/nEy+fPkoWbIkzzzXkzIJiQx/8w3Gfxb6fqelpbHy5/8xefosihUrHuWrEMndlGBLjnNS/vz0HvA6BePjSU3dy0P33MFFdS7j7Grn8+PyZezaueOA+kNf6UejZtfS+OrrWLRwLm8O7s+/nu7B3FnTWfHD9wx6axR79+6hc4d2XHTJZRQqVDhKV5a39e75PHUvu5wX/z2AvXv2kJQcevDRH2vXMnvWLMqVOznKEeZt11zXkptb3Uq3J7uklw0fNpSLLr6ENnfexfBhQxk+bCj3PdiZHdu307vns/QfOISy5U5m8+ZNQChB692zO68MfoOExETa3HYLl1/RgCqnnR6ty8qzXhs2ghIlSqS/bt22Hffe9wAA770zgiGDX+WJp5+hTdt2tGnbDoBpU6fwztvDT+jk2szSgCWAAWlAR3efdYR9rAJquftGM5vl7pdGPlLJ7XSTo+Q4ZkbB+HgAUlNTSUtNxSz0n/fQgf1od2+nA+r/svJ/VK91MQAXXFib2TOmArB65c+cX6MmMbGxxBWMp0rVM1gwZ2a2XouE7Ny5k4UL53P9jTcBoQ9RRYsWBaDPCz3p9PAjmOkpbNF0Yc2LKFr0wMRq+tQpXHNtCwCuubYF076cDMCE8WOp37ARZYMPRSVLlgJg2dLFVKh4CuUrVOSkk/LTpOnVTJ86JRuvQg6lcOE/BxaSkpIy/H2bMO4zml11TXaGFQ1J7l7d3S8AHgN6Hm5DCzkgb1JyLYeiBFtypLS0NO5pcwt/a96AGhfV4axzz2fMhyO55LL6lCpd5oC6VaqeyVdTvwBg5rTJ7N69i+3btlLl9DOYP2cmyclJbNu6hW+/ns+G9X9E43LyvDW//kqJEiV5+onHuOXGlnR7+gl2797N1CmTSUhM4Myzzop2iJKBzZs2UbpMAgClyySwZfNmAFb/sood27dzd7vWtP77jXz26ScAbFi/nsSyZdPbJyQmsmH9uuwPPI8zMzr8sx233nIDH/73/fTyVwa8xFWN6jP+s7Hc0+H+A9okJSUxa+ZXXNm4SXaHG01FgS37X5jZI2Y238wWm9kzQVklM1tuZq8CXwMVwzsws53B1/pmNtXMPjCz783sHdOoQZ6mKSInoPDVRQ6+CTK3iImJYdDwUezcsZ1nHuvEkkULmfHlRPq8/MZf6rbv8BAD+/Vk0rjRnFe9JqXLJBATE0PNiy/lh++X0emfbShWvARnn3sBMTH6kY+GtLRUvl/+HV2eeIrzz7+AF3o+x+BXX2bhggUMHjos2uHJEUpLS+P75csYOORNUpJTaNe6FdXOvwB3/2tl5RjZ7s0R71ImIZHNmzZxT/s7qVS5CjVrXUTH+zvR8f5ODHv9NUa+958Dkuzp077kgho1cv30EDNrD7QPKxri7kPCXhc0s0WE/o8sBzQM2jUBqgK1CU0fGWNm9YDVwJlAW3e/N6h7qNPXAM4FfgdmAnWBryJzZZLbaAT7xBTn7t1ya3IdrnCRolxw4UV8+/V8fl/zK23/di2tb7yKlORk7rilOQClyiTwdM+XePWtUdzR/j4AChUuAsCtbe5i0PBR9Or/Go5TvsIpUbuWvCwxsSyJiWU5//wLAGjcpBnLv/uO335bwy03tOCqxg1Zt+4PWt10Axs3bIhytLJfyVKl2LhhPQAbN6ynRMnQDagJiWWpc+nlFCwYT/ESJahesxY//fADCYmJrPvjz78SrV+3jjLBCLhkn/03eZcsVYoGVzZi2dLFBxxvdnVzpnwx6YCyiePHnRDTQ9x9iLvXCtuGHFRl/xSRs4BmwIhgpLlJsH1DaKT6LEIJN8Av7j7nME4/z93XuPs+YBFaNjdPU4ItOc7WLZvZuWM7ACkpyXw9fw6nn3k2Iz+dwogPxzPiw/EUiIvjrVFjAdi2dQv79u0DYOTbb9DkmpZAaJRt+7atAPy84kdWrviRmrUvicIVSekyZUgsW5ZVK38GYO6c2Zx9zjlMnTGb8ZOmMH7SFBITyzLyg48oXaZMFr1Jdql3RUM++3Q0AJ99Opp69RuGyus3ZNE3C0lNTSU5KYllSxZTuUoVzjn3PH5d/Qu//baGvXv3MHHCOC6/okE0LyHPSdq9m127dqbvz5k1k9NOP4PVv6xKrzP9yylUqlw5/fWOHTtYuGA+9Rtcmd3hRpW7zwZKA2UIjVr3DJLv6u5+urvv/5PprsPsMiVsPw3NEsjT9M2XHGfzpo30fe5J9u3bx759+6jXsAl16l5xyPqLv1nAsMEDMIPzLqhJh4cfByAtNZWH720LQHx8IR59ugcxsfqRj5Yujz/FY492Zu/evVSoUJFnnzvse4skGzzZ5WEWLpjH1q1bad6kPnfd05HWd/4fj//rIcZ8/AGJ5U6mZ5+XAKhc5TQuufQybrulJWZGi+tv4rTTzwDgkS5Pcv89/8e+ffu4tsUNnHZ61cxOKxG2adMmHn6wIxAaZGh2dXPqXnY5nTvdxy+rVmFmlDv5ZJ546pn0Nl9OnkSdS+um31yeV5jZWUAMsAmYAHQ3s3fcfaeZlQf2RjVAydUswzlzWTUyOyGmH+R2GX0f9j9oJoPvj6/amJw9gUnEVCodR3JqtKOQoxEXC9uS9kU7DDkKxQrmY9eeI/+/UaKrUH6D0Ej0IYUt07e/7uPu/llw7AHg/4JjO4HbCY1Ej3X3amF9rOLPZfp2unthM6sPdHb35kGdV4AF7v5WZK5OchsN54mIiEie4O4xmRzrD/TP4FC1g+pVCtsvHHydCkwNK+94bJFKbqc52CIiIiIiEaQEW0REREQkgpRgi4iIiIhEkBJsEREREZEIUoItIiIiIhJBSrBFRERERCJICbaIiIiISARpHew8pFLpuGiHIEchTr+luVaxghrDyK2Ch5aIiBwV/et/4kkGKkU7CBEREZG8SmNjJxh377X/cekHW7E+KZujkWN1ekJBPSo9l4qLha1JadEOQ45C8YIx7EzRo9Jzm8IF9FcHyTk0gi0iIiIiEkFKsEVEREREIkgJtoiIiIhIBCnBFhERERGJICXYIiIiIiIRpARbRERERCSClGCLiIiIiESQ1sGWHGdPSgqP3ncne/fsJS0tlbr1G3F7u3v5duE83hjYj9TUvZx+5tk88Gg3YmJj2bFjO/17dmXtb2vIXyA/D3R5hkpVTgfg3z27Mm/WdIqXKMmrIz6M8pXJVY0bEl+oEDH58hETG8N7oz5KPzb8zTfo17c3U7+aTYkSJaMYZd7UvesTzJw+jRIlS/Leh2MAmDzxc4YOHsiqlT/z5n/e5+xzqwEwd/YsBg7oR+revcSedBL3d+pMrdp1Duiv8wMd+G3Nr+l9SfZp3qwh8fGFiImJISYmhv+M/JAfvl9Oj+7d2LMnhZiYGLo80ZVq553PiDffYPy4TwFIS01j5cr/8cW0WRQrVjzKVyGSuynBlhznpPz56fHvoRSMjyc1dS+P3NuWC2tfSr8eT9HjpSGUP+VU3n79Vb74/FOaNr+eUSNep0rVM3myx0v8+stKBvXrSY/+QwBodNV1NL+hFf2efzLKVyX7vf7m8L8k0H+sXcvsWbMoV+7kKEUlza+7nptb3cYzT3ZJL6tyelVe6DeAXt27HVC3eInivNj/VcokJPC/FT/xwD13MXbS1PTjX06eRMGC8dkUuWTktTdGUKJEifTX/V/qQ/u7O1D38np8NWMaA17qw5Bhb9O6bTtat20HwPSpU3jn7eFKrkUiQFNEJMcxMwrGh/5zTk1NJS01lXz5YjjppPyUP+VUAGpcVIdZ074AYPWqn7mg5sUAVDy1Muv++J0tmzcBUK16TYoULRqFq5Aj0eeFnnR6+BHM9CS2aKlRsxZFixY7oKxyldM4tVLlv9Q986xzKJOQAECV004nZU8Ke/bsAWD37l28+/Zw2t71z+MftBw2M2PXrp0A7Nyxg9JlEv5S5/Pxn9H0qmuyO7RsZWZuZm+HvY41sw1mNvYo+1tlZqUzKN95DDFONbNaR9v+CM9V38xmH1QWa2brzKxcdsRwolKCLTlSWloaHdvewm3XNaT6RXU485xqpKam8tP3ywCYOXUSG9avA6DK6Wcwa9pkAH74bgnr161l44Z1UYtdMmFw913taHXzDXww6n0Apk6ZTEJiAmeedVaUg5OjMeWLiZx51tnkz58fgNcGvsxtre8gLq5glCPLuwyjwz/bcdvfbuCjD0K/Z53/9Tj/7teHqxvX59/9enPfAw8d0CYpKYnZM7/iysZNohFydtoFVDOz/T+gjYHfohhPRFnIkeR204EKZlYprKwRsNTd1x7mOXPFbAgzi8nO8ynBPjElm1k3M+sW7UCOVkxMDK+8OYrhH07gx+VL+WXl/3i0Wy+GvtyXTu1vo2AwvxDg5tvvZOeO7XRsewuffjiS06qemX5Mcpbh/3mP9z/4mIGDh/L+e++wcMF8hg4ZzL0dH4h2aHIUfl7xEwP796PLk90A+PH75az5dTX1GzaKbmB53LAR7/LuqI94+dWhjBr5Ll8vmM9/R73Hw490YdykqTz0yGM82/XAaXMzpn3JBdVr5PrpIWbW3swWhG3tM6g2Htg/VP934L2w9oXMbJiZzTezb8ysRVAeY2Z9zWyJmS02s/sOOm9BM/vczO7KIKZHgv4Wm9kzQVklM1tuZkPNbJmZTQxL+gFuN7NZZrbUzGoHbbqZWeewfpcG/ezv61Xga6CimbUzsx+D0fChZvZKRu+Xu+8D/gv8Lay41f73xMyqm9mcIPaPzaxEUD7VzHqY2TTgATN7y8wGm9mM4LzNg3pxZvZm8L59Y2YNgvI7zOwTM/vUzFaaWUczeyioM8fMSoad5yUzmx5c40Vm9pGZ/WRmz4W9F7eb2TwzW2Rmr+1Pps1sp5k9a2ZzgUuCvzg8Y2ZfBzEdt5EdJdgnIHfv5e7d3L1btGM5VoWLFOX8GrVYOHcmZ1e7gN4D3+SlIe9Q7YILObnCKQDEFypMp8ef5ZU3R/Hwk8+xbesWypYrH+XIJSMJCYkAlCpVioaNGrNg/jx++20Nt9zQgqsaN2Tduj9oddMNbNywIcqRSlbWrfuDfz10P12796RCxdDv4pLF3/L98mW0vKoR7dvezupfVnFPuzZRjjTvKRP8npUsVYoGDRuxdOlixo75hIaNQqPTjZs0Y9nSxQe0mfD5uBNieoi7D3H3WmHbkAyqjQRamVkccD4wN+zYE8AUd78IaAD0MbNCQHugMlDD3c8H3glrUxj4FHjX3YeGn8jMmgBVgdpAdaCmmdULDlcFBrr7ucBW4MawpoXc/VLgXmDYYVz6mcAId68B7AWeAuoQGqHPKol8j1BSjZkVAK4G9q8KMAJ4NLjmJUDXsHbF3f0Kd38xeF0JuILQh5fBwfvbAcDdzyP0YWZ4UA5QDbiV0HvzPLA7iH820DrsPHvcvR4wGBgd9FkNuMPMSpnZ2YQ+INR19+pAGnBb0LYQodH4i939q6Bso7tfCAwCOnOcKMGWHGfbls3s3LEdgJSUZBYtmEvFUyqzdctmAPbu2cMH77zF1S1uBmDnju3s3bsXgAmffkS1C2oSX6hwVGKXQ9u9e3f6HNDdu3cze9ZMqlU7j6kzZjN+0hTGT5pCYmJZRn7wEaXLlIlytJKZHdu389B993Dv/Z24oMaF6eU33tKKzyZN45PxXzDkzf9wyqmVGPTG8ChGmvckhf2eJe3ezZzZMzn99DMoUyaBhQvmATB/7hwqBvezAOzYsYOvF8ynfoMroxJzdnP3xYSSwb8D4w463AToYmaLgKlAHHAKoWkTg909Nehjc1ib0cCb7j4ig9M1CbZvCI0un0UosQZY6e6Lgv2FQUz7vRecZzpQ1Myy+tPCL+4+J9ivDUxz983uvpfQCPUhuft8oLCZnQlcBcxx9y1mVoxQEj0tqDocqBfW9P2Duhrl7vvc/Sfg5+BaLwPeDs7zPfALcEZQ/0t33+HuG4BthD6kQCiRD38vxoSVL3P3te6eEpyjInAlUBOYH3zfrgSqBG3S+PPDwn77l686+D2PqFwxb0byls2bNtKvx1PsS9uH+z4ua9CE2nXr8cbAfsybPQPft4+rW97MBTVrA/DrLyvp9/yT5MsXQ8VKVXigS7f0vl7o1oUl3yxg+7attL6hCbfdeQ9Nm18fpSvL2zZv2kSn+zsAkJqWxtXXNKfu5fWyaCXZ5ckunfl6wTy2bt1K8yYNaH9PR4oWK0bfXs+zdctmOt13D2eceRYDBg3lv++/y5rVqxk2ZBDDhgwCYMDg1ylZslSUr0I2bd5E5wc7AqF7WZpd1ZxLL7ucgvHx9H3hedLS0sifvwBPdn02vc2XUyZR59K66TeX5xFjgL5AfSD8B9eAG939h/DKZmaAH6KvmcBVZvauux9cx4Ce7v7aQf1VAlLCitKA8CkiB/fjQCoHDozGhe3vOuicR2okoVHsswmbMpOFXQe9zijmzGIJv/59Ya/3cWB+mpJBnfB6Bgx398cyOEeyu6cd4rxpHMc82P76s3AYjcxOiOkHud0Rfh98xfqk4xmOHAenJxQkOTXaUcjRiIuFrUkH/7suuUHxgjHsTDny/xslugoXMMgiuTSzne5e2MwqEEqk+5tZfaCzuzc3sx5AUeA+d3czq+Hu35jZ3YRGsVu5e6qZlXT3zWa2CqhFaEpGfne/56DzNAG6A1e6+04zK09oCkc8MNbdqwX1OwOF3b2bmU0Fvnf3u83sMmCQu59nZrcDzd29lZldCMwHTgsuLbyv8oSS/hrADmAysMTdO2byvpxDaCS+GFDZ3XcF5d8CHd19hoXu6yrm7p2CGDu7+4Kg3ltAAtCc0FSaacDphKa4nOvu7czsDOD/2bvv8KiKLoDDv5NGCCFAaCJIb/IpohRFiiChKCiidJAiSkdBlF5CR8VeKSo2FJGOSBEIHSmiFEWxgHQILQRSl/P9sZcYesCQzZLzPs8+7M69M/dMLpucnZ07dzHuEewWQIVzMZ37OapqpIi0O7ct+XGSnyenTgTuKR5nnNirqOphZ/52VlXdfe48JOtn8uNUAMapao3L/Vz+C5siYowxxpgMRVX3quqbl9g0AvAHtojINuc1wCTgH6f8Z9xzh5PrCQSKyMsXHGcRMAVYKyJbgW+ArCkI8biIrME977iDUzYdCHWmQXQBfr9M3/YBo3HPLf8e+AX3FIzLUtVfcCeqS88l1462uOehb8E9h3z4peo7fsOdWH8HdFbVWOA9wNfp+1SgnTO9I9U4sQ8CFjlxLgY8vsSgjWB7MRvBvvnZCLb3shFs72Uj2N4pJSPYGYWIBDsj5n7ATOAjVZ15A483Gfco+jc36hjexuZgpxMi0o/z51OlROEbEIoxxhhjvFu4iIThzisWAbM8HE+GYwl2+hF4rd8KiBevc22MMcaYG0NVL1p+TkQGAk0uKJ6mqqNS4Xjt/msbNxtLsI0xxhhjbnJOIv2fk2mTMnaRozHGGGOMManIEmxjjDHGGGNSkSXYxhhjjDHGpCKbg52BFM+T+eo7mXQn0N6lXit7Zl9Ph2Cuk7PkmzHGXBcbwTbGGGOMMSYV2dhYBnL8jN30wtvkCPK1G814qUA/OJNgNyvxRkH+Yu87L2Tf9pn0xEawjTHGGGOMSUWWYBtjjDHGGJOKLME2xhhjjDEmFVmCbYwxxhhjTCqyBNsYY4wxxphUZAm2McYYY4wxqcgSbGOMMcYYY1KRrRpp0qWR4QNZvWI5OUJDmfLNHADefv0VVq2IwM/fnwIFbmPQsFFkzRrCgvlz+eKTj5Lq/rHzdz758hvyFyhI56daJ5UfPnyIeg8/Qq8X+6d5fzK6gwcOMLB/H44ejUTEh8ZNmtLqybb8tmMHI4cP5cyZM9x6a37GvDyO4OBgT4eb4cXFxdGhbWvi4+NxuVyE1a5Dl+7PEj54IL9s3waqFCxcmOGjxhAUlIVNGzcw7qUx7Pz9N8a88iq169TzdBeM47NPJjNj+jREhBIlSjJ81Bh+2vwjr417GT17lsxBQYwYNZaChQp5OlRjbiqieu03QhCRcFUNT/1wMq7r+ZleYx31phvNbN60kcxBQQwf3C8pwf5h7WrKV7wXPz8/3nnzVQC6P9f7vHp/7PydPr26M2PeoovabNuyMT179+Pu8hVufAdSyc1yo5kjRw4TeeQIt5f5H6dPR9O8yRO88da7DB7Ql+df7EuFipWYOeMb9u3dS/dne3o63FThzTeaUVViYs4QFJSFhIQEnmrTihf7DaBoseJJH4DGvTyG0NCcPPV0R/bv20t09Gk+nfwRD9Ss6fUJ9s1yo5lDhw7R7skWzJwzn8DAQF58/jmqVnuASRPH8+bb71G0WDGmfvkF27ZuZcTosZ4O9z9zbjRzxXvci4gL2Ors5wK6q+qaGx6cyXBsiohJl+4uX4GQbNnOK7u3chX8/Ny/Qe+48y4OHzp4Ub3FC76ldr2HLyr/Z/cujh87Rrl7yt+YgM0V5c6dh9vL/A+ALFmCKVq0KIcPH2LXrr8pX6EiAJUrV2HJ4os/GJm0JyIEBWUBIDExkcTEREQkKblWVeJi4xBx5zK35i9AyVKl8PG5Ym5jPMDlxk9ZyAAAIABJREFUchEXG0tiYiIxsbHkzpMHEYg+HQ1AdHQ0ufPk8XCUaSpGVcup6l1Af2DMhTuIiG/ah2VuNpZgG680d/YMKlepdlH594sWUKde/YvKFy+YT1idekkJgfGcffv2suPXX7mz7F0UL1GSiGVLAFi0cAEHDx7wcHTmHJfLRbMnHqNW9SrcV/l+7ix7FwBDB/Un7IGq7Pr7L5q3bH2VVown5c2bl7btnqJuWE3CalQla3Aw91epSvjwUXTv3JHaD1Zn3pzZPPV0R0+H6ikhwHEAEakhIstEZAruEW5EpLWIrBeRn0Rk/LnEW0SiReQlEdkkIt+LSCURiRCRv0TkUWcfXxF5RUQ2iMgWEemU7DgRIvKNiOwQkS/E/jDdlCzBvkmISD8RCb/w4em4boSPJ32An68v9R5+5LzybVt/JjAwkGLFS1xUZ/HC+ZdMvE3aOnP6NL17PsuL/QYQHBzMsBGj+OrLKTRv8jhnzpzG3z/A0yEah6+vL1Onz2Lhkgi2bd3CHzt/B2DYyDEsWraCIkWLsWjBfA9Haa4k6uRJli1dwvxFS1i8bCUxMTHMmzubzz6dzDsfTGDx0hU0bPQ4416+aBDXa4lIRxHZmOxx4aeHzE7CvAOYBIxItq0SMFBVy4jI7UAzoIqqlsM9naSVs18WIEJVywOngJFAbaARMNzZpwNwUlUrAhWBZ0SkiLPtbqAnUAYoClRJtR+ASTfsIsebR2BGmBf/7ZxZrF6xnHfGf3TRaPT3C7+75PSQnb/twOVyUdqZomA8IyEhged7PsvD9R8hrHYdAIoULcb4ie4LVHft+psVyyM8GKG5lKwhIVSoWIk1q1ZSvERJwJ1816n3EJ9+/CENGz3h4QjN5axbt4b8BQoQGhoKQK2wOvy0+Ud+/20HZZ1vJOrWe5iunZ72ZJipSlUnABOusEuMkzAjIpWBT0XkDmfbelX923leCygPbHD+1mQGDjvb4oEFzvOtQJyqJojIVqCwU14HKCsijZ3X2YASTt31qrrXieEnp86q6+qwSbdsBNt4jbWrV/LZ5Em88sa7BGbOfN62s2fPsmTxQmrXvTjBXrRgPnUukXibtKOqhA8ZSNGiRWnTrn1S+dGjRwH3+Zs4/n2aNGvuqRBNMseOHeNUVBQAsbGx/LBuLYWKFOGff3YD7vO5ImIZhYsU9WSY5ipuyXcrW37+mZiYGFSVH9atpWix4kSfOsWuXe48cu3a1RQpWszDkXqGqq4FcgG5naLTyTYL8IkzX7ucqpZKNoiVoP+uEHEWiHPaO8u/A5cC9EhWv4iqnrvIJC7ZcVzYYOdNyU6qSZcG93uBHzet58SJEzxStybPdO7Opx9PID4+gWe7dADcFzr2HRQOwOYfN5Inb17yF7jtoraWLF7Aa29/kJbhmwts/nET8+bMpkTJkjR9vCEAPXo+zz+7d/HVl1MAqBVWm8dsNDRdiDxyhCED+3HW5eKsKrXr1qNa9Ro81aYVp09HowolS5ViwOBwALZv3crzPbsTFRXFiohlfPDuO0yfPc+znTCULXsXtevUpXmTRvj6+lH69ttp3KQZefPeQu+ez+IjQki2bAwbMdrToXqEiJQGfIGjl9i8BJgtIq+r6mERCQWyquruFDa/EOgiIkud0e2SwL7Uidx4A1umL534r8v0paC+Vy3TZ9xulmX6MiJvXqYvo7tZlunLaK5xmb5z+w5Q1W9FpAbwgqo2SLZvM9wrjfgACUA3VV0nItGqGuzsEw5Eq+o453W0qgaLiA/uudmPOMc5AjyGe/510nFE5B1go6pO/s8/AJOu2Ai2McYYYzIEVb3kEnyqGgFEXFA2FZh6iX2Dkz0Pv9Q2Z7rIAOeR3HnHUdXuKQ7eeBWbg22MMcYYY0wqsgTbGGOMMcaYVGQJtjHGGGOMManIEmxjjDHGGGNSkSXYxhhjjDHGpCJLsI0xxhhjjElFlmAbY4wxxhiTimwd7AwkR9All/806VygvUu9VpD/Fe95YdIxe98ZY/4LG8E2xhhjjDEmFdln9Azk8KkET4dgrlGerP52y2YvZbdK915B/sKZeDt33iYowL4xMumHjWAbY4wxxhiTiizBNsYYY4wxJhVZgm2MMcYYY0wqsgTbGGOMMcaYVGQJtjHGGGOMManIVhHxbrEiEu48L+zBOIwxxhhjjMMSbC+mqmPPPU+WaBtjjDHGGA+yBNukO4cOHmDU0AEcOxqJ+PjwaKPGNGnxJFEnTzK0f28OHtjPLfluZfjYV8kaki2p3q/bt9K5fSvCR4+jZlgdDh7Yz8AXe3L2rIvExESeaNqSxxo382DPjMvlokXTJ8iTNy/vvDceVeWdt95g0cIF+Pr60KRZC1q1buPpMDO8uLg4OrRtTXx8PC6Xi7DadejS/Vm+mvI5Uz77lD17/mHpyrXkyJEDgPnz5jL5w4kAZA4KYsDgcEqVLu3JLmRYcXFxdGh3wbnr9iyqyrtvv8HiRQvw9fGlcbPmtGzVhqiTJwkfMpC9e/4hIFMmwoePoniJkp7uhjFezxJsk+74+vnRrdeLlCpdhjOnT9PhyaZUuPd+vps7i/KV7qN1u6f5fPIkPp/8IV2efR5wJ24fvP06le6rktROzly5ef+jzwkICODMmTO0bfYYVR+oSa7ceTzVtQzvi88+pWjRYkSfjgZg9qwZHDx4gNnzvsPHx4ejR496OEIDEBAQwISPJhMUlIWEhASeatOKKtWqU+7ue6j+QA2ebn/+h6Bb8+dn0uTPCMmWjVUrVzBy2BA++/JrD0WfsQUEBDDhw2Tnrm0rqlStzt9//cnBgweZOcf9XjvmvNc+nDSeUqVL89qb7/D3X38xdvRwxk+a7NlO3EAiEq2qwcletwMqqGr3VGh7l9NW5H9ty3g/u8jRpDu5cuWmVOkyAARlyULhwkWJPHyIVcuXUa9BQwDqNWjIyoilSXWmT53CAw/WJntoaFKZv78/AQEBACTEx3P27Nk07IW50KGDB1m5IoJGTzROKvv6qy/p1LkbPj7uX0U5c+b0VHgmGREhKCgLAImJiSQmJiIilL69DLfmL3DR/uXuvoeQbO5vk8qWvYtDhw6mabzmX5c7d9O+/oqOnbsmvddCnffaX3/+SaV7KwNQpGhR9u/bx9FIyw/Tmoj4ejoGk7oswTbp2oH9+/j9t18pc0dZjh87Sq5cuQF3En78+DEAjhw+xIqIJTR8oulF9Q8dPEDb5o14on4Yrdp2sNFrD3p57Gh69X4x6Q88wN49e1i4YD4tmj5O105Ps3v3Ls8FaM7jcrlo9sRj1Kpehfsq38+dZe9KUb1ZM76hStXqNzg6cyUul4tmjR+j1gNVuO8+97nbu+cfFi34jpbNnqBb52eS3mslS5ViyfeLANi2dQsHDuzPsB+QROQREflBRDaLyPciktcpDxeRT0RkkYjsEpHHReRlEdkqIgtExD9ZMy+KyHrnUdypP1lEGic7TrTzbw0RWSYiU4CtTtlgEdkhIotF5EsReSHtfgImNVmCfZMRkX7OL4Nwb7/w8cyZMwzq04tne/clS3DwZfd769WX6NKjF76+Fw8A5L0lH598NZOvZs1nwbzZHDtqIzOesDxiGaGhoZT53x3nlcfHxxOQKRNffj2Dxxs3ZeigAR6K0FzI19eXqdNnsXBJBNu2buGPnb9ftc6G9euYNWM6zz3fOw0iNJfj6+vL1G9msfD7CLZtc5+7+PgEAjIFMGXqdB5v3IRhQwYC0L5DR05FRdGs8WN8NeVzSpW+HV8/7509KiIdRWRjskfHC3bJLCI/nXsAw5NtWwXcp6p3A18BfZJtKwbUBxoCnwPLVPVOIMYpPydKVSsB7wBvpCDkSsBAVS0jIhWAJ4C7gceBCintt0l/vPddZC4nUFXDPR3Ef5WYmMCgPj2pXa8+DzxYG4AcoTmJjDxCrly5iYw8Qo4c7ukgv/26nfABLwJw8sRx1q1eia+fL9Vr1EpqL1fuPBQuVpyfN/9IzbA6ad+hDO6nzT8SEbGUVStXEBcXx+nT0fTv+wJ5b8lLWG33+agVVpuhg/p7OFJzoawhIVSoWIk1q1Ze8eK333/7jeFDBvPOBxPInj1HGkZoLifp3K1eSd68eQlzfvc9WKs24YPdH2aDg4MZNnIMAKpK/Xq1yH+JaUDeQlUnABOusEuMqpY79+LcHGznZQFgqojkAwKAv5PV+05VE0RkK+ALLHDKt3L+MrlfJvv39RSEvF5Vzx2nKjBbVWOc2OamoL5Jp2wE26Q7qsrY4UMoXKQozVu3TSqv8kANFsybDcCCebOp+kBNAL6es5Bpcxcxbe4iHqhVh+f7DqJ6jVocPnSQuNhYAE5FnWTrz5spWLhwmvfHwHO9erN46Qq+W7yUl8a9RsV772PMS+Oo+WAY639YB8DGDespVKiwZwM1ABw7doxTUVEAxMbG8sO6tRQuUvSy+x84sJ8XevZgxJiXKFS4SFqFaS7hcueuxoNhrF//AwCbNq6noPNeOxUVRUJCPAAzp0/jnvIVCb7CN4Y3ubeBd5yR6U5AYLJtcQCqehZIUFV1ys9y/mClXuJ5Ik6+JSKCO3k/53Sy5/JfO2DSDxvBNunO1p83s3D+XIoWL0H7lk8A0LHrc7Ru+zRD+vfm29kzyHNLPkaMfe2K7ez++y/eeeMVRARVpUXrdhQrbstPpSdPPd2RAX1f4PNPPyEoKIihw0d5OiQDRB45wpCB/TjrcnFWldp161G9Rk2mfP4pn3z8IUcjI2n6+KNUrfYAQ4ePZML773Hi5AnGjHR/2+7r68uUr6d7uBcZU+SRIwwZlOzc1alH9Qdqcvfd5RnQ70W++HQymYOCGDJsJAB//fUngwf2w9fHh6LFijPUKc+gsgH7nOdtr7TjFTQDxjr/rnXKdgHlga9xTzHxv2RN9xSV8SIyBnd+Vh+YeJ1xGA+Tfz+EXUMlkfCbYRpCevJff6bn6l+hHT18KuG64zOekSerP7GJno7CXI9APziTcO2/X43nBfkLZ+Lt3HmboACBq4wCX2mZPhFpiHtaxz5gHVBRVWs41zNFq+q4C9tIvs1Zpu9j4GHcI9YtVPUP52LJ2U7ZEqCHqgaLSA3gBVVtkCyecKAFsBs4AkSoqiXZXsgS7HTCEmxzKZZgey9LsL2XJdjeKSUJdnonIsGqGi0iQcAKoKOq/ujpuMy1sykixhhjjDHpwwQRKYN7/vcnllx7L0uwjTHGGGPSAVVt6ekYTOqwVUSMMcYYY4xJRZZgG2OMMcYYk4oswTbGGGOMMSYVWYJtjDHGGGNMKrIE2xhjjDHGmFRkq4hkIHmyXu7mUSY9C7R3qdcK8vfqJXkzNGdNZWOMuS42gn3ziHXuAFXYw3EYY4wxxmRoNjZ2k1DVsZB0m9VL2nciPs3iMakjf/YAu5Ojlwr0g1NxZz0dhrkOWTP52J0cvZB962DSkwyZYItIP9x3SUpPCns6AGOMMcYY899lyAQbCFTVcE8HkdyVRp6NMcYYY4z3sDnYxhhjjDHGpCJLsI0xxhhjjElFlmAbY4wxxhiTiizBNsYYY4wxJhVZgm2MMcYYY0wqyqiriJh07PChg4wNH8CxY5GI+NDgscY80bw1ADO+/oJZ077C19eX+6pUp1OP5/l+wTymfj45qf5ff/zO+E+/pkDBQgzr35v9+/bg4+NL5WoP0LFbLw/1ylzos08mM2P6NESEEiVKMnzUGDJlyuTpsAyw6++/GdDn+aTX+/buoVPXHhw5fJgVy5fh7+9PgdtuY+jw0WQNCSEhIZ7Rw8P5Zfs2fHx86N13ABUqVvJgDzKuuLg4OrRrTXx8PC6Xi7DadejS7VnW/7CO1199mYSEBG4vU4ahw0bh5+dH1MmThA8ZyN49/xCQKRPhw0dRvERJT3fDGK9nCbZJd3x9fen83AuULF2GM6dP07ltM8pXqszxY0dZs2IZk76YTkBAAMePHQUgrF4Dwuo1ANzJ9eAXn6V4ydLExsbQtFU77q5QiYSEBF7o9jQ/rFnJvfdX82T3DHDo0CGmfPEpM+fMJzAwkBeff44F87+lYaPHPR2aAQoXKcKUaTMBcLlcPBxWg5q1wti9axfdnuuFn58fb70+jo8/nMCzvV5g5vRpAEydMYdjR4/ybNeOfPrlNHx87EvStBYQEMCEDycTFJSFhIQEnmrbispVqjJkYD/GT/qYQoWL8N47bzF3ziwaPd6YDyeNp1Tp0rz25jv8/ddfjB09nPGTJnu6GzeUiAwEWgIu4CzQSVV/+I9ttgMqqGr3VIgvHIhW1XH/tS3jOfbbz6Q7OXPlpmTpMgAEZclCwcJFiDxyiDkzptKiTQcCAgIAyBGa86K6Sxd9x4N1HgYgMDAzd1dwj6L5+/tTotTtHDl8KI16Ya7G5XIRFxtLYmIiMbGx5M6Tx9MhmUvY8MM68t92G/luzc9991fBz889LnNn2bs4fMj9fvr7zz+peO99AITmzEnWrCH8sn2bx2LOyESEoKAsACQmJpKYmIivjy8BAQEUKlwEgPsq38+SxYsA+OvPP6l0b2UAihQtyv59+zgaGemZ4NOAiFQGGgD3qGpZIAzY8x/btMFKcxFLsE26dnD/Pv74fQe3/68se//ZzdaffqTrUy3p2bkdO365+A/4su8X8GCdhy4qjz4VxdpVEdxT8d60CNtcRd68eWnb7inqhtUkrEZVsgYHc3+Vqp4Oy1zCwgXzqftQ/YvK58ycwf1V3d8GlShVmuXLlpKYmMi+vXv59dftHDp4MK1DNQ6Xy0Wzxo9R64Eq3Hff/dxxZ1kSEhPZvn0rAN8vXsihgwcAKFmqFEu+dyfb27Zu4cCB/Rw6dFOfu3xApKrGAahqpKruF5EhIrJBRLaJyAQREQARecYp/1lEpotIkFM+WUReE5FlwEvJDyAij4jIDyKyWUS+F5G8Tnm4iHwkIhEi8peIPJuszkAR+U1EvgdKpdHPwtxAlmDffGKdN3G4t98dMubMGYb260XXXn3JEhyMy+Xi1Kko3v3wCzr16M3wAS+gqkn7/7ptC4GBgRQpVuK8dlyJiYwc3IdGTVtxa/7b0rob5hKiTp5k2dIlzF+0hMXLVhITE8O8ubM9HZa5QEJCPCsilhJWp+555R9O+ABfP18eqv8IAI8+9jh58ualTYsmvPryGMreVQ5fP19PhGxwT7Ob+s0sFn4fwbZtW/jzj52MfflVXn15LK1bNCFLUBZ8nW8i2nfoyKmoKJo1foyvpnxOqdK3J23zRiLSUUQ2Jnt0vGCXRcBtIvK7iLwnIg845e+oakVVvQPIjHuUG2CGU34X8CvQIVlbJYEwVe19wTFWAfep6t3AV0CfZNtKA3WBSsBQEfEXkfJAc+Bu4HGg4n/5GZj0wXvfReaSVHWsp2NIDYmJCQzt14uwevWpXjMMgNx58lKtRhgiwu3/uxPxEU6eOE72HKEALF387/SQ5F4dM4z8txWicYsn07QP5vLWrVtD/gIFCA11n7taYXX4efNmGjzS0MORmeRWr1pJ6dvLkDNnrqSyebNnsWpFBO9P/BhnkA8/Pz969+mftM9TT7agYMFCaR6vOV/WkBAqVKzEmtUradOuAx998gUAa9esYvfuXQAEBwczbOQYAFSV+vVqkT9/AU+F/J+p6gRgwhW2RzsJbTWgJjBVRPoBp0SkDxAEhALbgbnAHSIyEsgOBAMLkzU3TVVdlzhMAafdfEAA8Heybd86o+dxInIYyOvEMlNVzwCIyJzr6LpJZ2wE26Q7qsorI4dSsHBRmrRsm1Re5YEH2bzRfR3Knn92kZiQQLbsOQA4e/Ysy5csombteue19eEHb3E6OppuvfqmXQfMVd2S71a2/PwzMTExqCo/rFtLkWLFPB2WucDC7749b3rImlUr+eTjSbz21nsEZs6cVB4bE0PMmTMArFu7Gl9fX4oWK57m8Ro4duwYp6KiAIiNjeWHdWspXKQox466LwqPj49n8keTaNy0OQCnoqJISIgHYOb0adxTviLBwcGeCT6NqKpLVSNUdSjQHWgFvAc0VtU7gYlAoLP7ZKC7Uz4sWTnA6csc4m3cI+J3Ap0uqBOX7LmLfwc6FXNTsRFsk+5s+3kzi7+bS9HiJXimdWMAOnR5loceacQrIwfzVItG+Pn703foqKQRtC2bN5E7zy3nTQE5cuggX3w8kYKFi9CpTVMAHmvSgvoNn0j7TpnzlC17F7Xr1KV5k0b4+vpR+vbbadykmafDMsnExsSwfu0aBg4ellT28piRJMTH062T+1vyO8rexYDB4Rw7dozunZ/Gx8eHPHnyMHz0S5dr1txgkUeOMGRQP866XJxVpXadelR/oCavv/oyK5dHcFbP0qRpCyo5F6X+9defDB7YD18fH4oWK87QYSM93IMbS0RKAWdVdadTVA74DSgLRIpIMNAY+MbZnhU4ICL+uBPxfSk4TLZk+7W90o6OFcBkERmLOy97BBifgnomHZPkc1hTXEkkXFXDUz+ctJEe40+DmHTfifgb2Ly5EfJnDyA20dNRmOsR6Aen4s56OgxzHbJm8uFMvA0oepugAPd1iVfax5ke8jbuKR+JwB9AR6An7nnQu3CvKrJbVcNFpAvuOdS7ga1AVlVtJyKTgXmq+o3TbjucZfpEpCHwOu4kex1QUVVrXLj8nohsAxqo6i5n6cA2znH2Ar/YMn3ezRLsdMISbHMplmB7L0uwvZcl2N4pJQm2MWnF5mAbY4wxxhiTiizBNsYYY4wxJhVZgm2MMcYYY0wqsgTbGGOMMcaYVGQJtjHGGGOMManIEmxjjDHGGGNSkSXYxhhjjDHGpCK7k2MGkj97gKdDMNch0N6lXitrJhvD8FbOmsrGGHNd7Le/McYYY4wxqcjGxjKQiN+OeToEc41qlAolJsHTUZjrkdkfDkbZyfNGt4T4czLG7sLpbbJltjFDk37Y/0ZjjDHGGGNSkSXYxhhjjDHGpCJLsI0xxhhjjElFlmAbY4wxxhiTiizBNsYYY4wxJhVZgm2MMcYYY0wqsgTbGGOMMcaYVGTrYJt05+De3Ux8ZXDS68iD+3ik5TOENWzO0nnTiPj2G3x8fLmzwv080b47kYcOEN6tOXnzFwKgaKn/0aprX2LPnOaV/l2S2jkeeZh7a9Sl2TO90rxPGdXQQf1ZsSKC0NCcTJ81D4DXxr3EiuXL8Pfzp8BtBRk2cgwhISEkJCQwbOggdvz6C67ERBo8+hgdnunk4R5kHIcPHmBU+ACOHY3ER3x4pFFjGrd4kg/ff5tVK5biIz5kDw2l/9BR5MqdB1XlrVfH8MPqlWQKDKT/0FGULF2Gnb/t4LWXRnAmOhofXx+ebN+RB+s85Onu3dRGDB3IqhUR5AgN5avpcwE4efIEA/s8z4H9+8h3a35Gv/I6ISHZWL5sCePfewsRH3z9fHn+xf6Uu7s8v+/4lbGjh3E6OhpfX1/aP92J2nUf9nDPjPFeoqrXXkkkXFXDUz+ctJEe40+DmNQbbzRz1uWib/tH6TduEpEH9zN/2mS6D3kVf/8Aok4cIyR7KJGHDvDuiBcY+s4XV2xrVK92NOnwHCXvuDuNov/vvP1GM5s2biAoKIhBA/omJdhrVq+i0r334efnxxuvvQJAz+dfZP63c1m+bCkvjXudmJgYHm9Yn0kff0r+/AU82YXr5m03mjkaeYSjkUcoWboMZ06f5pk2TRn1ylvkzpOXLMHBAHzz1efs/vtPevcfyrrVK5g+dQovv/k+v2zbwtuvjuWDyV+yZ/cuRIQCBQsReeQwzzzZlE+nzSFr1hAP9zDlvO1GMz9ucr/Pwgf1S0qw33r9FbJly07bp57hk48mEhV1kh49X+DMmdNkzhyEiLDz998Y0KcX02bNZ/fuvxGEgoUKc+TwYdq0fIKvZ3xL1hDvOW/OjWbsHvcmVYmIL5CXZIPSqvrP1erZFBGTru3YspHct+QnZ558LP9uBvWeeBJ//wAAQrKHpridQ/v3cOrkcUr8r9yNCtVcQvkKFQnJlu28svurVMXPz/17qmzZchw6dBAAESEmJobExETi4mLx9/cn2EnszI2XM1duSpYuA0BQliwUKlyUI0cOJSXXALExMSDu/GXV8mXUrf8oIsL/7ryL6FOnOBp5hNsKFaZAQfe3Sbly5yFHaCgnjx9P+w5lIPeUr0hISPbzylZELKX+Iw0BqP9IQ5YvWwJAUFAWxDmHMTFnkp4XKlSEgoUKA5A7Tx5yhObk+HHvG5RJCREZKCLbRWSLiPwkIvdeZr92IvLOZbbtEpFcNyC2ziLS5jrq1RCReReUTRaRxlepFyEiFa6wvZ2I3JqC4w8XkbCUR+wdRKQHcAhYDHzrPOZdsZLDpoiYdG3DisVUrF4bcCfJO3/5mVmfj8ffP4DGT/WgcAl3QhB5aD8jn2tDYFAWGrbudFEivWHFIipUrZX0x8SkD7NmTqduPff0gbDadYlYuoTaNasSExvLC336ky1b9qu0YG6EA/v3sfO3Xynzv7IATHzvTRZ+O4fg4Ky88cFHAEQeOUSevLck1cmdJy9HDh8iZ67cSWW/bt9KQkICtxa4LW07YDh29Ci5cucB3B90jh/7N1letnQx7731OsePHeO1t9+/qO72rVtITEigwG0F0yzetCIilYEGwD2qGuckyQEeDiuJqn7g6Rgu0A7YBuy/0k6qOiRNokl7zwGlVPXotVa0BNuLiEg/IPBa6qS3qTDXIjEhgZ/Xr6JRm66Ae7rImehT9HtlErt2/sKElwYxauJ0soXmZMyHswgOycbuP3bw/ui+DH1nCpmDsiS1tXHl97TvNdRTXTGXMHH8+/j6+vJwg0cB2LZ1Cz6+PixaupJTUVG0b9uS++67nwK3WXKWls6cOcOQvr3o8XzfpNHrZ7o+xzNdn+Pzjycy4+spPNWpO5eaXpj8A+zRyCOMGtKf/uGj8PGxL0vTk5oP1qbmg7X5cdMGxr/3Fu+O/zhpW+S2pCiZAAAgAElEQVSRwwwd1JehI8Z45XkTkY5Ax2RFE1R1QrLX+YBIVY0DUNVIp15F4E0gCxAH1HL2v1VEFgDFgJmq2ucSx2wNPIs7Uf8B6Ops+hCoACjwEfAF8J2qlheRu4CfgEKq+o+I/AncCfQBolV1nBPTh8BpYBXwkKrecZ0/l1rAONx53wagy7mfgbPd9xLx7nFefyEiMUBloAzwGhAMRALtVPWAiEwG5qnqNyKyC/gEeATwB5qo6o7riTsd2AOcvJ6KlmB7l0BvTpiv1bZNaylYrBQhOdxTQbLnzM3dlWsgIhQp+T/Ex4foqBNkzZYjadpIoeKlyX1Lfg7t+4fCJW4HYM/fO3G5XBQqXtpjfTHnmzN7JitXRDB+0uSkpOy7+fOoUqUa/v7+hObMSbly97B9+1ZLsNNQYmICQ/r2JKxefao/WPui7WH16tOvZ1ee6tSd3Hlu4bAzvQfgyOFDSSOmp6Oj6duzKx269OB/d96VZvGbf4XmzEnkkcPkyp2HyCOHyRF68ZS6e8pXZNiePZw4fpzsOXIQHR1Nrx6d6dztOe4s653T6ZxkesIVdlkEDBGR34HvganAWuffZqq6QURCgBhn/3LA3biT7t9E5G1V3XOuMRG5HWgGVFHVBBF5D2gFbAfyn0uIRSS7qp4QkUCn/WrARqCaiKwCDqvqmQu+Zf0Y6Kiqa0RkbAq6X01Efkr2uiAwT0QCgclALVX9XUQ+BboAbyTbt9xl4u0OvKCqG0XEH3gbaKiqR0SkGTAKeOoSsUSq6j0i0hV4AXg6BfGnR38BESLyLe7/AwCo6mtXq+h9H09NhrFh5b/TQwDK3Ved37ZsBODQvn9wJSYQHJKdUyePc9blAuDIwX0c3r+H3Lf8O2Us+TQT43mrV61g8ocTeePt98mcOXNSeb58+Vi//gdUlZgzZ9i65WeKFCnqwUgzFlXlpRFDKFS4KM1atU0q3/vP7qTnq1cso2DhIgBUqV6Dhd/OQVXZvvVnsgQHkzNXbhISEhj04nPUffhRaobVTfN+GLfqDzzIt3NnA/Dt3NlUr/EgAHv+2Z307cOOX7eTmJBAtuzZSUiIp8/zPXi4QUPC6tTzWNw3mqpGA+Vxj3IfwZ1YdwIOqOoGZ58oVU10qixR1ZOqGgv8AhS6oMlaTnsbnOS2FlAUd2JWVETeFpF6QJSz/xqgClAdGO38Ww1YmbxREckOZFXVNU7RlBR0b6Wqljv3AOY45aWAv1X1d+f1J85xk7tcvMmVAu4AFjt9HQRc7ir0Gc6/m4DCKYg9vfoH9/zrACBrssdV2Qi2SZfi42L59af1tO7aN6msStgjfPLWKIZ1b4Wvnx/tnhvsvhJ++0/M+WIivr6+iI8PLbv2IUvWfy+s27RqCT2GvuqJbmR4/V58no0b1nPixHHq1KpOl649+GjSBOLj4+n8THsAypa9i0FDh9OsRSuGDOrPE481AFUefexxSpaybx3SytafN7No/lyKFi9Bh5ZPAPBMt+f4dvYM98ogPkLeW26ld3/3VMv7qlRn3eqVtGz0EJkCM9NvyAgAli1ewM+bNxF18gQL5s0CoN/QUZSwc3nDDOrXm00b13PixAka1KnBM1260+appxnQ53nmzPyGvPluZcwrrwOwdMki5s+djZ+fP5kCMzHq5dcQEb5ftIDNP27k5IkTzJvjPm9Dh4+mZOnbPdm1G0JVXUAE7pHJrUA33NMiLiUu2XMXF+dNAnyiqv0vrOhMA6nrtN8U90jvStwJdSFgNtDXOfaFF86l5gVDV21LVY9fJt4L29muqpVTcMxzP7dL/cy8hqoOu966tkxfOpGSmP5j3F65TF9G5+3L9GVk3rZMn/mXty3TZ9xSskyfiJQCzqrqTuf1SCAUqMe/U0Sy4p4i0hqooKrdnX3nAeNUNcKZZ1wByIM7Ua6iqodFJBT3COdpIF5Vo0SkHDBZVcuJSGFgBbBCVVuLyHzco8J3OUluOP/Owd4GPK2q60RkNPDo5eZgi0gN3FM5GiQrm4w7cZ8H/A48qKp/OOWbVfVNEYnAPYVj12XinQu8pqrLRCQA9yj+k6q61pkyUlJVt19iDnYFVY10VigZp6o1rnRe0hun35dNkFX10au14bWfKowxxhhjrlEw8LYzBSMR+AP3dJGPnfLMuJPrFC05p6q/iMggYJGI+AAJuEeAY4CPnTKA/s7+u5x51iuc8lVAAVW91FqWHYCJInIa94j7dV1sp6qxItIemCYi5y5yvHC1kvyXihf33O0Pkl3k2Bh4S0Sy4c4h38A93/xmM+6/NmAj2OmEjWCbS7ERbO9lI9jey0awvdPNdqMZEQl25oyfW0Usn6o+5+GwMhxn5L407hHt31Q1PiX1bATbGGOMMSb9qS8i/XHnartxr0lt0pCI1Mc92v8n7g9vRUSkk6p+d7W6lmAbY4wxxqQzqjoV9yonSUSkLvDSBbv+raqN0iywjOVVoKaq/gEgIsVw383REmxjjDHGmJuBqi4EFno6jgzk8Lnk2vEXcDglFS3BNsYYY4wxxiEijztPtzsrvXyNew52E9wXiV6VJdjGGGOMMcb865Fkzw8BDzjPjwA5UtKAJdjGGGOMMcY4VLV9SvYTkf6qOuZS2yzBzkBqlAr1dAjmOmT293QE5nrdEmInz1s5S74ZY8yVNAEumWDbbxBjjDHGGGOu3WXXXbcR7Axk695oT4dgrtGdBYKJTfR0FOZ6BPrBiRiXp8Mw1yF7Zl+OnrY3nrfJmcVSGpPmLnu3RhvBNsYYY4wx5tpddgTbEmxjjDHGGGOu3bTLbbAE2xhjjDHGmAuISAERmSkiR0TkkIhMF5EC57ar6ujL1bUE2xhjjDHGmIt9DMwB8gH5gblO2VVZgm2MMcYYY8zFcqvqx6qa6DwmA7lTUtESbGOMMcYYYy4WKSKtRcTXebQGjqakoiXYxhhjjDHGXOwpoClwEDgANHbKrsoWjTTpUpeWDcgcFISPjy8+vr68/P7nfPnxe2xYvRwfHx9Csuege59hhObKzbafNvLykOfJc0t+AO6tWpMmbToCMPebL1gyfxYiQsEixenWZygBAZk82bUMKS4ujvZtWpEQH0+iy0XtOnXp2v1ZBg/ox8aN68kanBWA4aPGUvr22z0cbcY0YuhAVq9YTo7QUL6cPgeAJYsWMPGDd9n19198/PlUbv/fHQCcPHGCfi/05NftW6n/aCNe7D8IgNiYGPq/2It9e/fg4+NDtQdq0u255z3Wp4xiVPggVq90n7svps1OKp/21RdMnzoFX19f7q9anW49X0jadvDAflo1fpQOnbrRss2/d4V2uVw81bopuXPnZdxb76VpP4xJb1T1H+DR66lrCXb6ESsi4VfZp3AaxJFuhL86npBsOZJeN2zahhbtuwLw7YwvmfbZRDr1GgBA6TvuZsDoN8+rf/TIYb6b+RWvfzSNTJkCeXV4X1YvXUjNetf1XjH/QUBAAJM++oSgLFlISEig3ZMtqVqtOgDP9+5D7br1PByhafBoI5o0b8WwQf2SyooWL8FLr73F2BHh5+0bkCmATt168NcfO/nzjz/O29aqbXsqVLyXhIR4unV8ijWrVnB/1epp0YUM6+FHHqNxs5YMH9I/qWzThh9YGbGUT6fOJCAggGPHzv9W+61XX+K+KtUuauvrLz+jcJGinI4+fcPjNia9E5GSwPtAXlW9Q0TKAo+q6sir1bUpIumEqo5V1fArPYBdHg7To4KyBCc9j4uNQS67vPu/XC4X8XFxuFyJxMXGkiNXiq5NMKlMRAjKkgWAxMREEhMTSdEJNGnm7vIVCAnJdl5ZkaLFKFS4yEX7Zs4cRLm7y1/0bVBg5sxUqHgvAP7+AZQqXYbDhw7duKAN4Jy7bOefu5nfTOXJ9k8TEBAAQGhozqRty5ct4db8t1GkaPHz6hw+dJA1K1fwyGNP3PigPUhEBorIdhHZIiI/ici911i/hojMu1HxXeXYjURERaR0CvffJSK5rqH9pL45z++/3lhvEhOB/kACgKpuAZqnpKIl2CZdEhFG9OlGn86tWDxvRlL5lA/fpVPzh1m5ZAHN2nVJKv/9l630fqY5I/v1YM+uPwHImTsPjzZpTZcW9XmmSV2CgoMpV6FymvfFuLlcLpo+3pCa1e7nvsr3U7bsXQC8/dbrNG70CK+MHU18fLyHozSp5VRUFKtWRFDx3vs8HUqGtGf3Ln7+cRNPt2lO16fb8sv2rQDExJzh88kf8lSnLhfVeWPcWLo91xsfn5s3NRCRykAD4B5VLQuEAXs8G9U1aQGsIoVJ3n9UA8joCXaQqq6/oCwxJRVv3nfRTUxE+olIeEoeno71eo188yNeGT+FgWPeZsHsr/lly48AtOzQjfFfzadarXosmDUVgKIlSvP+l/N4deJXPNyoGS8N6Q1A9KkoNqxZzrtfzGXC1wuIi4lhxeL5HutTRufr68vXM2azaOlytm3dws6dv/Nsr+eZPW8BU6ZO5+TJk3w0aYKnwzSpIDExkcH9X6Bpi9bkL3Cbp8PJkBJdLqJORTHxky/p3rM3g/v2RlWZ9MG7NG/VhqCgLOftv3pFBDlCQyld5n8eijh1iEhHEdmY7NHxgl3yAZGqGgegqpGqul9EhojIBhHZJiITRNxfsYlIcRH5XkR+FpEfRaSY006wiHwjIjtE5Itk+48VkV+c0fFxTllu5wYlG5xHFac8XEQ+EpEIEflLRJ69St+CgSpAB5Il2M5Ic8Sl4nH0cGLfem7kW0QqicgaEdns/FvqgmMVBjoDvZxR/ovnE2UMkc45VwARaYz7YsersjnY3inQmTJy0wp1pnJkyxFKpao12bljG2XK3pO0vVqthxg94Dmatet83tSRe+6tysQ3xxJ18jjbftpInlvyky27ex73vdUe5LdffqZ67YfTtjPmPCEhIVSsdC9rVq2kbfsOgHuOdsNGj/PJ5I88HJ1JDWNGDOW2goVo0bqNp0PJsPLkyUuNB8MQEcrcURbx8eHEieP8snULy75fxLtvvkr0qVOIjxAQEMCRI4dZtTyCtatWEh8fx+nTpwkf2JfwUS95uivXRFUnAFf6pL4IGCIivwPfA1NVdTnwjqoOBxCRz3CPcs8FvgDGqupMEQnEPTB5G3A38D9gP7AaqCIivwCNgNKqqiKS3Tnmm8DrqrpKRAoCC4FzV3OXBmoCWYHfROR9VU24TOyPAQtU9XcROSYi96jqj862i+LBPdIN7g8U94hIV+AF4GlgB1BdVRNFJAwYDSTNDVLVXSLyARCtquOu8PO82XXD/f+ptIjsA/4GWqWkoiXYJt2JjYlB9SyZg7IQGxPDzxvX0eTJZziw9x/yFSgIwIY1y8l/W2EAjh+LJHuOnIgIO3dsQ/UsWUOykyvPLfz+61biYmMIyBTI1h/XU6xUGQ/2LOM6duwYfn5+hISEEBsby7q1a2jf4RmOHDlM7tx5UFWWLfme4sVLeDpU8x998M6bREdHM3DoCE+HkqFVr1mLTRt+4J4Klfhn9y4SExLInj0H73/0WdI+kz54l6CgIBo3d+cLXXr0AuDHjeuZ8ulkr0uuU0JVo0WkPFANd2I7VUT6AadEpA8QBIQC20UkAsivqjOdurHgnsIIrFfVvc7rn3AvQrAOiAUmici3wLl52mFAmWSDyiEiktV5/q0zmh4nIoeBvMDey4TfAnjDef6V8/pcgn2peM4l2OfmWW4CHneeZwM+EZESuEdn/a/4g8u4HgPmA8twf7g6DYSJyCZV/elKFS3BNunOyeNHeXmoezkpl8tFtVr1uLvS/bwS/iL79+xGRMidNx8de7pXEFm3YgkL53yDr68vAZky0XPQGESEkrffSeXqtXixcyt8ff0oUrwUtes/fqVDmxsk8shhBg3ox9mzLs6eVerUrccDNWrydPs2HD9+HFWlVOnSDB4yzNOhZliD+r3AjxvXc+LECRrUqUnHLt0JyZaNcWNHceL4MXr16ELJUqV56/2JADz2UBinT0eTkJDA8mVLeOv9iWQJDubjSeMpXKQobZq7B8OaNG9Fw8cbe7JrN70h/V9g86YNnDhxgob1HuTpzt1o0LARo8IH06pJQ/z9/Rk0bBRiFxYDoKouIAKIEJGtQCegLFBBVfc40ysDgSv9wOKSPXcBfs5ocCWgFu4pHN2BB3EnZpVVNSZ5A875uKidSx1MRHI6bd0hIgr4Aup8KLhaO3GXKB8BLFPVRs50kIgr9DUjq+A85uD+/9AK2AB0FpFpqvry5SqKql7z0UQk3JunKHhr/Ofivs74deve6BsRlrmB7iwQTGyKLqcw6U2gH5yIcXk6DHMdsmf25ehpe+N5m5xZ/ODKSTHOXOOzqrrTeT0SyA40wT3q64t7JPob5+/tOtxTRGaJSCZneyXgBVVt4LTxDrAR+Ab3RXGHRSQU+ENVQ0VkCrBZVV9x9i+nqj85iXzSFAwR2QY0UNVdl4i7E+4LMzslK1sODHJiuigeVZ0sIrtwf3CIFJEKwDhVrSEiM4HPVXW6E0c7VS0sIjXOtSUivYEQVR2aohNwExKRhcATqhrtvA7GfZ4bAZtU9bJfi9tFjsYYY4zJKIJxT434RUS2AGWAcNzLsW0FZuEeoTznSeBZZ981wC1XaDsrMM/ZdznQyyl/FqjgXPj4C+6LB69VC2DmBWXTgZbX0RbAy8AYEVmNO0G/lLlAowx+kWNBIPnyVglAIefbiLhLV3GzEWwvYiPYGY+NYHsvG8H2XjaC7Z1SMoJtzLUQkcG4R6vP3SL1EdzTRV4FJqjqZS94tDnYxhhjjDHGXEBVR4jIfKAq7g9vnVV1o7P5iquJWIJtjDHGGJMOOBczLrnEplqqevQS5eYGU9VNuFdguSaWYBtjjDHGpANOEl3O03GY/84ucjTGGGOMMSYVWYJtjDHGGGNMKrIE2xhjjDHGmFRkc7AzkDsLBHs6BHMdAu1d6rWyZ77c8rImvXOWfDPGmOtiI9jGGGOMMcakIvuInoFs/DvK0yGYa1ShSAgxCZ6OwlyPzP5wKMpOnjfKG+LPnmNXvEmbSYduC83k6RCMSWIj2MYYY4wxxqQiS7CNMcYYY4xJRZZgG2OMMcYYk4oswTbGGGOMMSYVWYJtjDHGGGNMKrIE27vEikg4UNjDcRhjjDHGmMuwZfq8iKqOBXCSbGOMMcYYkw5Zgm3SpdPRp5j4xkj27voTEaFjr8H8tGE1m9auQHyEkOyhdO49lBw5c7N/zy7GvzqcXX/uoGnbLtRv/CQA+/fs4u0xA5LaPHxwP42f7MhDjVp6qlsZztBB/VmxIoLQ0JxMnzUPgPfffZsZ078mR45QAHo89zzVqj/A1q1bGBE+2F1Rlc5de/BgWG1PhZ7hHDp4gNHhAzh6NBIf8eGRRo1p0uJJln2/kI8nvMfuXX8xfvKXlC5zR1KdP3f+xrgxwzkdHY34+DDhk6/IlCkTE997kwXfziH6VBQLV2zwYK8yhvi4OHp1aU9CQjwul4vqNcNo+0w3Duzfy6jBfTgVFUXxUrfTb+ho/P39iY+P56XhA9m54xdCsmVj0MhXuCVffhITE3h1dDg7f/uVsy4XYQ89Qsu2T3u6e8Z4JUuwTbr02Qevclf5yvQc9BKJCQnExcWSv1BRmrTtAsCCWV8x44tJdHi2P1myhtCmS282rV1+Xhu33laYMe9NAeCsy0X31g9T4f6aad6XjOzRxx6necvWDBrQ97zy1k+2o237DueVFS9egilTp+Pn58eRI4dp+kRDqteoiZ+f/ZpKC75+fnTt+SKlSpfhzOnTPN2mKRXvvZ8ixYoz8uU3GDdm2Hn7JyYmMmJIPwYNG0PxkqU5eeJE0rm6v1oNGjVtSavHH/ZEVzIc/4AAxr0zicxBQSQmJtCzU1sqVq7KN19+xhPNn6Rm7Yd446URfDd3Bo8+3ozv5s4ga9YQPv3mW5Yt/o6J777B4JGvsHzJIhISEpj0xQxiY2Po0KIRD9Z5iFvy5fd0F1ONiLiArYAALqC7qq65QceKVtXg66wbAbygqhtTNyqTVq73L1esl09TKOzpAMzlnTkdzY6tm+nUeygAfv7++Pn7n7dPXGwMIgJAtuyhZMseyk/rV1+2zW0/bSBPvgLkzpvvxgVuLlK+QkX27dubon0zZ86c9Dw+Lg5BblRY5hJy5cpNrly5AQj6P3v3HR5V0QVw+HeySUhCGiFFegognVCkg4IIKigKiiJ8FlRUVER6EwKoWAALUhVEEDuigiKKUhSk9957SaGmZzfz/bGXGBCkmGQJOe/zrN6dmTv3zC5Jzs6de7dwYcqERxIXd5xb6ja4aPuVy5cSVbY8ZctXACAgMDCrrnLV6rkfsMoiInj7+ADODz52ux0RYd3qFQwc+gYALe6+l08mj+fetg+x9I+FPPakc7KiSdM7GDNqBMYYRITUlGQcdjtpaWm4e3jg43NN+eH1LMUYEw0gIi2BEcCt2RuIiM0Y43BFcDlBnH8cxRiT6epYCrJrSrDPrQXOr/L5h4MbXuyxw/gFBDJx1FAO7N1JRNmK/O+5nnh5efPV1HH8Mf9HfAr7MvDNCVfc57JFv9Dgtpa5GLW6Gl98PoM5P3xHpcpV6Nm7H/4BAQBs3LCeIa8M4OiRI7w24i2dvXaRo0cOs3P7VipVrnbJNgf370dE6PliF06dPMntLe7ikUc752GUKjuHw0HXJx7m8KEDtGn3MMVLlMLX1w+b9TMUHBpGQtxxABLijhMSFgY4z1wU9vXlzOlTNGl2B0v/WEj7e24nLTWFZ1/qk/WzeYPyB04CiMhtwBDgKBANVBKR74BSgBfwnjFmktU2EXgPaA2kAG2MMcdFJAL4DGdu9XP2A4lIb6A9UAiYZYwZIiLhwFzgT6ABcNjqK8XarZOIvG/F2dkYs8LKXxKNMSOtfjdZcWD1tQCoD9wnIs2BvsARYCeQZox54b+/bOpK6F1EbiAi0k9EYrI/XB3Ttch0ONi3azvNWz/A62NnUMjLi9lfTgWg/eNdGfPpjzRoeie/zP7qivqzZ2Swetli6ja+PRejVleq/UMdmDP3V76c+T3BIaGMevvvz+tVq1Xn2+9/ZMYX3zD5o4mkpaW5MNKCKTk5mVf6vsyLPfpS2PfSs5cOh50N69fyyvA3GfvRNP5Y+BurVyzLw0hVdjabjYnTvuaL739l25ZNHNi35yKtnGeFjLlYlbBt8ybc3Nz4cvZ8ps+cyzeff8KRKzwDdb0QkS4isirbo8sFTbxFZJ2IbAM+AoZnq6sDDDTGVLKedzbG1AJqA91EpKhVXhhYZoypDiwGnrbK3wPGG2NuAY5li6kFUM7qPxqoJSJNrOpywFhjTGXgFNAuWzyFjTENgK7AlCsY/s3ANGNMDSADeAWoB9wBVLiC/VUO0gT7xuJljInJ/nB1QNciKDiUoOBQylZwXkxVp/Ht7Nu1/bw2DZreyco/f7+i/tatWkp42QoEFCl6+cYq1xUNDsZms+Hm5kbbBx5k06aN/2gTGRWFt7c3u3bucEGEBZfdnsErfbtzx52tuLXZv19gGhoWRnSN2gQGFsHLy5t6DRqzY/uWPIpUXYqvnz/Va9Zmy6YNJCaexWG3AxAfe5yiIaGAczY77rhzNttht5OUmIi/fwC///ITt9RriLu7B0WCilK5ag12bN3ssrFcC2PMJGNM7WyPSRc0STHGRBtjKgB3AtPk3HpDWGGM2ZutbTcRWQ8swzmTXc4qTwfmWNur+XvZaUPgc2t7erZ+WliPtcAanMnuub72GmPWXaQvzvVljFkM+ItIIP9uvzHm3KfcOsAiY8wJY0wG8PVl9lU5TBNsdd0JDAqmaEgYRw7uA2Dz2pWUKB3BscMHstqsWbaYYqXCr6i/vxbOo8FtLXIhUnUt4uJis7Z//20+Zcs6/84cPnQQu5UMHDlymP379lK8xI1zcdX1zhjDm8MHUyY8koc6PnbZ9nXqNWT3rh2kpqZgt9tZt2YV4RFReRCputCpkydIPHsGgLTUVNasXEaZ8Eiia97C4gW/AvDLTz/QoPFtADRodBu//PQDAIsX/Ep0rTqICKE3FWPd6hUYY0hJSWbr5g2UDo9wyZjygjHmLyAYCLGKks7VWUtGmgP1rZnqtTiXigBkGJN1HsDB+cttL3p+ABhhJfbRxpiyxpjJVl3203SX68sAds7P3byybSdl29aLWFxMFziq69KjXXsx7q3B2DMyCC1Wgmd6DObDd1/l6KH9iLgRHHYTnV/sD8CpE/EM6vYYKclJuIkw97sveGvil/gU9iUtNZVNa1bwZLcBlzmiyg39evdg1coVnDp1kha3N+G5ri+yauUKtm/fhgDFS5Rg0JBhAKxds5opkz/E3d0dNzc3+g+KybqVn8p9G9evZd5Ps4ksW47OjzjPUj/9/EtkpKfz3sgRnDp5gr4vd6Vs+QqMGjMJP/8AHnrkUbo8+jAiQr2GjanfyHmt2Pj3RzF/3k+kpqbSrtXttGrTls5dnnfl8G5oJxLieXPYIDIzHRiTya3NWlKv0a2UjojitVf68PHEDyhbvgJ33dMWgLvuuZ83hg7g0Qda4ecfwMDhbwHQpt3DvP3qKzzVsS3GGFq2akNk2fKuHFquEpEKgA1IuEh1AHDSGJNstat3BV0uAR4GPgU6ZiufBwwXkRnGmEQRKYFzCcflPAQsEJFGwGljzGkR2Ye15lpEagKX+gS0AnhHRIoAZ3EuPfnn6UKVa8RcdDHWjU1E8u3yCbh0/JcZl1m190yuxqVyXu0If1Ku5Newuu54e8DxM/rm5Udh/h4cPKHr//ObUkGF4DIzt9lu03eu7QBjzI/WjHUvY8y55LUQ8B1QAtiOc5Y7xhizMPvt90TkAaC1MebxCy5ynAkMytbuJeDcTcUTgU44Z6znGGOqWG16Ab7GmBjrNn1/4bzDSfaLHL2B74FQYCXQCLjL6jerL6u/LkAvnBc5bgVOGGMGXunrqf4bTdoyTgAAACAASURBVLDzIU2wCw5NsPMvTbDzL02w86crSbALEhHxtWbM3YFZwBRjzCxXx1VQ6BpspZRSSqkbT4yIrAM2AXtxzsirPKJrsJVSSimlbjDGmF6ujqEg0xlspZRSSimlcpAm2EoppZRSSuUgTbCVUkoppZTKQZpgK6WUUkoplYM0wVZKKaWUUioH6V1ECpDaEf6uDkFdA28PV0egrlWYv755+ZV1T2WllLommmDnT6kiEnOR8vA8jkMppZRSSl1AE+x8yBjzxsXKL5F0Z1mx53SuxKNyT53IAP0mx3zK2wPiztpdHYa6BiF+7uyOS3F1GOoqRYV4uzoEpbLoGmyllFJKKaVykCbYSimllFJK5SBNsJVSSimllMpBmmArpZRSSimVgzTBVkoppZRSKgdpgq2UUkoppVQO0gRbKaWUUkqpHKT3wVbXpaTEs0x+9zUO7d+NiPDUy4MoV7Eav3z/Jb/O/hqbzUb1Og3p8GQ3lvz+Mz/NnJ6178G9uxg+Zjplosrz18J5/PDlVAQhsGgwz/Uehl9AoAtHVrAMGdSfxYsXEhRUlJnfzQHgl3lzmTDuA/bu2c2nn39N5SpVAcjIyGDokEFs27oFh91O63vv48mnn3Fl+AXK60MHsfTPRRQpEsT0r74HYOf2rbw9Yhjp6WnYbO707DuISlWq8dm0Kfzys/P9dNgd7N+3hzm//oF/QCAP3HMHPj6FcbO5YbO5M3n6V64cVoGQnpZGnxc6k5GegcNhp1HT5nR6sivrVi1n8rh3MJmZeHn70GPgMIqXLE1GejojXx3Eru1b8fMPoP+wNwkrVgKAL6dP5pc53+Hm5saz3ftSq24DF49OqfxJE2x1Xfp0wiiq1a5Ht0FvYM/IIC0tlS3rV7Fm2WJeH/cZHp6enD51AoCGze6kYbM7AWdy/c6wXpSJKo/DYWf6hNG8OfFL/AIC+Xzy+/w6+yvaduriyqEVKPfe15aHH+nEoAF9s8rKli3P6HfHMHzokPPa/vrLz2Skp/PNrNmkpKTQtk0r7ry7FSVKlMzrsAuku++5j3YPPcKrg/tnlY17fzRPPN2V+g0b89efixn3/mg+mDSVRx7tzCOPdgbgz8UL+Oqzafhn++D6/sSPCQwskudjKKg8PD0Z8d6HePv4YLdn0Ou5J6hdtxEfjHyNwW+8S+nwSOZ8+yVffPIhPQYOZ96cWfj6+TP5y9ksmv8zU8a/R/9hb3Fg724Wz5/HhOkzSYiPY0D3Z/jw8++x2WyuHmKOEpGBwCOAA8gEnjHGLL+K/W8DehljWudOhOpGoEtE1HUnJSmRbZvWcmvLNgC4e3hQ2NeP336cSev2j+Hh6QlAQGDQP/b9a9Ev1L+1BQDGOP+TlpqCMYbU5CQCg0LybBwKatW+Bf+AgPPKIqOiCI+I/EdbESElJQW73U5aWioeHh74+vrmVagFXnTN2vj7n/9eiUByUiIAiYlnCQ7558/P/Hk/0bzl3XkSo7o4EcHbxwcAu92Ow2EHEUSE5KQkAJKSEgkKdr5/y/5cSPO77gGg0W3NWb96BcYY/vpzIU2at8TD05ObipegeMlS7Ni6yTWDyiUiUh9oDdQ0xlQDmgMHXRuVuhHpDLa67sQeO4J/QBEmjR7GwT07CS9XgU7P9uTY4QNs37SOrz8Zj4eHJ4889RKRN1c6b9/li36l+5CRALi7u/P4C33p/9wjFPLy4qYSpXisax9XDEldgeZ3tGTh779xR9NGpKSm0qtPfwJ0OY9LdevZjx4vdGHseyPJzMxkwpQZ59Wnpqaw/K8/6dFnYFaZiNDj+adBhDZtH6RN2/Z5HXaB5HA4eOnJDhw5fJDW9z9EhcpVeanfEIb0fgHPQoXwKezLOxOnAZAQF0tI6E0A2Nzd8Snsy5nTp0iIi6VC5WpZfQaHhJEQF+uS8eSiYkC8MSYNwBgTDyAig4F7AG9gKc5ZbSMiZYEJQAjOGe8HrX58ReQboAqwGuhktX8DuBewA78YY3qJSIjVR2lr3+7GmCUiEmOVRVr/f9cY837uDl/lFZ3BvrGkikhM9oerA7oWDoedfbu2c3urdrw69lMKeXkz56tPcDgcJCWeIeadKXR4qhtjRvTHGJO1365tm/D08qJUeBTgnMn57ceZvPrBdMbM+IlSEeX44aupLhqVupxNGzfgZnPjl9//4Keff2P6J1M4dFAnllzpu2++pFuPvnz742+82KMvI4a/cl79ksULqVq9xnnLQ8ZP/pQpM75h1PsT+Pbrz1m3ZlVeh10g2Ww2Ppj6FdO+nceOrZvYt2cX3335KUPf/oDps37hjrvvZdKYUQDn/d48R0QuWo5Iboeeo0Ski4isyva4cE3gL0ApEdkhIuNE5Far/ANjzC3GmCo4k+xzyz9mAGONMdWBBsBRq7wG0B2ohDNBbigiQcD9QGVrdvxVq+17wDvGmFuAdsBH2eKpALQE6gBDRMQjR14I5XKaYN9AjDFvGGNisj9cHdO1CAoOJSg4lLIVqgBQp1Ez9u3aTlBwKLc0bIqIEHVzZdzEjbOnT2Xttyzb8hCAA7t3ABBWvCQiQt3Gt7Nzy8a8HYy6YnN/mkPDho3x8PAgqGhRoqNrsnmzvl+uNHfO99za7A4AmjVvydYL3o/5v8z9x/KQ4JBQAIoEFaXJbc3Zou9hnvL186dqjdqsWvYne3btoEJl50XETZq1ZOum9QAEh4YRF3sMAIfdTnJSIn7+AeeVA8THHadocP5aVmeMmWSMqZ3tMemC+kSgFtAFiAO+FJHHgaYislxENgLNgMoi4geUMMbMsvZNNcYkW12tMMYcMsZkAuuAcOAMkAp8JCJtgXNtmwMfiMg64AfA3+ob4EdjTJo1kx4LhOX8q6JcQRNsdd0JDAomKCSUo4f2A7B53UpKlI6gVv1b2bLOORt29NB+7PaMrDuCZGZmsuKP36mXLcEuEhzC4QN7OXPqJACb1q6gROnwvB2MumLFihVjxYrlGGNISU5m44b1RFxkrbbKO8EhoaxdvRKA1SuXU7JUmay6xMSzrFuzksa3NssqS0lJzlrzm5KSzMrlS4mMKpu3QRdAp0+eIPHsGQDS0lJZt2o5pcpEkpyUyKEDzt+ja1cto1SZCADqNryV+XNnA/DnwvlUq3kLIkK9hreyeP48MtLTOXbkMEcOHqB8xSquGVQuMsY4jDELjTFDgBeAjsA44AFjTFXgQ8AL+Lfp+7Rs2w7A3RhjxzkTPRO4D/jZqncD6htjoq1HCWPM2Uv18x+Hp64T+kaq69Kjz/Vm/FuvYM+wE1KsOF1eHkwhL28+fGc4/Z59GHd3D7r0HIJYpy+3b1pLUHAoodatpgCKFA3h/o5P8VqfZ7DZ3CkaehNdeg521ZAKpH69e7Bq5QpOnTpJi9ub8FzXFwkICOSNEcM5eeIEL3Z9hpsrVGT8pMk81KEjgwf1p919rcEY7r2vLeVvruDqIRQYQwb0Yt3qlZw6dYr7727Gk12ep8+gGN4b+QYOhx1Pz0L0GRiT1X7xgvnUqdsQb2+frLITCQkM6N0NcK4JvqNlK+o1aJzXQylwTiTEM+q1V8jMzMRkZtK4WQvqNmxCtz6DeW1QT9zEDV8/P7r3HwpAy9b3M3L4QJ586B78/P3pG/MmAGUiy9K42R0806ktNpuN53r0vxHvIHIzkGmM2WkVRQPbgWpAvIj4Ag8A3xhjzojIIRG5zxjznYgUAi75glj7+hhjfhKRZcAuq+oXnIn821a7aGPMulwZoLpuyEXXXN3gRCTfLp/4D8yKPaddHYO6SnUiA0jJcHUU6lp4e0DcWburw1DXIMTPnd1xKa4OQ12lqBBv+PdZZ0SkFjAGCMR5IeIunMtFugMPA/tw3lVkvzEmRkTKAROBYCAD50WOpcl2mz4R+QBYBcwDvufv2e+RxphPRCQYGAtUxDmxudgY86x1nVSiMWak1c8moLUxZl8OvBzKxTTBLjg0wc6HNMHOvzTBzr80wc6friTBViqv6BpspZRSSimlcpAm2EoppZRSSuUgTbCVUkoppZTKQZpgK6WUUkoplYM0wVZKKaWUUioHaYKtlFJKKaVUDtIEWymllFJKqRyk3+RYgNSJDHB1COoaeHu4OgJ1rUL89FdsfmXdU1kppa6JzmArpZRSSimVg3R6pQCpOex3V4egrtKawc30mxzzKW8PWH/wrKvDUNegeik/DpxIc3UY6iqVDirk6hCUyqIz2EoppZRSSuUgTbCVUkoppZTKQZpgK6WUUkoplYM0wVZKKaWUUioHaYKtlFJKKaVUDtIEWymllFJKqRykCbZSSimllFI5SO+Dra4LQ+6pQOPywZxISqf9hBUAlAvzZWCrm/H2sHH0dCoDv91MUrqDysX9GNS6AgACTFy0lwXb4wGY060+SWkOMo3BkWno9NEqALo3j6Jx+WDsDsPBkynEfL+VxDS7S8ZaUBw7epRBA/qQEB+PuLnR7oH2dPzfY/wyby4Txn3A3j27+fTzr6lcpSoAGRnpDB86hC2bN+EmQu9+A7mlTl0Xj6Jgeb7jPXh5++Bms2Gz2Xhj3PSsuh++ms6nk97jo5nz8Q8IJPHsGcaPHMbxI4fw8PTkuV6DKR1RlvjYY4x9cwinTiYg4kbzVvdzd9sOLhzVjS89LY0ezz1BRkY6DoeDxk2b89jTz/Pd158z68tPOXL4IN/MXURAYBEAfpv3I19OnwKAt7cP3foMIqrczQCs/OtPxr37JpmOTO66ty0PP/qky8alVH6mCba6Lsxef4wvVx5i2H2VssoGt67AO/N3sWb/KdpEF+PRBqUZv3Avu2OT6PThKhzGEOzryRfP1GHxjiU4jAHgmWlrOXXBt7Ms23OSMb/twWEM3W6PonOjMrz/2+48HWNBY3O30bN3PypWqkxSUiId2rejXoOGlC1bntHvjmH40CHntZ/5zdcAfDNrNicSEnj+uaeZ8cU3uLnpiba8NGTURPwDAs8ri489xsbVywkOvSmrbNZnHxMeVZ7eQ0dy+MA+Jo95k8Fvj8dmc+d/z75MZLkKpCQn0e+5/1GtVl1KlonM66EUGB6enrz9wUd4+/hgt2fw8jOPcUv9RlSpFk29Rk3o1fX8JPmmYiUYNe5j/Pz9WfHXH7z7xlDGTP4Mh8PBmFGv8+Z7kwgODeOFzh2o3/g2ykREuWhkOU9EDDDaGNPTet4L8DXGxIjIs0CyMWbaVfSXaIzxzaVwL3XMcGCOMaZKXh5XXR39y6WuC2sOnOJ0yvkzymWCfViz/xQAy/ac4PaKoQCk2jOzkmlPdzeszX+1bM+JrH02HjpNqL9+41duCwkJpWKlygAULuxLZGQkscePExkVRXjEP5OtPbt3UbduPQCCihbFz8+PzZs35WnM6uI+GT+ajl26ISJZZYf276FqjToAlCgdTtyxI5w6mUCRosFElnOeYfL2KUyJ0uGciI91SdwFhYjg7eMDgN1ux263IyKUvbkiNxUr8Y/2latF4+fvD0DFytWJi3W+P9u3bKJ4ydIUK1ESDw8Pbmt+J0sXL8i7geSNNKCtiARfWGGMmXA1yfXVEifNuwoIfaPVdWt3bBK3lnf+DmxeKZSwbElxlRL+fP1sHb56tg6v/7gtK3k2BsZ2imbGU7VpW7P4RfttU6M4S3cl5P4AVJbDhw+xbetWqlarfsk25W+uwIIFv2G32zl86CBbtmzm+LGjeRilQoTX+j5P3+c6MX/OtwCsWrqIoOBQwqPKn9e0TFR5lv/5OwC7tm0i7vgxTsSdn0jHHjvC3l3bKVtBJ9pym8Ph4JlHH+TBu2+jZp36VKxc7Yr2+3n2t9xSvyEA8XHHCQkNy6oLDg0jPu6G+3BkByYBL19YISIx1ow2IhIlIj+LyGoR+UNEKljlESLyl4isFJHhF+zf2yrfICJDrbJwEdkqIuOANUApEZkqIptEZKOIvGy1e9rad72IzBQRH6s8TERmWeXrRaSBdTibiHwoIptF5BcR8bbadxORLVYMX1hlhUVkitX/WhFpY5U/LiLfWuPcKSJv5firXYDpEpE8IiL9AK+8Pq4xJiavj5lThv6wld53lqdLk3AW7Ygnw/H3VPWmw2d4cMIKIoJ9GNqmEkt2nSDdkckTH68mPjGdIj4ejO8Uzb74ZNYcOJW135ONymDPNPy08bgrhlQgJScn0evlbvTuOwBf30ufSb3v/nbs3bObRx5qR/HixakeXQObzZaHkarh704mKDiE0ydP8Grf5yleOpxvP5vCoDfG/qPtfQ8/xtRxo+j9zCOUjogiouzNuGV7v1JTkhk1tA+Pd+2JT+E8PYNeINlsNiZO+5rEs2eI6fcye3fvJCKq3L/us271CubOnsW7Ez8BuOjZwOxnLfIDEekCdMlWNMkYM+mCZmOBDZdJKCcBzxpjdopIXWAc0Ax4DxhvjJkmIs9nO24LoBxQB+flQT+ISBPgAHAz8IQxpquI1AJKnFveISLn1mN9a4z50Cp7FXgSGAO8DywyxtwvIjbAFyhiHauDMeZpEfkKaAd8CvQDIowxadn6Hgj8bozpbJWtEJH5Vl00UAPnzP52ERljjDn4L6+LukKaYOcdr/yc7LrCvoRknp+xDoDSQd40KvePM3rsjU8mJcNBVGhhth49S3xiOgAnkzNYsD2eyiX8shLs1tVuonH5YJ6dtjbvBlHAZWRk0LN7N+5udQ+339HiX9u6u7vTu++ArOePdnyY0mXCczlClV1QcAgAAUWCuKXhbWzZsIbYY0fo/YzzIsWEuFj6PtuREWM/ITAomK69nevojTG80OleQm9ynjWy2+2MiulD49vvpG7jZq4ZTAHl6+dP9Zq1WbVsyb8m2Ht27WD0iBheHz0ua819SGgYcbF/Tz7Exx6nqPVvIr+wkukLE+oL25wRkWlANyDlwnoR8QUaAF9n+4Bx7hRqQ5zJLMB04E1ru4X1OPcHxhdnEnwA2G+MWWaV7wEiRWQM8CPwi1VexUqsA61951nlzYBHrbgdwGkRKQLsNcass9qsBsKt7Q3ADBH5DvguW2z3npudxznZV9ra/s0Yc9oa9xagDKAJdg7QJSLqulXExwNwTgU81TicmasPA1A80Aub9UuvWIAX4UV9OHoqFS8PN3w8nTNoXh5u1IsMYndsEgANooJ4vGEZun+xgVR7Zt4PpgAyxjB08EAiIiP532NPXLZ9SkoKKcnJAPy1dAnu7jaiosrmdpjKkpqSQkpyUtb2htXLKVu+Eh998ytjZ8xm7IzZFA0J5c0JMwgMCiYp8Sz2DOfFxL/99B0Vq9bAp7AvxhgmjBxGiTIRtH6gkyuHVGCcOnmCxLNnAEhLTWXNymWUKhNxyfaxx44ytN/L9B38OiVLh2eV31yxMocP7ufokUNkZGSwcP7P1G98Wy5H7zLv4pwlLnyROjfglDEmOtujYrb6i135I8CIbO3LGmMmW3VJWTsacxKoDiwEngc+sqqmAi8YY6oCQ7n8Ge+0bNsO/p4wbYVzhr4WsFpE3K3Y2mWLrbQxZutl+lH/kb6Q6rrwetvK1CoTSKCPB3O7N2DCwr34eNpof0tJAH7fFsf365zrcWuUCuTxh0tjzzRkGhjx03ZOpWRQItCLUe2dt3yzuQk/bzrO0t0nAOh7V3k8bG6M7xQNwMZDZ3j9p+0uGGnBsW7taubM/p5y5crTvl0bAF58qQcZ6em8MWI4J0+c4MWuz3BzhYqMnzSZEycS6PrMk7iJG6FhYbw6QpcD5qXTJxMYGdMbcK7nbdSsJdF1Glyy/eEDe/ngzSG4ublRskwkz/Z8BYDtm9azeP5PlI4oS+9nHgGgQ+eu1KzbKPcHUUCdSIjnrWGDyMx0YEwmTZq1pF6jW5n11Qy++vRjTpxIoMv/HqBO/Ub0HDCU6VMmcObMKd4f+RrgXF4y7uMvsLm780LPAfTv/hyZmQ5atr6P8Mgb80OuMeaEtbTiSWDKBXVnRGSviDxojPlanNPY1Ywx64ElwMM4l2N0zLbbPGC4iMwwxiSKSAng/NtZAdbFlenGmJkishtnYg3gBxwVEQ+r38NW+W/Ac8C71hKRi30gONe3G1DKGLNARP4EHuHv2fAXReRFY4wRkRrGGD2Vm8vEXMktGG4wIhKT18s1XHHMC5iaw3534eHVtVgzuBkp//gVrfIDbw9Yf/Csq8NQ16B6KT8OnEi7fEN1XSkdVAics7WXlP22eiISBuwF3rJu0xcDJBpjRopIBDAeKAZ4AF8YY4ZZ5Z/hnKCcCQzK1t9LwFPWoRKBTjhnhbNuqSci1YGP+XsFQX9jzFwReQ7oA+wHNgJ+xpjHrRgnAZFWX88BRy/osxfORPo1YAEQYL0Onxpj3rAugHwX57IXAfYZY1qLyONAbWPMC1Y/c4CRxpiFV/qaq0vTBPsGPuYFNMHOhzTBzr80wc6/NMHOn64kwVYqr+gabKWUUkoppXKQJthKKaWUUkrlIE2wlVJKKaWUykGaYCullFJKKZWDNMFWSimllFIqB2mCrZRSSimlVA7SBFsppZRSSqkcpN/kWICsGdzM1SGoa+Dt4eoI1LWqXsrP1SGoa2TdU1kppa6JzmArpZRSSimVg3QGuwB5/PMNrg5BXaWpHarpNznmU94esO6AfpNjfhRd2o8NBxNdHYa6StVK+bo6BKWy6Ay2UkoppZRSOUgTbKWUUkoppXKQJthKKaWUUkrlIE2wlVJKKaWUykGaYCullFJKKZWDNMFWSimllFIqB2mCrZRSSimlVA7S+2Cr60LnuiWJLu7PmVQ7g+buAOC+KmHcGhXE2TQ7AN+sP8aGo2cp7GnjhUZliAjy5s+9J/l09ZGsftpVC6NBeBEKe9p49pvNWeUdahSjYpjzHqmeNjf8vdzpOnMzKvccO3qUQQP6kBAfj7i50e6B9nT832OcPn2KPj1f5siRwxQvXoK3R72Lf0AAU6d8xE8/zgbA4XCwd89uFvzxFwEBgS4eScHxQqd78PL2wc3Nhs1mY8S46bz7an+OHNwPQHLSWXwK+/HWxM+w2+1MHD2cvTu34XA4aHJHK+7v8ARHDu7j3VcHZPUZe+wwDz72DK3aPuKqYRUIXTu2dr53Nud79+a4T7PqfvhqGtMnvcfkmfPxDygCwOZ1q/h4/Cgcdjt+AYEMG/3hZftRSl05TbDVdeHPPSf5bUcCT9crdV75vO1x/Lwt/ryyDEcm3244RslAL0oEeJ1Xt+7wWebvSODN1jefV/752qNZ283LFaV0kHcOj0BdyOZuo2fvflSsVJmkpEQ6tG9HvQYN+eG7b6lbrz6dn+rClI8mMWXyJLr36M3jnZ/i8c5PAbBo4e98Om2qJtcuMHjkRPyzve7dB43I2p424R18Cjs/qC5bPJ+MjHRGfvglaamp9HzqQRo2bUnxUuG8NfEzADIdDp7tcDd1GjbN20EUUDGjJmYl0OfExx5jw+rlBIfelFWWlHiWD99/g4EjxhASVozTJ09cth+l1NXRJSLqurAjLomkdPsVtU13GHbGJ5PhMP+o252QzOnUf++nbplAlu8/dU1xqisXEhJKxUqVAShc2JfIyEhijx9n4YLfuKfNfQDc0+Y+Fvw+/x/7zv3pR+68u3Wexqv+nTGGZYvn07BpSwAESEtNxeGwk56eiru7Bz4+hc/bZ+PalYQVK0FIWDEXRKwApo4fTacuLyEiWWV//jaXuo2aZb0vAUWCXBVenhMRh4isE5H1IrJGRBpc5f4xItIrB+OZJSL3ZXu+XUQGZXs+U0TaWtv9ROReERkmIs3/pc/uIuKT7fmAS7W9hngfF5EPcqq/G5nOYKvrWvNywTSMKMLeEyl8seYoyRmO/9RfUR8PQnw92XJcvwY5Lx0+fIhtW7dStVp1EhISCAkJBZxJ+IkT58+epaSksPTPP+g/8BVXhFqwifBav+cREZq3akvzVm2zqrZuXEtAYBDFSpYGoG6T5qz8axHPPHQn6WmpPPpsD3z9A87rbunCeVkJucplIrza93kQ4Y5W7bijdVtWLl1EUHAI4VHlz2t65PABHHY7Q3p0ISUliVb3d+DWFq0v2c8NJsUYEw0gIi2BEcCtLoxnKdAA+E5EigKJQP1s9fWB5wGMMW9YZT9cqjMRsQHdgU+BZKt4APB6zoZ9bUTEZoz5b3/I8wlNsG8AItIP8LpYnTEmJm+jyTm/70rg+83HwUDbamE8XLMYU5Yf+k991i0TyKqDpzH/nPxWuSQ5OYleL3ejd98B+Pr6Xrb94oULiK5RU5eHuMCwdyYTFBzC6ZMneLXf8xQvFU6lajUBWLpgHg2yJcu7tm3Czc3GhC9+JunsGYb0eIqqNesQVqwkAPaMDFb/tZgOT77gkrEUNK++OyXrvRvetyslSofz7WeTGfTG2H+0dTgc7NmxlcFvTyA9PZWB3Z6gXKWqFC9Z5qL9nPs3kB+ISBegS7aiScaYSZdo7g+ctPbzBb4HigAewCBjzPdW3UDgUeAgEAestsqjgLFACM5k9mljzDYRmQqcAWoDNwF9jDHfXCKGJcBb1nYDYA5wlzhPOYTj/EBwTEQeB2obY16wjj0HGGmMWSgiicBooCXwI1AcWCAi8cBywFtE1gGbjTEdRaQT0A3wtOq7GmMcVj9jgebW6zLAiq000N0Ycy6xLyUiPwMRwGfGmKFWTP/W77n4eoqIv/U8HlgDRBpjbrhTlppg3xi88nMifSlnsi31WLT7BN2bRPznPuuWCWT6qsP/uR91ZTIyMujZvRt3t7qH2+9oAUDRokWJi4slJCSUuLhYgoLOPz3989wfufPuVq4It8ALCg4BnEsG6jS8jd3bN1OpWk0cDjsr/lzAiHHTs9ou+X0e0bXr4+7uTkCRIG6uXJ09O7ZmJdhrVy4homwFAosUdclYCprz37umbNmwmthjR+j9TAcAEuJi6fNsR0aMnUbR4FD8/QPx8vbGy9ubilVrsn/3DoqXLPOPfnZt25SvEmwrmb5UQg1/ZzXcJwAAIABJREFUJ5teQDGgmVWeCtxvjDkjIsHAMhH5AagJPAzUwJkzrcFKsK3jPGuM2SkidYFx2forBjQCKuCccb5Ugr0aqCIinjgT7EVAJFDROuaSKxh2YWCTMWYwgIh0BpoaY+Kt5y9km7WvCDwENDTGZIjIOKAjMM3qZ6Expq+IzAJeBe4AKgGf8PfMeR2gCs4PFStF5Ecg6TL9bjLGDBYRL2An0MQYs1dEPr+C8eVLugZbXbcCvP7+/FezZACHT6f+p/5u8itEYQ8bu+KTL99Y/WfGGIYOHkhEZCT/e+yJrPJbb2vG7O+/A2D2999xW9Pbs+rOnj3L6lUraZqtTOWN1JQUUpKTsrY3rF5OqfAoADauWUHxUuEUDQnLah8cGsamdaswxpCaksLOrZsoXio8q37JBTPeKvdc+N6tX72MqPKVmfzNfMbNmMO4GXMoGhLKWxNmUCQomFsa3MbWTWtxOOykpaawa9smSpSOuGg/pcLLunJouSHFGBNtjKkA3AlMs2aLBXhdRDYA84ESQBjQGJhljEk2xpzBSjKtGe8GwNdWwj4RZ1J9znfGmExjzBarn4syxqQBm3Em8vVwzvz+ZfXdAOcSkstxADOvcPy3A7VwJsbrrOeRVl068LO1vRFYZIzJsLbDs/XxqzEmwRiTAnyL84PEv/WbPb4KwB5jzF7r+Q2bYOsMtrouPNugNBVCC+NbyJ3RbSrw3cbjVAj1pVQR58qX+MQMpq78e3nIyHsq4OXhhrubULOkPyMX7OXImTTaR99EvTKBeLq7MbpNBRbvPsl3m44DUK9MIMsP6MWNeWXd2tXMmf095cqVp327NgC8+FIPOj/VhT49uzPr228oVqwYb49+L2uf33/7lfoNGuLt43OpblUuOX0qgZExvQHn3T8aNm1J9C3O67+WLviFhk1bnNe+ZZv2jHt7KL2efghjDLe1vIcykeUA58WPG1evoEv3gXk7iALq9MkE3o5xXnfncDho1OxOatS59LV7JctEEF27AT2ffhg3Nzduv+s+SkeU5fiRQ1fVT35njPnLmq0OAe62/l/LmoHdx99LLy+2qNANOHVuZvgi0rJtyyXanLMUaAL4GWNOisgy4AWcM9gTrDZ2zp8Uzb4sNPUq1jUL8Ikxpv9F6jKMyVpAmXluDMaYTBHJni9e+HqYy/SbPb7LvRY3DDEFcDGqiMTk9ZKK3DzmFfZtHv98Q24cXuWiqR2qkZLh6ijUtfD2gHUHzro6DHUNokv7seGgXgid31Qr5QuXSeBEJNEY42ttVwD+xDnD/AJQ1hjzoog0BX7HucY4CJgK1OXvJSITjTEjRWQp8I4x5mtrFryaMWa9tQZ7zrl119mPeYmY7gNG4Vye8aSVzG6w4gqxEtxGONdDN8I5u74ZuPfcGuzs/YvIRqtur/X8JBBqfXCohHOteUNjTKyIBOFM7Pdf8NrEAInGmJHZx2CtBX8d5xKRFJwz7p1xLhe5kn69gR1AY2PMPhGZAQToGmyllFJKqfzr3BpscCbjj1kX4s0AZovIKmAdsA3AGLNGRL60yvYDf2TrqyMw3rqtngfwBbD+GmJainM5xQjrmHYRiQUOGmMyrTZLgL04l2tswpnoX8okYK6IHDXGNLWebxCRNdZFjoOAX0TEDcjAeZeS/VcR75/AdKAszoscVwFcSb/GmBQR6Qr8bF2EueIqjpuv6Az2DXBMncG+cekMdv6lM9j5l85g509XMoOtXE9EfI0xidas/1hgpzHmHVfHldMK6gx2qnX6Iy+F5/HxlFJKKaWuN0+LyGM4b+e3FucFojecAplgZ7tZe55xQUKvlFJKqeuAiFTFuawiuzRjTF1XxONK1mz1DTdjfaECmWArpZRSSuUVY8xG4FJ3HFE3IL0PtlJKKaWUUjlIE2yllFJKKaVykCbYSimllFJK5SBdg12ATO1QzdUhqGvg7eHqCNS1ii7t5+oQ1DWybvmmlFLXRBPs64SI9OP8rz69GuE5GIpSSimllPoPNMG+fnhd6xfRXOktANtNWX0t3SsXmtm5FolpBe/LoG4EvoVEv6wkn6pWypfV+864Ogx1lWqF+7s6BKWy6BpspZRSSimlcpAm2EoppZRSSuUgTbCVUkoppZTKQZpgK6WUUkoplYM0wVZKKaWUUioHaYKtlFJKKaVUDtIEWymllFJKqRyk98FW14WujcpQu1QAp1PtvDxrS1b5XRVDuKtSKJmZhtUHTzN91WGqFfejU+0SuLu5Yc/MZNrKw2w6ehZPm9CrWRQ3+RUi0xhWHTzNp6sOA1ApzJcn6paiTJA3oxfuYdm+U64aaoFy9swZhscMYteunYgIQ4a9xu/zf2XxogV4eHhQslRpYoa9jp+/P5s2buC1YYMBMMbQ5bkXaHb7HS4eQcHStWNrvLx9cLPZsNlsvDnu06y6H76axvRJ7zF55nz8A4pgjOHjsW+zZsUSChXy4vk+MUSWq8imdSuZOn501n5HDuyj+6DXqdOwqSuGVGAkJZ7lw3de5eC+3YgIXXq8won4WGZOn8SRg/sY/v5UIstXymp/YM9OPnp/BClJibi5uTF8zCd4ehbijQEvcupEAg6HnQpVavDEC31ws9lcODKl8idNsNV1YeHOBOZujaVbk4issio3+VKnTCA9Zm3Bnmnw93L+cz2bamfEr7s5mZJBqUAvXmlZji5fbgTgh43H2HQsEXc3Ycid5ahR0p+1h84Ql5TOB3/s496qYS4ZX0H19puvUb9hY94a/T4ZGemkpqRSt34SL7zUA3d3d95/ZyQfT55Et5d7EVW2HNM//wZ3d3fi4mLp8MB9NLm1Ke7u+msqL8WMmoh/QJHzyuJjj7Fh9XKCQ2/KKlu7YglHDx9kzCffsXPrJj58bwQjPphGlehbGDnxcwDOnjnNi4/dR/Va9fJ0DAXRtPGjqF67Pt1feRN7RgZpaakU9vXj5cFvMfn9Eee1dTjsjH1rMF17D6VMVHnOnjmFu835c9Zt4Ah8CvtijOHd4X1Z9sdvNLithSuGlCtExAFsBARwAC8YY5a6Nip1I9IlIuq6sOV4IolpjvPKWlYMYdaGY9gznd9keCbVDsDeEymcTMkA4OCpVDxtbri7CekOw6Zjzm/Os2ca9iYkU9THE4C4xHT2n0zBGP1WxLySmJjI2tWruK/tAwB4eHji5+9P/QaNspLmKtWqc/z4MQC8vb2zytPT0hER1wSu/mHq+NF06vLSee/JyqWLuPWOVogI5StVJSkxkZMJceftt2zxb9S4pQGFvLzzOuQCJTkpkW0b13LbnW0AcPfwoLCvHyVKR1C8VPg/2m9YvZzSEWUpE1UeAD//wKxZap/CvgA4HA7s9gxuwJ/CFGNMtDGmOtAfGHG5Ha6VOGmeVUDp1JC6bhXz96JimC8dapUgw57JJysPsTs++bw29cID2XsiOSsJP8fH00bt0oH8uGVHXoassjl86CBFgoKIeaU/O3dsp0LFyvTuOwBvH5+sNj/MmkmLO+/Oer5xw3qGDRnI0SNHGPb6mzp7nddEeLXv8yDCHa3acUfrtqxcuoig4BDCrWTsnBPxsRQN+fuMUNGQUE7Ex1GkaEhW2ZKF87jngY55Fn5BFXvsMH4BgUwcNZT9e3YSUa4ijz7XE69LfLA5dmg/IsKIAS9y9vRJ6t/agnvaP5pVP2LAi+zevpno2g2o2/j2vBqGK/gDJwFExBf4HigCeACDjDHfi8hwIN4Y857V7jXguDHmfRHpDbQHCgGzjDFDRCQcmAssAOoD94nIZuA9oDWQArQxxhzPu2EqV9BPVjeGVBGJudjD1YH9FzY3obCnO/1nb2PaykP0bBp5Xn2pQC/+V7skE5bsP6/cTeDl2yL4cXMsx8+m52XIKhuHw862rVt4oH0HPvtqFt7e3nw85cOs+smTJmBzd+euVvdklVWtVp2vZ81h+udfM3XyJNLS0lwReoH16rtTeGvCZwx8fQzzfviKLRvW8O1nk3nosWf/0faiZ4OyzXCfTIjjwN5dVK9dPzdDVkCmw8G+Xdtp3voBRoybQSEvL374cuol2zscDrZvWs/zfYczZNRHrFy6kE1rV2TV9399DOM+n0tGRjqb163K/QHkIBHpIiKrsj26XNDEW0TWicg24CNguFWeCtxvjKkJNAVGifOUzWTgMatvN+BhYIaItADKAXWAaKCWiDSx+roZmGaMqWGM2Q8UBpZZs+aLgadzafjqOqLTQzcAY8wbro4hNyQkpbN8/0kAdsUnYwz4e7lzJtVOkI8HfW6P4v3Fe/+RRD/bsAxHT6fx45ZYV4StLKFhNxEaFkbVatUBaH5Hy6wEe/b3s/hj8QLGfzj1oktBIiKj8PL2ZveuHVSqXDVP4y7IgoKds88BRYKo07ApWzasJvbYEXo/0wGAhLhY+jzbkRFjp1E0JIyEuL8n4RLiYgkqGpz1fOmiX6nTsCnu7h55O4gCKCg4lKCQUMpWqAJA3Ua388NXn1y6fUgYFavVwD8gEIDoWxqwd9d2qtSok9XG07MQteo3YdVfi6haq27uDiAHGWMmAZP+pUmKMSYaQETqA9NEpArONdmvW0lyJlACCDPG7BORBBGpAYQBa40xCVaC3QJYa/XrizPhPgDsN8Ysy3bMdGCOtb0a0Ku3CwCdwVbXrRX7T1G1mB8AxfwL4e4mnEm14+NpY2CLssxYdZjtsUnn7dOhZnEKe9r4ePlBV4SssgkODiEsrBj79u4BYMXyv4iMjGLpn3/wyccf8c774/H2/vsU9uFDh7Dbnevsjx45zP59eylWvKRLYi+IUlNSSElOytpev3oZUeUrM/mb+YybMYdxM+ZQNCSUtybMoEhQMLXrN2HRrz9ijGHHlo34FPY9f3nI7/No1Kylq4ZToAQGBVM0OIwjB/cBsGndSkqUjrhk+2q16nFg7y7SUlNxOOxs3bCGkqUjSE1J5mRCPOA8A7VuxZKLruG+URhj/gKCgRCgo/X/WlYCfhzwspp+BDwOPAFMscoEGGGt5442xpQ1xky26s7/wwQZ5u9TPg50crNA0DdZXRdevi2Cyjf54eflzqSHqvLlmiP8vjOBro3K8M79lbA7DGP+2Ac4b913k18hHoguxgPRxQAYNm8n7m7CA9HFOHQqhbfbVARg7tZYftuRQFSwD31vj6Kwp43apQJ5uEZxume7HaDKHX36D2JQ/95kZGRQomQpYoa/zv86PEhGejpdn+kMOJeFDHhlKOvWrmbqlA9xd3dHxI1+A4dQpEiRyxxB5ZTTJxN4O6YX4FxC0KjZndSo0+CS7WvWbcTaFUt48dE2eBby4vneMVl1sceOEB93nErVauV22Mry2PO9GPvmYOz2DEJvKsEzPQezcskCPhk3kjOnT/LWKy9TJqo8/V8fg6+fP3e3fYRBLz6KiBBdpyE16jbi9MkERsX0ICMjg0yHg8rRt9C8dVtXDy3XiEgFwAYkAAFArDEmQ0SaAmWyNZ0FDMO5NvsRq2weMFxEZhhjEkWkBJCRd9Gr653oXRXyhojEGGNirrU+B5h2U1bnYvcqN8zsXIvENP0ZzY98CwkbDia6Ogx1DaqV8mX1vjOuDkNdpVrh/sC/3/gk2236zrUdYIz5UUSCgdk4k+h1QEPgLmPMPmu/CcApY0y/bH29BDxlPU0EOuGcoZ5jjKmSrV2iMcbX2n4AaG2Mefw/DVZd93QGWymllFIFgjHmot+aY4yJx3nXj3+wLm6sBzx4wT7v4bw7yIWqXNDON9v2N8A3Vxe1yo90DbZSSiml1EWISCVgF/CbMWanq+NR+YfOYCullFJKXYQxZgsQedmGSl1AZ7CVUkoppZTKQZpgK6WUUkoplYM0wVZKKaWUUioHaYKtlFJKKaVUDtIEWymllFJKqRykdxEpQGZ21m9Vy498C/3r9yao61i1Ur6Xb6SuS9aXliil1DXRBDvvpIpIzL/Uh+dRHEoppZRSKhdpgp1HjDFv/Fv9ZZLvHPH6b7tz+xAqhw24PYqUDFdHoa6Ftwfsik1xdRjqGpQN9WZ/Qpqrw1BXqUzRQq4OQaksugZbKaWUUkqpHKQJtlJKKaWUUjlIE2yllFJKKaVykCbYSimllFJK5SBNsJVSSimllMpBmmArpZRSSimVgzTBVkoppZRSKgfpfbDVdWHJ9Hc4tHEFXn6BtHllPACrvp3MwY3Lsdnc8Q0pRqP/vYynjy9Htq5h9XdTyXRk4GbzoHbbzhS7OZqM1GTmju6T1WfyyXgi6zSlzoPPkJhwnCWfvkva2dN4Fvaj8eO9KVwk2FXDLRCOHT3KoAF9SIiPR9zcaPdAezr+7zFGj3yTxYsW4OHuQclSpRn66gj8/f05fPgQbe+9mzLhEQBUq1adQUOGuXgUBUd6Whp9X+xMRnoGDoedhrc1p9OTXVm/egWTx47Gbs+g7M0VealvDDZ3d86ePcN7I4Zw9PAhPAt58lK/oYRHlr1kPyr3pKel0bPrE2RkpONwOGjctDmPPvU8I2L6sXPbZmw2dypUqspLfV/B3d0ja7/tWzbxUpdODBj2Fk2atQDgl5++57OpHwLwyONP0+LuNi4Zk1L5nRhjXB2DwvlFM8aYmFw8hLmev2jm2M6NeBTy5s9PRmUl2Ie3rKHYzdVxs9lYPWsKALXu70zCwd14+wXiE1iUk0f28euYV2g/Yvo/+pw9ohu3PPA0N5WrysIPX6dk1TqUrdeco9vXseuvX2n8eO88HeO1yM9fNBMXF0t8XBwVK1UmKSmRDu3b8c77Yzl+7Bh16tb7f3v3HV9Flf5x/PNNaAm9C9JBRBBEARURRSy7P8uKFV11QWXRVUGsuIqIriiKXRFFRdTV1VWwu4pKBwHpoAgWgmIBqaFKEp7fH3MSb0ISCF5IQp736zWvzJw5c+bMTO6d5545M0OpUqV45KGhAPS7/iZ+/HEFfa++ktFvvVfINY+P4vaiGTNj29atJCUnk56exk1XXcrf+9zIfYP6c8/DIziwQUNeevZJah1Qhz+dfhbPDXuIpORk/nrplfywfBnDH7qXex4dkWs5V1x7My1atSnsTdxtxe1FMzn3+XVX9uCqfv3ZmJpKh47HAnDvHf1p3bYdZ5zdHYCMjAxuubY3ZcqW5U+ndeO4rqeQmrqBay67gCdGvooQV1/WnWEjX6NipeLx2vjwohnll0fSJjOrEDPdE2hvZtfs3dq5ksa7iLgi4YCDWlO2fMVsaQe2PIKExEQAajRuweb1qwGoXr8pyVWqA1ClTkN2pG8nIy17FJq66ke2bVxP7WaHArD+l++pc3DbaF3ND+OHBdP36vY4qFmzFoe0bAVA+fIVaNKkCatWruSYTsdSqlR08axNm7asXPlLYVbTBZJISk4GID09nYz0dBISEildugwHNmgIwOEdjmbaxE8A+D7lOw5rdxQA9Rs2ZuUvP7Fu7Zpcy9lFzOP+oFz3ucSRx3RGEpI4uGVrVq9ambXM22+8QucTTqZK1WpZabOnT+WIDh2pVKkyFStV4ogOHZk1fco+3x7n9gceYLti4ZtpYzmwZfud0pfPnUq1ek1JLF06W/qyWRNp1O44pOjEXu3AxiyfG50ovp83jbRtW9m2KXXvV9wB8OOPK/hq8WJatzksW/pbb47m2GOPy5av+7nduLznxcyZPWtfV7PEy8jI4JpLz+eiv3SlbYejObjloaSnp/P1V18AMHXCx/wagrQmzZozbeKnACz5ciGrVv7M6l9X5lpOi1atC2eDSpCMjAyu7HEe55/WhSM6dOSQmCsG6elpfPrhu7Q/uhMAq39dydSJ4zit23nZyli9ehU1ax2QNV2jVm1Wr161bzagCJBUU9JoSZ+HoVNIP17SvDDMlVRRUh1Jk0LaIkmdQ95TJH0maY6k1yVVCOkpku4M6QsltSjMbXV7n/fBLuYk3QKUy2v+Xu52sk8s+N+rKDGRJkeekC193U/Lmf3WSE7uM3inZZbNmkjnnjdmTbc/uxczXhvOt9M/oXazQ0muUj2rddztXVu2bObG6/pyU/9bqVAh68oszzw9nMTERE49/S9A1OL94cfjqVKlKl9+sYjr+l7N6Lffz7aM27sSExN54vn/smljKnffdj3Ll31L/0FDeObxB0hL287hHTqSGD435118GU8/ej/XXHo+jZocRNODDs6al7OclO++oVGTZoW5afu9xMREnnrhdTZtTOXOf17Hsm+/pnHTgwB4fOhgWrdtR+u27QAY/sj99LqqX9bxypRbl1EVs6sPknoDvWOSRpjZiJjpJEnzYqarAe+E8UeBh81siqQGwEfAIcCNwNVmNjUEzNvCOj4ys8GSEoFkSTWAAcBJZrZZUn/geiDzZpLVZnaEpKtCmb3iue2uaPEAu/grtz8E0Xn5ZvonrFg0k1OuvSerNRpg87rVTBjxLzr3uIFKNetkW2btiu+wHRlUb3BQVlpyleqccMUAANK2bWX5vKmUSSq/bzaiBEtLS+OGfn059bQzOPHkU7LS33n7TSZPmsDTz47KOq5lypShTJkyALRsdSj16jdgecoyWh3qrZ/7WoWKlWhzeHtmz5jKORf24P5hzwMwZ+Y0fvxhOQDJ5Stw3a1R3GBmXHb+qRxQ58A8y/EAe9/I3OezZkylcdODeOm54axfv447+g/MyrP0qy+4Z2B/ADZsWMfMaZNJTCxFzZq1mT/39ytHq1et5LDDd75yWJSFYHpEPlm2mlnbzInMPthh8iSgZcy5ppKkisBU4CFJLwNjzGyFpM+BkZJKA2+Z2TxJxwMtgamhjDLAZzHrHhP+zgbO/gOb6YoB7yLiiqwfv5jForGv0/XKOyhV5vdG+u1bNvHpk3dwxJk9qdW01U7LLZs1kcbtu2RL27ZpA7ZjBwALP/ovzTqestNyLr7MjDsH3kbjJk24pMelWelTp0xi1HPP8Mjjw0lKSspKX7t2LRkZGQCs+OEHvv8+hXr16+/zepdUG9atZdPGqNvUb79tY96sGdRv0Jj169YCkLZ9O2+8PIpTz4y6FWzamEpauPfho3fHcOhh7UguXyHPctzesz7HPp87azr1Gzbmf++MZvaMadx6130kJPx+un9p9Ie8NCYaOp9wMn1uvI1Ox3el3dGdmD1zGhtTU9mYmsrsmdNoF7qVlBAJQEczaxuGA81so5kNIWptTgKmS2phZpOA44AfgZck/Y3oZoOPY5ZvaWaXx5SfeedsBt7Aud/zA+yKhIkj72Pl0gVs25TK67deQtvTLmbh2P+SkZbG2MdvA6Bmo4Pp+Nc+LJ74Lht//Yn5/3uV+f97FYCT+9xNUsUqAKTMnsxJV9+Zrfxfli5kztujkKB2s0M5qvvV+3YDS6B5c2fz3rtvc9BBzTn/nOhRX32uvZ77772b7du3c+Xfo6A783F8c2Z/zpNPPEapxEQSEhMZMPBOKleuUpibUKKsXbOah+65nR0ZOzDbwbEnnMKRnY7juWEPMfOzydiOHZza7TwOa3ckAD8sX8ZDgweQkJBI/UZNuPaWQfmW4/aetWtWM/RfA9ixI4MdO3Zw/Il/4uhOx/PnzodTu3Ydru19CQDHHn8iF192ZZ7lVKpUmYsuvYI+l18IwMWXXkmlSpX3yTYUEWOBa4ChAJLahpbppma2EFgoqSPQQtJW4Ecze0ZSeeAIYDAwTFIzM/tGUjJQz8yWFtL2uELkj+krIvb0MX0FWK5IP6bP5a44P6avpCtuj+lzvytuj+lzkT/6mL7Qh3oYUb/rUsAkM7tS0uPACUQtz18CPYELgJuANGAT8DczWyapK3AfUDasYoCZvSMpJaxntaT2wANm1iUuG+6KJG/Bds4551yJEBtch+lRwKgwvhronssyfXIp6oUw5Mw7DuiQS3qjmPFZQJeC1NsVP94H2znnnHPOuTjyANs555xzzrk48gDbOeecc865OPIA2znnnHPOuTjyANs555xzzrk48gDbOeecc865OPIA2znnnHPOuTjy52CXILee2LSwq+D2QFLpwq6B21PNaiXtOpMrksJLS5xzbo94gF10bJM0aA+WaxTnejjnnHPOuT/AA+wiwsyG7MlyBQnKH5m8bE9W4QpRv86N/VXpxVRSaVj6y5bCrobbA80PSGbxz5sLuxqugA6pU76wq+BcFu+D7ZxzzjnnXBx5gO2cc84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      "text/plain": "<Figure size 720x720 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#First chart - what is a clustermap\n",
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"average\", annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 720x720 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Chart with standard scaler - Row\n",
    "h=sns.clustermap(grouped, cmap=\"Blues\", linewidth=.5, standard_scale=0,  method=\"average\", annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 720x720 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"single\", annot=True, col_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>0</th>\n    </tr>\n    <tr>\n      <th>geo_bln</th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Baden_Württemberg</th>\n      <td>26576</td>\n    </tr>\n    <tr>\n      <th>Bayern</th>\n      <td>28414</td>\n    </tr>\n    <tr>\n      <th>Berlin</th>\n      <td>5160</td>\n    </tr>\n    <tr>\n      <th>Brandenburg</th>\n      <td>11639</td>\n    </tr>\n    <tr>\n      <th>Bremen</th>\n      <td>1725</td>\n    </tr>\n    <tr>\n      <th>Hamburg</th>\n      <td>2770</td>\n    </tr>\n    <tr>\n      <th>Hessen</th>\n      <td>19737</td>\n    </tr>\n    <tr>\n      <th>Mecklenburg_Vorpommern</th>\n      <td>5756</td>\n    </tr>\n    <tr>\n      <th>Niedersachsen</th>\n      <td>28183</td>\n    </tr>\n    <tr>\n      <th>Nordrhein_Westfalen</th>\n      <td>44405</td>\n    </tr>\n    <tr>\n      <th>Rheinland_Pfalz</th>\n      <td>20695</td>\n    </tr>\n    <tr>\n      <th>Saarland</th>\n      <td>3808</td>\n    </tr>\n    <tr>\n      <th>Sachsen</th>\n      <td>12471</td>\n    </tr>\n    <tr>\n      <th>Sachsen_Anhalt</th>\n      <td>8149</td>\n    </tr>\n    <tr>\n      <th>Schleswig_Holstein</th>\n      <td>11119</td>\n    </tr>\n    <tr>\n      <th>Thüringen</th>\n      <td>4580</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "                            0\ngeo_bln                      \nBaden_Württemberg       26576\nBayern                  28414\nBerlin                   5160\nBrandenburg             11639\nBremen                   1725\nHamburg                  2770\nHessen                  19737\nMecklenburg_Vorpommern   5756\nNiedersachsen           28183\nNordrhein_Westfalen     44405\nRheinland_Pfalz         20695\nSaarland                 3808\nSachsen                 12471\nSachsen_Anhalt           8149\nSchleswig_Holstein      11119\nThüringen                4580"
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = df_full.groupby(['geo_bln'])['obj_purchasePrice'].count()\n",
    "grtouped = grouped.rename( columns={'obj_purchasePrice':'Amount_offers'}, inplace=True )\n",
    "grouped = pd.DataFrame(grouped) \n",
    "grouped.reset_index(inplace=True)\n",
    "grouped = grouped.set_index('geo_bln')\n",
    "grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 792x648 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"single\", annot=True, col_cluster=False, figsize=(11,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 792x648 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"complete\", annot=True, col_cluster=False, figsize=(11,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 792x648 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"average\", annot=True, col_cluster=False, figsize=(11,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": "<Figure size 792x648 with 4 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "h=sns.clustermap(grouped, cmap=\"Blues\", fmt=\"d\", linewidth=.5, method=\"ward\", annot=True, col_cluster=False, figsize=(11,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
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<th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Baden_Württemberg</th>\n      <td>0.00</td>\n      <td>1838.00</td>\n      <td>21416.00</td>\n      <td>14937.00</td>\n      <td>24851.00</td>\n      <td>23806.00</td>\n      <td>6839.00</td>\n      <td>20820.00</td>\n      <td>1607.00</td>\n      <td>17829.00</td>\n      <td>5881.00</td>\n      <td>22768.00</td>\n      <td>14105.00</td>\n      <td>18427.00</td>\n      <td>15457.00</td>\n      <td>21996.00</td>\n    </tr>\n    <tr>\n      <th>Bayern</th>\n      <td>1838.00</td>\n      <td>0.00</td>\n      <td>23254.00</td>\n      <td>16775.00</td>\n      <td>26689.00</td>\n      <td>25644.00</td>\n      <td>8677.00</td>\n      <td>22658.00</td>\n      <td>231.00</td>\n      <td>15991.00</td>\n      <td>7719.00</td>\n      <td>24606.00</td>\n      <td>15943.00</td>\n      <td>20265.00</td>\n      <td>17295.00</td>\n      <td>23834.00</td>\n    </tr>\n    <tr>\n      <th>Berlin</th>\n      <td>21416.00</td>\n      <td>23254.00</td>\n      <td>0.00</td>\n      <td>6479.00</td>\n      <td>3435.00</td>\n      <td>2390.00</td>\n      <td>14577.00</td>\n      <td>596.00</td>\n      <td>23023.00</td>\n      <td>39245.00</td>\n      <td>15535.00</td>\n      <td>1352.00</td>\n      <td>7311.00</td>\n      <td>2989.00</td>\n      <td>5959.00</td>\n      <td>580.00</td>\n    </tr>\n    <tr>\n      <th>Brandenburg</th>\n      <td>14937.00</td>\n      <td>16775.00</td>\n      <td>6479.00</td>\n      <td>0.00</td>\n      <td>9914.00</td>\n      <td>8869.00</td>\n      <td>8098.00</td>\n      <td>5883.00</td>\n      <td>16544.00</td>\n      <td>32766.00</td>\n      <td>9056.00</td>\n      <td>7831.00</td>\n      <td>832.00</td>\n      <td>3490.00</td>\n      <td>520.00</td>\n      <td>7059.00</td>\n    </tr>\n    <tr>\n      <th>Bremen</th>\n      <td>24851.00</td>\n  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<td>0.00</td>\n      <td>13981.00</td>\n      <td>8446.00</td>\n      <td>24668.00</td>\n      <td>958.00</td>\n      <td>15929.00</td>\n      <td>7266.00</td>\n      <td>11588.00</td>\n      <td>8618.00</td>\n      <td>15157.00</td>\n    </tr>\n    <tr>\n      <th>Mecklenburg_Vorpommern</th>\n      <td>20820.00</td>\n      <td>22658.00</td>\n      <td>596.00</td>\n      <td>5883.00</td>\n      <td>4031.00</td>\n      <td>2986.00</td>\n      <td>13981.00</td>\n      <td>0.00</td>\n      <td>22427.00</td>\n      <td>38649.00</td>\n      <td>14939.00</td>\n      <td>1948.00</td>\n      <td>6715.00</td>\n      <td>2393.00</td>\n      <td>5363.00</td>\n      <td>1176.00</td>\n    </tr>\n    <tr>\n      <th>Niedersachsen</th>\n      <td>1607.00</td>\n      <td>231.00</td>\n      <td>23023.00</td>\n      <td>16544.00</td>\n      <td>26458.00</td>\n      <td>25413.00</td>\n      <td>8446.00</td>\n      <td>22427.00</td>\n      <td>0.00</td>\n      <td>16222.00</td>\n      <td>7488.00</td>\n   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      "text/plain": "geo_bln                 Baden_Württemberg   Bayern   Berlin  Brandenburg  \\\ngeo_bln                                                                    \nBaden_Württemberg                    0.00  1838.00 21416.00     14937.00   \nBayern                            1838.00     0.00 23254.00     16775.00   \nBerlin                           21416.00 23254.00     0.00      6479.00   \nBrandenburg                      14937.00 16775.00  6479.00         0.00   \nBremen                           24851.00 26689.00  3435.00      9914.00   \nHamburg                          23806.00 25644.00  2390.00      8869.00   \nHessen                            6839.00  8677.00 14577.00      8098.00   \nMecklenburg_Vorpommern           20820.00 22658.00   596.00      5883.00   \nNiedersachsen                     1607.00   231.00 23023.00     16544.00   \nNordrhein_Westfalen              17829.00 15991.00 39245.00     32766.00   \nRheinland_Pfalz                   5881.00  7719.00 15535.00      9056.00   \nSaarland                         22768.00 24606.00  1352.00      7831.00   \nSachsen                          14105.00 15943.00  7311.00       832.00   \nSachsen_Anhalt                   18427.00 20265.00  2989.00      3490.00   \nSchleswig_Holstein               15457.00 17295.00  5959.00       520.00   \nThüringen                        21996.00 23834.00   580.00      7059.00   \n\ngeo_bln                  Bremen  Hamburg   Hessen  Mecklenburg_Vorpommern  \\\ngeo_bln                                                                     \nBaden_Württemberg      24851.00 23806.00  6839.00                20820.00   \nBayern                 26689.00 25644.00  8677.00                22658.00   \nBerlin                  3435.00  2390.00 14577.00                  596.00   \nBrandenburg             9914.00  8869.00  8098.00                 5883.00   \nBremen                     0.00  1045.00 18012.00                 4031.00   \nHamburg                 1045.00     0.00 16967.00                 2986.00   \nHessen                 18012.00 16967.00     0.00                13981.00   \nMecklenburg_Vorpommern  4031.00  2986.00 13981.00                    0.00   \nNiedersachsen          26458.00 25413.00  8446.00                22427.00   \nNordrhein_Westfalen    42680.00 41635.00 24668.00                38649.00   \nRheinland_Pfalz        18970.00 17925.00   958.00                14939.00   \nSaarland                2083.00  1038.00 15929.00                 1948.00   \nSachsen                10746.00  9701.00  7266.00                 6715.00   \nSachsen_Anhalt          6424.00  5379.00 11588.00                 2393.00   \nSchleswig_Holstein      9394.00  8349.00  8618.00                 5363.00   \nThüringen               2855.00  1810.00 15157.00                 1176.00   \n\ngeo_bln                 Niedersachsen  Nordrhein_Westfalen  Rheinland_Pfalz  \\\ngeo_bln                                                                       \nBaden_Württemberg             1607.00             17829.00          5881.00   \nBayern                         231.00             15991.00          7719.00   \nBerlin                       23023.00             39245.00         15535.00   \nBrandenburg                  16544.00             32766.00          9056.00   \nBremen                       26458.00             42680.00         18970.00   \nHamburg                      25413.00             41635.00         17925.00   \nHessen                        8446.00             24668.00           958.00   \nMecklenburg_Vorpommern       22427.00             38649.00         14939.00   \nNiedersachsen                    0.00             16222.00          7488.00   \nNordrhein_Westfalen          16222.00                 0.00         23710.00   \nRheinland_Pfalz               7488.00             23710.00             0.00   \nSaarland                     24375.00             40597.00         16887.00   \nSachsen                      15712.00             31934.00          8224.00   \nSachsen_Anhalt               20034.00             36256.00         12546.00   \nSchleswig_Holstein           17064.00             33286.00          9576.00   \nThüringen                    23603.00             39825.00         16115.00   \n\ngeo_bln                 Saarland  Sachsen  Sachsen_Anhalt  Schleswig_Holstein  \\\ngeo_bln                                                                         \nBaden_Württemberg       22768.00 14105.00        18427.00            15457.00   \nBayern                  24606.00 15943.00        20265.00            17295.00   \nBerlin                   1352.00  7311.00         2989.00             5959.00   \nBrandenburg              7831.00   832.00         3490.00              520.00   \nBremen                   2083.00 10746.00         6424.00             9394.00   \nHamburg                  1038.00  9701.00         5379.00             8349.00   \nHessen                  15929.00  7266.00        11588.00             8618.00   \nMecklenburg_Vorpommern   1948.00  6715.00         2393.00             5363.00   \nNiedersachsen           24375.00 15712.00        20034.00            17064.00   \nNordrhein_Westfalen     40597.00 31934.00        36256.00            33286.00   \nRheinland_Pfalz         16887.00  8224.00        12546.00             9576.00   \nSaarland                    0.00  8663.00         4341.00             7311.00   \nSachsen                  8663.00     0.00         4322.00             1352.00   \nSachsen_Anhalt           4341.00  4322.00            0.00             2970.00   \nSchleswig_Holstein       7311.00  1352.00         2970.00                0.00   \nThüringen                 772.00  7891.00         3569.00             6539.00   \n\ngeo_bln                 Thüringen  \ngeo_bln                            \nBaden_Württemberg        21996.00  \nBayern                   23834.00  \nBerlin                     580.00  \nBrandenburg               7059.00  \nBremen                    2855.00  \nHamburg                   1810.00  \nHessen                   15157.00  \nMecklenburg_Vorpommern    1176.00  \nNiedersachsen            23603.00  \nNordrhein_Westfalen      39825.00  \nRheinland_Pfalz          16115.00  \nSaarland                   772.00  \nSachsen                   7891.00  \nSachsen_Anhalt            3569.00  \nSchleswig_Holstein        6539.00  \nThüringen                    0.00  "
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance_matrix = pd.DataFrame(distance_matrix(grouped.values, grouped.values), index=grouped.index, columns=grouped.index)\n",
    "distance_matrix.to_csv('distance_matrix.CSV',sep=',')\n",
    "distance_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 864x720 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"distance_matrix.csv\", index_col='geo_bln')\n",
    "\n",
    "mds = manifold.MDS(n_components=2, dissimilarity=\"precomputed\", n_init=50, max_iter=1000, random_state=1)\n",
    "results = mds.fit(data.values)\n",
    "\n",
    "Geo_bln = data.columns\n",
    "coords = results.embedding_\n",
    "\n",
    "fig = plt.figure(figsize=(12,10))\n",
    "\n",
    "plt.subplots_adjust(bottom = 0.1)\n",
    "plt.scatter(coords[:, 0], coords[:, 1])\n",
    "\n",
    "for label, x, y in zip(Geo_bln, coords[:, 0], coords[:, 1]):\n",
    "    plt.annotate(\n",
    "        label,\n",
    "        xy = (x, y), \n",
    "        xytext = (-20, 20),\n",
    "        textcoords = 'offset points'\n",
    "    )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clusters - matrix data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(['completed', 'no_information', 'projected', 'under_construction'],\n [[], [11.35], [0.61, 11.96], [4.65, 16, 4.04]])"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define labels for the dataset header\n",
    "matriz_headers = ['completed','no_information','projected','under_construction']\n",
    "\n",
    "# Create frame-based difference matrix\n",
    "matriz_diferencias = [\n",
    "    [],                         \n",
    "    [11.35],                       \n",
    "    [0.61, 11.96],                   \n",
    "    [4.65, 16, 4.04],                   \n",
    "    ]\n",
    "matriz_headers, matriz_diferencias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Functions\n",
    "# Returns the coordinates (column, row) containing the lowest value of the matrix\n",
    "def posicion_con_valor_mas_bajo(matriz):\n",
    "    # Cell value with minimum value\n",
    "    valor_minimo = float('inf')\n",
    "    posicion_x = -1\n",
    "    posicion_y = -1\n",
    "    \n",
    "    # Traverse the entire matrix to find the smallest value\n",
    "    for i in range(len(matriz)):\n",
    "        for j in range(len(matriz[i])):\n",
    "            if(matriz[i][j] < valor_minimo):\n",
    "                valor_minimo = matriz[i][j]\n",
    "                posicion_x = i\n",
    "                posicion_y = j\n",
    "                \n",
    "    return posicion_x, posicion_y\n",
    "\n",
    "# Debug\n",
    "# x, y = posicion_con_valor_mas_bajo(matriz_diferencias)\n",
    "# print( 'Posicion:', x, ',', y, '-> Valor',  matriz_diferencias[x][y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Combine two labels into one and erase the position with less value\n",
    "# params: List of labels, positions\n",
    "def juntar_headers(headers, a, b):\n",
    "    if b < a:\n",
    "        a, b = b, a\n",
    "        \n",
    "    # Join labels in the first position\n",
    "    headers[a] = \"(\" + headers[a] + \",\" + headers[b] + \")\"\n",
    "\n",
    "    # Delete label from second position\n",
    "    del headers[b]\n",
    "\n",
    "# Debug\n",
    "# juntar_headers(matriz_headers, 1, 2)\n",
    "# matriz_headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Join two columns of the matrix and save the result (average) in the first column\n",
    "# Params: matrix of differences, position of the columns\n",
    "def juntar_matriz(matriz, a, b):\n",
    "    if b < a:\n",
    "        a, b = b, a\n",
    "\n",
    "    # Recalculate row for smaller index\n",
    "    fila = []\n",
    "    for i in range(0, a):\n",
    "        fila.append((matriz[a][i] + matriz[b][i])/2)\n",
    "    matriz[a] = fila\n",
    "    \n",
    "    # Recalculate entire column\n",
    "    for i in range(a+1, b):\n",
    "        matriz[i][a] = (matriz[i][a] + matriz[b][i])/2\n",
    "        \n",
    "    # get the rest of the values in row i\n",
    "    for i in range(b+1, len(matriz)):\n",
    "        matriz[i][a] = (matriz[i][a] + matriz[i][b])/2\n",
    "        # Delete the second column\n",
    "        del matriz[i][b]\n",
    "\n",
    "    # Delete the second row\n",
    "    del matriz[b]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# UPGMA Core\n",
    "def upgma(matriz, headers):\n",
    "    # Stop when all labels are joined\n",
    "    print('Matrix of Initial Differences: ', matriz)\n",
    "    \n",
    "    iteracion = 0\n",
    "    while len(headers) > 1:        \n",
    "        print('\\nIteration: ', iteracion)\n",
    "        print('#Clusters: ', len(matriz))\n",
    "                \n",
    "        # Locate the position in the matrix containing the lowest value\n",
    "        x, y = posicion_con_valor_mas_bajo(matriz)\n",
    "        print('Position with lower value:', x, ',', y, '-> Valor = ',  matriz[x][y])\n",
    "        \n",
    "        # Actualizar los headers\n",
    "        juntar_headers(headers, x, y)        \n",
    "        print('Labels updated:', headers)\n",
    "        \n",
    "        # Junta dos columnas de la matriz de diferencias en las coordenadas de la posicion\n",
    "        juntar_matriz(matriz, x, y)\n",
    "        print('Array values joined:', matriz)\n",
    "        iteracion += 1\n",
    "\n",
    "    # Final result stored in the first position\n",
    "    return headers[0]\n",
    "#Source: https://github.com/nextco/clustering-algorithms/blob/master/upgma.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Matrix of Initial Differences:  [[], [11.35], [0.61, 11.96], [4.65, 16, 4.04]]\n\nIteration:  0\n#Clusters:  4\nPosition with lower value: 2 , 0 -> Valor =  0.61\nLabels updated: ['(completed,projected)', 'no_information', 'under_construction']\nArray values joined: [[], [11.655000000000001], [4.345000000000001, 16]]\n\nIteration:  1\n#Clusters:  3\nPosition with lower value: 2 , 0 -> Valor =  4.345000000000001\nLabels updated: ['((completed,projected),under_construction)', 'no_information']\nArray values joined: [[], [13.8275]]\n\nIteration:  2\n#Clusters:  2\nPosition with lower value: 1 , 0 -> Valor =  13.8275\nLabels updated: ['(((completed,projected),under_construction),no_information)']\nArray values joined: [[]]\n"
    },
    {
     "data": {
      "text/plain": "'(((completed,projected),under_construction),no_information)'"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "upgma(matriz_diferencias, matriz_headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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