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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
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       "      <td>19.466892</td>\n",
       "      <td>2.462477</td>\n",
       "      <td>19.466893</td>\n",
       "      <td>18.670107</td>\n",
       "      <td>2.852570</td>\n",
       "      <td>18.670107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
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       "      <td>64.483863</td>\n",
       "      <td>2.592690</td>\n",
       "      <td>64.483872</td>\n",
       "      <td>48.257937</td>\n",
       "      <td>2.039701</td>\n",
       "      <td>48.257935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
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       "      <td>4.388600</td>\n",
       "      <td>1.490624</td>\n",
       "      <td>4.388600</td>\n",
       "      <td>9.655048</td>\n",
       "      <td>2.303586</td>\n",
       "      <td>9.655047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
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       "      <td>5.658976</td>\n",
       "      <td>1.698877</td>\n",
       "      <td>5.658976</td>\n",
       "      <td>10.269067</td>\n",
       "      <td>2.393491</td>\n",
       "      <td>10.269066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
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       "      <td>7.713175</td>\n",
       "      <td>1.945081</td>\n",
       "      <td>7.713175</td>\n",
       "      <td>10.750849</td>\n",
       "      <td>2.469115</td>\n",
       "      <td>10.750849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
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       "      <td>10.770471</td>\n",
       "      <td>2.242925</td>\n",
       "      <td>10.770470</td>\n",
       "      <td>12.249026</td>\n",
       "      <td>2.610316</td>\n",
       "      <td>12.249027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
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       "      <td>536.084498</td>\n",
       "      <td>21.333506</td>\n",
       "      <td>536.084595</td>\n",
       "      <td>439.656211</td>\n",
       "      <td>19.319771</td>\n",
       "      <td>439.656189</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             loss         mae         mse    val_loss     val_mae     val_mse\n",
       "count  100.000000  100.000000  100.000000  100.000000  100.000000  100.000000\n",
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       "mean    19.466892    2.462477   19.466893   18.670107    2.852570   18.670107\n",
       "std     64.483863    2.592690   64.483872   48.257937    2.039701   48.257935\n",
       "min      4.388600    1.490624    4.388600    9.655048    2.303586    9.655047\n",
       "25%      5.658976    1.698877    5.658976   10.269067    2.393491   10.269066\n",
       "50%      7.713175    1.945081    7.713175   10.750849    2.469115   10.750849\n",
       "75%     10.770471    2.242925   10.770470   12.249026    2.610316   12.249027\n",
       "max    536.084498   21.333506  536.084595  439.656211   19.319771  439.656189"
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     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "\n",
    "df=pd.DataFrame(data=history.history)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "min( val_mae ) : 2.3036\n"
   "source": [
    "print(\"min( val_mae ) : {:.4f}\".format( min(history.history[\"val_mae\"]) ) )"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
      "image/png": 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mRESkiihMVFpBmKgbnM2hngkREakiChOVNmKdCT+bo28gQzbnKtUiERGRCVGYqLQiBZjgA4WIiEg1UJiotFgNmAFQ47KEXA6AXi1cJSIiVUJhotLMtKS2iIhUNYWJICi2pLZWwRQRkSpR8TBhZh83s1vMbLOZOTNrG2O/FfnnD3W7uITXu+QQx3+17N9gKeJF1prQMIeIiFSJSKUbAFwDdAAPA7MOsd9e4B1jPPdVoBb49QRfd8OobU9N4PjyKeiZiOsy5CIiUmWCECZWOuc2A5jZ40BDsZ2cc73A90ZvN7MXA83Arc65fRN43Tudc2sn3txpUGQVTK01ISIi1aLiwxyDQWIKLsvff2uiB5pZo5nFpvj6U1cYJnKDVw5VmBARkepQ8TAxFWbWALwF2ArcOcHDbwe6gKSZPWpmby93+0oWP3itCS2pLSIi1SIIwxxT8Vb8sMgXncsv0DC+PuD7wG+BPcDRwHuBG81spXPu09PS0kMpLMDUktoiIlJlqrpnAj/EkQO+XeoBzrmbnXMXO+eud87d4Zz7CnAq8DjwSTNbUew4M7vczB4sQ5sPpiuHiohIFavaMGFmJwFn4Qspt07lXM65AeCL+J6aC8bY5zrn3BlTeZ0x1ejKoSIiUr2qNkwA787fT7jwcgxt+fuWMp2vdCNqJnwBpoY5RESkWlRlmDCzKH7Nib3Az8p02lX5+91lOl/pig1zqGdCRESqRFWGCeD1wDzgRudc0Y/wZlZnZieY2aJR2+cW2bcZ+BiQYmILX5VHkWEO9UyIiEi1qPhsDjN7B7A8/+U8IGZmn8x/vcU5d2ORw0oZ4nghsAa4AbikYPt6M7sbWI+fzbECeBewCPiwc27bJL6NqSk2NTSZwTmH5a8oKiIiElQVDxP4YHDOqG2fyd/fDYwIE2a2FF8keZ9zbvRy2KX4AXBu/hxNQCewDrjUOTfzvRIwomei3vnhjZxzJNNZamNB+BWJiIiMreLvVM65cye4/zYgXMJ+a4GDPtY75z48kdebEQVhos6GayV6kmmFCRERCbxqrZk4vBQMc9QXlIDoYl8iIlINFCaCoKZu6OHgCpigy5CLiEh1UJgIgoKeiZr8hb4ABtKlrhAuIiJSOQoTQVBQM1GTLQwT2Uq0RkREZEIUJoIgVjP8MJcmlL9mmcKEiIhUA4WJIAiFoKZgqCM/PXQgozAhIiLBpzARFDUHX4Y8qZ4JERGpAgoTQVHQMxHPTw/VMIeIiFQDhYmgiB98sa9kSmFCRESCT2EiKAp6Jmrz00NVMyEiItVAYSIoilyGXMMcIiJSDRQmgiKuAkwREalOChNBUdAzoQJMERGpJgoTQVGkZ0JhQkREqoHCRFAUFmC6fAGmwoSIiFQBhYmg0KJVIiJSpRQmgiKumgkREalOChNBMWKdCfVMiIhI9VCYCAqtMyEiIlVKYSIo4kVWwFSYEBGRKqAwERTqmRARkSqlMBEURcJEJufIZHOVapGIiEhJFCaConCYw2WGHqt3QkREgk5hIijidUMPB3smQDM6REQk+CoeJszs42Z2i5ltNjNnZm2H2Pc7+X2K3d40gddcbGbfNbO9ZtZvZg+a2ZvL8g1NVsHU0Hi+ABPUMyEiIsEXqXQDgGuADuBhYFaJx7yjyLZ1pRxoZnOAe4H5wJeAbcDbgJvN7F3OuW+X2IbyKggTNbk05hzOTGFCREQCLwhhYqVzbjOAmT0ONIx3gHPue1N4vX8BjgZe55y7I/+61wP3A180s1uccz1TOP/khMIQq4HUACEg5jIMWJSBjMKEiIgEW8WHOQaDxESY12Rmk2n/24BNg0Ei34YscC0wB3jNJM5ZHiMu9qVVMEVEpDpUPExMUmf+1m9md5rZi0o5yMwWAUuAPxR5enDbmeVp4iQUudiXhjlERCToqi1M7AL+E3gP8Nf4eoszgN+Z2V+UcPzi/P32Is8NbltS7EAzu9zMHpxYcyeoyGXIkymFCRERCbaqChPOuX9xzn3IOXeTc+6nzrlPAy8E0sDXSjjF4PzLgSLPJUftM/q1r3POnTHhRk9EvEjPhGomREQk4KoqTBTjnNsI3Awca2bHjbN7X/6+pshz8VH7zDwtqS0iIlWo6sNEXlv+vmWc/Xbk74sNZQxuKzYEMjNGrDWhAkwREakOh0uYWJW/332onZxzO/Fh4awiTw9um966iEMpsgrmQFrX5hARkWCrmjBhZvVmFi+y/TTgzcAG59ymgu11ZnZCfgZHoR8AK83srwr2DQPvBw4Av5iWb6AUugy5iIhUoYovWmVm7wCW57+cB8TM7JP5r7c4527MP14F/NLMfgpsBHqB5wHvArLA5aNO/UJgDXADcEnB9n/Hh4/vm9mX8D0Vf4ufEnqZc667fN/dBBXUTMRVMyEiIlWi4mECeDdwzqhtn8nf3w0MholdwF3AecDFQC2wE/gR8Dnn3JOlvJhzrt3MzsaHivfiV9x8ArjIOfejKXwfU1c4NXSoZiIz1t4iIiKBUPEw4Zw7t8T9dlH8mhxj7b8WsDGe2z6Rc82YorM5VDMhIiLBVjU1E0eEIutMaDaHiIgEncJEkBRZAVM1EyIiEnQKE0GiAkwREalCChNBUmw5bYUJEREJOIWJINElyEVEpAopTARJ4TCHeiZERKRKKEwESfzgqaHqmRARkaBTmAgS1UyIiEgVUpgIkljBVUNdGpwjnc2RzbkKNkpEROTQFCaCJBKBSBSAMI6Y870SqYx6J0REJLgUJoJmRN2EFq4SEZHgU5gImmIX+0opTIiISHApTARNkYt9aUaHiIgEmcJE0BSb0aGaCRERCTCFiaCJxoYexlwGUM2EiIgEm8JE0MRqhh7WKEyIiEgVUJgImiJhQjUTIiISZAoTQaOeCRERqTIKE0GjngkREakyChNBMyJM6PocIiISfAoTQRMtCBM5DXOIiEjwKUwEjYY5RESkyihMBE1seJ0JFWCKiEg1qHiYMLOPm9ktZrbZzJyZtY2xX9zM/t7MfmZmbWbWnz/mB2Z24gRe75L86xS7fbVs39hkFVyGXGFCRESqQaTSDQCuATqAh4FZh9hvBXAdcC9wPbADOAZ4D/BGM3uVc27NBF93w6htT03g+OlRMMyhFTBFRKQaBCFMrHTObQYws8eBhjH22wuc5px7pHCjmd0E/An4AnDGBF73Tufc2ok3d5oVDHPEVTMhIiJVoOJhYjBIlLBfO9BeZPsT+RByykRf28wagQHnXGqix06bwgLMnKaGiohI8JVUM5FIJF6eSCSWlXrSRCJxaiKR+LvJN6t0ZhYCFgG7J3jo7UAXkDSzR83s7WVv3GQU1EzEnA8R6pkQEZEgK7UAcw1wSeGGRCLxsUQicVBPQd5fA9+eQrsm4j34MHFDifv3Ad8HPgi8DvhnIA7caGZXjnWQmV1uZg9Osa3jixYOc6hnQkREgq/UMGFFtsU5dMHktDOzlwD/ATyGL6gcl3PuZufcxc65651zdzjnvgKcCjwOfNLMVoxx3HXOuYnUZEyOrs0hIiJVpuJTQyfLzF4A/A9+VsdrnHPJyZ7LOTcAfBFfQ3JBeVo4SSOGOfJhIpOrVGtERETGVZVhwsxOB+4EOoHznHPby3Datvx9SxnONXlatEpERKpM1YUJMzsNHyS68UFiS5lOvSp/P9FCzvKKHXxtjmQqU6nWiIiIjKuqwkQ+SNwF9OKDxLOH2LfOzE4ws0Wjts8tsm8z8DEgBfy6vK2eoGI1E5kcOecq1SIREZFDmsg6E9PybmZm7wCW57+cB8TM7JP5r7c4527M77cc3yMxG/gK8JJ8AWah25xzvfnHL8TPQrmBkTNR1pvZ3cB6YA9+Zc134WeEfNg5t618390kRKJgBs4RJUfI5chZiFQmRzwarmjTREREiplImLgqkUhcNXpjIpGY6oD+u4FzRm37TP7+buDG/OOjgcFehYPaUbBP7xjPDfoBcC6+0LIJX3exDrjUOVfZXgnwQSJWAwO+nrTGZei3GAPprMKEiIgE0kTCRLHpoYdSUk+Gc+7cEvdbO5E2jLW/c+7DpZ6jYqKjwgQxFWGKiEhglRQmWltbq6q2ouqNXlI7rFUwRUQkuBQSgmhEEaYPEeqZEBGRoJqWMJFIJF6dSCRum45zHxFGrDXhl9RWz4SIiARV2a4amkgkluBnRbwbOKpc5z0iaUltERGpIlMKE4lEwoDXApcDrwIGpxvcDXxzak07ghUsqa0wISIiQTepMJFIJI4CLsP3RCxmeNbEvcClra2tm8rTvCOUltQWEZEqUnKYSCQSIfwlu/8ev0ZDGL9i5G34y43fATypIFEGRYY5VDMhIiJBVVKYSCQSVwOXAgvxvRAPA98Bvt/a2tqR32eamngEKnJ9DvVMiIhIUJXaM/EJIAd8Dfhaa2vrn6evSUJUPRMiIlI9Sp0a6vL7Xgy8L5FIvGj6miSazSEiItWk1J6J5fhaiUuBfwAuTyQST+NrJb7b2tq6a5rad2QaESb8OhMKEyIiElQl9Uy0trZua21tvRJ/hc3XAf8DHAv8O/BcIpH4xbS18EikAkwREakiE5oa2tramgN+Dvw8kUgsZnh66Kvyu7w5kUgMANe3trY+UtaWHkk0zCEiIlVk0stpt7a27mhtbf03/GW/Xwv8DKgH3gs8lEgkHihPE49A0YJ1JjSbQ0REAm7Ky2m3trY64JfALxOJxAL8ctrvBk6f6rmPWDVFVsDMKEyIiEgwle3aHACtra27gWuAaxKJxF+U89xHlGI1EymFCRERCaZpuwR5a2vrXdN17sNeVMtpi4hI9Sh1Bcy/m8zJW1tbvzuZ4454BRf6imk2h4iIBFypwxzfwS9cVSrL768wMRnFZnOoZkJERAJqIjUTGfy00CemqS0yqOCqofGcFq0SEZFgKzVM3A28HHgDMB/4JnBza2trcroadkQr6JmIOR8iFCZERCSoSl0B8zzgeOCL+JUvvw3sTCQS1yYSiVOnsX1Hpljh1NDhngnnJjLSJCIiMjNKHuZobW19BvhYIpH4V+D1+Gt1vAdIJBKJh4BvAD9sbW3tnZaWHkkKhznyNRM5B+lsjlgkXKlWiYiIFDXhqaGtra2Z1tbWH7e2tr4KWIlfV2IRcB2wI5FIvHii5zSzj5vZLWa22cycmbWNs/+LzOwuM+s2sy4z+5WZPX+Crznlc0ybaOEwRwbyPRKa0SEiIkE0pXUmWltbt7S2tl4BXA5sBxqAeZM41TXA+cAmYP+hdjSzs/A1HEcDnwKuBFYBvzOz1aW8WDnOMa3CYQj7TqMQEEV1EyIiElyTXgEzf6Gvd+Vvy4Ek8D3g4UmcbqVzbjOAmT2ODyVj+QqQAl7unNueP+ZmYAPwH8AFJbxeOc4xvWI10O+HOOK5DOlwRGFCREQCaUJhIpFIhIC/xF8t9FX549cDHwBubG1t7ZxMIwaDxHjM7FjgTOD/DYaA/PHbzewW4FIzW+ic2zWd55gRsRro9+UnMa2CKSIiAVbqCphH4y/edSm+PqIXuAH4Zmtr67rpa95Bzszf31/kuT/ge0leAPzPNJ9j+hW7PofChIiIBFCpPRPP5O8fxNcX/KBCszYW5++3F3lucNuSGTjH9Cu2CmY6V6nWiIiIjKnUMGFAGt8r8SngU4lEYrxjXGtr6/IptK2Yuvz9QJHnkqP2Kes5zOxy4PL3vOc947WxPIpeOTQzM68tIiIyAROZzREFlk7gdlRZW+r15e9rijwXH7VPWc/hnLvOOXfGuC0sl8Irh+aX1O5TmBARkQAqqWeitbV12i5VPkE78vfFhiEGtxUbvij3OabfiFUwfYjoHVCYEBGR4AlKSCjVA/n7YgtjnYW/UulDM3CO6Vdz8DBHbzJdqdaIiIiMqarChHPuGXwR6JvNbLCQkvzjNwO/LZzSaWYtZnaCmTVP9hwVUzjMkQ8TfeqZEBGRAJr0olXlZGbvwC98BX4FzZiZfTL/9Rbn3I0Fu38AWINfrfLa/Lb344PRh0ed+n342SeXAt+Z5Dkqo0gBpoY5REQkiAIRJvBrWJwzattn8vd3A0Nhwjl3n5mdC1ydvzngPuDNzrlHS3mxcpxj2hWrmdAwh4iIBFAgwoRz7twJ7n8/8IoS9rsKuGoq56iYWOFsDvVMiCMDeRcAACAASURBVIhIcFVVzcQRpegwh3omREQkeBQmgipabDaHeiZERCR4FCaCqkjPhGZziIhIEClMBNWIMOGHNzTMISIiQaQwEVRFeib6U1myOVepFomIiBSlMBFUBWGiluGrhfbr+hwiIhIwChNBVRAm6mw4QGitCRERCRqFiaAqWGeiloIwoSJMEREJGIWJoBqxAmZ26LHChIiIBI3CRFAVKcAEDXOIiEjwKEwEVcFVQ2O54QChtSZERCRoFCaCqmCYI5orrJlQz4SIiASLwkRQ1QwPc0SzqaHHWlJbRESCRmEiqCJRMAMgnMsScn6tCRVgiohI0ChMBJXZyLoJXTlUREQCSmEiyIpdhlzDHCIiEjAKE0FW9Mqh6pkQEZFgUZgIsmI9E6qZEBGRgFGYCLJoQZjIDfZMKEyIiEiwKEwEmXomRESkCihMBFnRAkzVTIiISLAoTARZwZVDa5wPEX0DGXLOVapFIiIiB1GYCLKCJbUbQn7RKgf0pzTUISIiwaEwEWQFwxxN4eHeCK01ISIiQVJVYcLMrjIzd4jbuAUFZrb2EMefMRPfR8kKhjkawrmhx5rRISIiQRKpdAMm6CfAM0W2nwp8BLijxPPsAz5YZPvmSbZrehT0TAwOc4CW1BYRkWCpqjDhnHsMeGz0djP7Rv7h9SWeqtc5972yNWy6FNRM1FvWF0ygYQ4REQmWqhrmKMbM6oCLgO3AryZwXMjMmszyl+YMooILfdWaeiZERCSYqj5MAG8BmoBvO+eyJR6zBOgBOoEeM/uJmZ0wXQ2ctIJhjlqGeyO0cJWIiATJ4RAm3o0fAPh/Je7/LPB54FLgzUAr8Grgj2a2eqyDzOxyM3twim2dmDHChAowRUQkSKo6TJjZ8cBLgd86554t5Rjn3KXOuX91zv3IOXerc+4jwAVAA/ClQxx3nXNuZmd7FISJeEGni1bBFBGRIKnqMIHvlQD41lRO4pz7HXAPcJ6Z1U65VeVSZDlt0DCHiIgES9WGCTOLAH8HdAC3leGUbUAYmF2Gc5VHQZiI5YZ7IzTMISIiQVK1YQL4K2ABcKNzbqAM51sFZPDhJBgKwkQ0V9AzoWEOEREJkGoOE4NDHEXXljCzRWZ2Qn7q6OC2ZjMLF9n3tcDZwJ3OueS0tHYyCsJEJJsaeqxhDhERCZKqWrRqkJktBl4FrHPOrR9jt88B7wTOA9bmt50HfMnM7sCvdpkBXgi8Hb8q5j9PY7MnrmCdiXB2uDdCYUJERIKkKsMEcAm+vmGihZdPAQ8Bf4kfIokC24CvA9c457aXsY1TV7ACZjhT2DOhYQ4REQmOqgwTzrlrgGvG2ecSfOgo3LYBv7ZEdSgY5gilC8KEltMWEZEAqeaaicNfwVVDrSBM9A1kcM4VO0JERGTGKUwEWXS4Z8JSA8TC/jIiOedIpktdOVxERGR6KUwEWSQC4fzkE5ejOTb869JQh4iIBIXCRNAV1E3Mig5vVhGmiIgEhcJE0BWEiebYcJ2EVsEUEZGgUJgIuoK6iVnh4TChtSZERCQoFCaCrqBnoilSECa0pLaIiASEwkTQFYSJxnBu6LF6JkREJCgUJoKuIEw0jBjmUM+EiIgEg8JE0BWGidDw2hJ9mhoqIiIBoTARdLX1Qw+bssMXNNUwh4iIBIXCRNDNnT/0cFb//qHHGuYQEZGgUJgIupaFQw8bejuGHmsFTBERCQqFiaBrWTD0sL5739Bj9UyIiEhQKEwEXUGYiHcNhwmtgCkiIkGhMBF0c4fDRKSzg7DzMzpUgCkiIkGhMBF00RjMmguAuRzzMj2AeiZERCQ4FCaqQUHvxIJMF+CX03bOjXWEiIjIjFGYqAYFdRNLct0AZHKOVCY31hEiIiIzRmGiGswbnh661PUMPdaMDhERCQKFiWpQsNbE4nzPBGitCRERCQaFiWpQUDMxP9019FgzOkREJAgUJqpBQc/EvNSBocca5hARkSCoujBhZm6MW8/4Rw+d4zVmdp+Z9ZpZh5ndYmZHT2e7p2TOPAj5X1VTqodYzvdI6MqhIiISBJFKN2CSfgdcN2pbSR/TzeyNwK3Ao8BHgGbgn4Hfm9kZzrkd5WxoWYTDMLsF2vcAMD/bzbbQbHrUMyEiIgFQrWFis3PuexM9yMyiwLXAc8DLnPNTI8zsl8BDwFXA5WVsZ/m0LBwKEwszXWyLzqZtT/c4B4mIiEy/qhvmGGRmMTNrmOBh5wCLgW8NBgkA59wjwFrgrfnAETwFdRML8wtXbdh2YKy9RUREZky1hok3AX1At5ntMbNrzay5hOPOzN/fX+S5PwBNwHFlamN5tRy8CuamXZ2kMtlKtUhERASozjCxDj8c8SbgncBvgfcBvyuhp2Jx/n57kecGty0pQxvLryBMHB3qA/wqmBt3dlaqRSIiIkAVhgnn3Iucc190zv3UOfdd59xFwL8Cq4EPjHN4Xf5+oMhzyVH7jGBml5vZg5NqdDkUDHMcVbAKpoY6RESk0qouTIzhC0AKeO04+/Xl72uKPBcftc8IzrnrnHNnTK55ZVCwcNWcgf1Djzds219sbxERkRlzWIQJ51wa2AG0jLPr4LTPYkMZg9uKDYFU3qy5EPG1obFkL7W5FAAbtu/X1UNFRKSiDoswYWZxYCmwe5xdH8jfv7jIc2cBXcDTZWxa+YRCMHf+0JfLrReA9u4B9nYlxzpKRERk2lVVmDCzuWM89Rn8mhl3FOy7yMxOMLPCGoi7gZ3AZYXFmmb2POBc4JZ8L0cwFRRhntY4vPrlExrqEBGRCqq2Ras+aWZnAWuArUAD8BrgPOCP+AWpBn0OP9vjPPwaEjjn0mb2AeBH+Nkf38RPB/0gsBe4cma+jUkqqJs4MZ6CfB3mk9sPcO7Ji8c4SEREZHpVW5hYC5yEDwlzgSywET+b40vOuXH7+51zt5hZP/BJ4Iv4mR3/C3zMORfMeolBBTM6llnhjA71TIiISOVUVZhwzv0M+FmJ+14CXDLGcz8Hfl62hs2UgjDRMjC8vsQzO/3iVbFIuBKtEhGRI1xV1Uwc8QpqJqL797BkTj2gxatERKSyFCaqSUHPBO27OXHJ8AriWrxKREQqRWGimjQ2Qyy/3lZ/H6fOG15768ntqpsQEZHKUJioJmYjhjpOiqeGHqtnQkREKkVhotoUDHUsznVRG/NFl/u6k+zp7K9Uq0RE5AimMFFtFgyvBB7+84Mcv3jW0NeaIioiIpWgMFFtznjZ8ON1d3Pq/PjQl/+7PtjLZIiIyOFJYaLaHHMiLFnhH6cGeHXqGSz/1B837mHTLk0RFRGRmaUwUW3M4JzXDH0556H/5aUnDNdR/ODeTZVolYiIHMEUJqrRWecPTxHd9iyXrBh+6t4NO9m6t7sizRIRkSOTwkQ1qmuAM88Z+nLp43fzolX+8uQO+OHv1TshIiIzR2GiWr381cOPH7ibi1+waOjLNY/vYEdHbwUaJSIiRyKFiWp1zAmw9Gj/ODXA8c89zGlHtwCQc46b71PvhIiIzAyFiWo1qhCTu3/B2166cujLOx/dpkWsRERkRihMVLMXFRRibm9jdd9WTj5qNuCvJHrljx5kb5cChYiITC+FiWpWVw8vHC7EtNarec+KzNDXm3d38U/X/16XJxcRkWmlMFHtXnMR1Df6x8k+Vv3wC3zuFEc45Jey6ugZ4MM33M99T+6qYCNFRORwpjBR7eYvho9+AZrn+K8zaU7/ZStfOzVFQzwCwEA6y7/d8hDfWfMU6Wyugo0VEZHDkcLE4WDJCviX/4B5+emhuRzLf/Z1boz8npfG/MW/HPCDe5/hA9f/nmd3d1WsqSIicvhRmDhczFsEH/vi8HU7gLo/r+OKjd/j6/t/xst6N7IitY99O3bx/m/+jh/9/hn1UoiISFmYc67SbagqiUTCAbS2tla6KcX1dMMN/wl/um/MXbIYnaFaeiO1hBubaGyZQ8O8Fmzxcli20t/qGmaw0SIiUgVsrCciM9kKmQENjfDeT8H2Nvj1rfDHtZDNjNgljGNOro85qT5ob4f2Z+GpUedpWQjHrYaTT4eTToPGWQe/ViYNvd3Q0wW9PTB3vr+JiMgRRWHicLVkBbzr/8Ab3glr7oBNG6DrAK5rP9bXM/7x+3b52313+q+POsavadHfC/190NcLA0XWsDhqJZz2YjjtJX6FThszyIqIyGGiqsKEmR0HvB24AFgJxIFNwC3Afznnxr0ghZmtBc4Z4+kznXMPlqe1ATFnHvzNu4a+NIBMmlzXAZ55ZhuPPNHGs5u205jsYmVqLytTe1me7iDKqHqK5zaX9nrPbfK327/nZ5gccwIcfby/LVnhe05C4XJ9dyIiR56+HujcD4uOqnRLhlRVmADeBbwXuB24CUgD5wFXA28xs7Occ6Us+bgP+GCR7SW+Y1a5SJTQnHkc98J5HPfC00hlsvz6kW18775N7OnsJ+qyrEzt5fT+rbwguZUTB3YR5uDaGhcKYfWNUN8E8Thsa/NDH4M6O3ztRmH9hpmvx2hogqbZMG+hLx5tWeinuS5ZAfHa4f0zaXjyUXj499C+G449Gc6+wIekiejuhAfu9q+z+kz1mMjYcln4/Z3+39srXl98iE+kUrZshP/8JPR0wl9dDK9/R6VbBFRZAaaZnQFsdM51jtp+NfCvwPudc18d5xxrgRXOuRWTaUPgCzCnIJ3N8b+PbeOHv9/Ezv19Q9vrcimOTe0hS4jeUIzeUA19oRi5WC0nLZvD81bM5dTlc1k1K0pkw8PwyP3w2Do/JDJRZj5cHHUMhCOw/oGDz2MhWH2GDxULl/rhl8FbvG5kUOjrhd/8GO68bXhY5sTnw98mYPGySfyUAOdgz07Y8jRkMr4tpbzhOAdd+/2+oSITqVID8OgfYcFiWHbs5NsGCkuTNZCEb31+OAAvXgYf+QI0Nle2XUeqHVv835PVL/R/E450256FL3zU16oN+tA1cNLpM9WCMf+wVFWYGIuZrQYeA77hnPvHcfZdC6wAjgEagG43gR/C4RwmBmVzOR5pa+feDbu476ldHOhNlXRcPBrm5KNms3r5XFYvbeZ46yK6dSM8+xQ8+7T/pFdKvcZU1DfC4uX+TaC2Ae75RfHXDIfhlW+El/wFtO+BPTtg7y6oqYGTXwArT/L7AORysHUTrF8HTz/uPxkUnrO2Dl79FnjFG6AmfvBrOedDws9vgraNsPAouDgBJ542vM8zT8C3/wN2b/dfv/otvt4lPIEhoScfhR99wwed41f7HphTzvS9P+PJZPz3uOkJ2LsTVhznl2qPREt//WrX2QHXXul/R4WWHQv/5//65etlZmSz8Otb4Gff8wXk4Qhc8kF48Ssq3bLK2fkcfP4j0H1g5PbmOfDpr/ve3ul32IeJVwO/AP7NOXflOPuuBc7GD5HUAn3Ar4FPOOeeHO+1joQwUSibc/z5uQ4e3ryPjp4knb0pDvSl2NvVT3v3wCGPDRksml3PspYGlrU0cFRLA0tmxVkadzRmerHODtK7dtC37Tkyu7ZT27GT2o6dWG5Uvcbc+XD62bBoGay7G558ZHLfTMtCHxxcCetr1Nb7UBGv9b0jnR3jHzO7xXc7Llvp//iFI7BzK/zPD/wb9WhnvBz++p1w9y/gzp8M9yoMOvYkuPzjfkhnIOnDzKPrfPtPOn24R+RAO9z8TVi3tni7Fh4Fp7zAH3P8qT7wJPt8Ue7T62Hjn6Htad8zMvr7eeUb4eWv9j+HTMb//Pbu8OO1XQf8H7aeTpi/BM597eT+oOWy/pPW3t2+6Ld9ty/yPeZ4OOH5I4e9ih37xJ/87ygSgdnz/M9rzjz/76VYuCtmext8+VPQsaf488eeBB+8pvTzFerphl/dAn/8rf+5A2C+92j+Ih8qTzrND+GFwz4Mbm/zbx71Df7fyUz0jDy3Gf78EDQ0+/ZMdCixXHZvh+u/AJuL/Dl+3dv9/7Eg9bx1dsDjD8FxpwwvHDgVu7bBrd/ys+SWHQvLj4U58/3P5EC73yde54N+T76T/rSXQOKKmfi5HL5hwszCwL3AGcApzrnRkxxH7/9tYAe+JyMLvAh4H5ACXuqcW3+o44+0MHEouw708diWdh5t87e9XcmSj22IR4hFwnT0jHwDq7Mcr1roOKexn2OawsROep7/D1X4n2TPDrj317DhEUj2Q3oAUin/h3r0GyL4/+Cvf4f/pL19C9z0Vd8TMBX1jbBilX9z3bVtaucqZKGRYaehyQeA9Q8c/L2Z+cLWHVsL3qTGEYn6N7Bd23yPSynqGvytY8+hj6mphVe+wQeQwevFDMpmfY/Ohkd8GNy93QekgeTIOpvRwhFYdYoPdgsW+zqbplk+eP3ht/D730DH3jHaE4fnnQVnnuPDVDTmj+vr8b+3rZvg2Sf9m9a2tuGfu4XgbQn/xv7dLw+f76TT4R3/BC0LSvuj3d/rh9fu/IkPR+MZbN/on0ck6sP0ua/1vW5PPZb/OT7qX+Po4/zPaNVqH2QjEyiFc86Hsd/cCn9+eORzi5b5qeFLj4GmZmiY5e9ntYz9Gsl+3/76xom9sQ0kYePjPszc/YuR/9ajMUgX9I6edT787Xv8sr7ZjP+9NTQf3KZcDh5/AO7Ph7gFS2HRUn8/b6E/JlYz+Tdg5/xstx9+w/8ewmE457U+7Bwq/KVT/v9ffePIwJbLwdqfw63XF/87NqgmDv/8Wf/v+NqCz87v+Cc45zWT+15Kd1iHiWvxYeATzrnPTfIcLwPWAr91zr1yjH0uBy5/z3ve8wJQmChm14E+1m/p4LEt7Tz+XAc7Okp8gxtDJGTMa65lXlOceU21NNfH6OlP09mXorMvRd9AhiVz6jlucTOrFjWzamETtb0H/Djrjq1Yxx4iR68idNb5I//QOAf3/6+vpejt9oWf8xf7PzDte3y9x/59IxvT0ASnnOGHDo45cfgNJZuFe3/lu2O79o/9zcRq/H/0F78Cfv1j+OOag/c56XR45wf82iA/vaH0N/tCLzzHv5k/+xQ89gA89ejIP8SH0rIQVp7oeyR+f+fB3amlqq2H57/Yv6n09/k/tDvaSntDnS619TBrrg8exaY0D6qphX/8hP89A/zmJ3DzdQef66hj/Bv34uX+TXfxMr991zY/VPTME/DoH/yny5kUifrvc/Zc/6bfNFifU/AekE75N6t0yv9f2d428ddYuiL/qXmV/z23bfS9W7ue8/+/YjX+03TLAv9z6ev2a9H0dvv9a+vyIbURUkn/8xodosJh+Ku3w7l/Cdd9Dp54uGhzAP97O/5U36Ny3Cl+OPK3t/sPHuN9Lw1NMGsOLD/Oh/Njjve9eblc/oPKgP+eGmcNDzseaIcbv+KHL0errYNXv9Wv05Ps8//ue7t9z0/b077uYXDtnyUrfOA9frX/u3Co7xF8sPrAZ+CE5/mvb/pvP/Uf/M/8zHN8b0V3/lbfCJ/8yqHPOTGHZ5gws88AnwSuc879wxTPtQZ4GdB4qBkh6pkoXTKdZdu+Hrbu62HL3m62d/SyvaOP7R29DKSzAITMWDCrloWz6ujqS7GpzNcNCRnMbqhhbkOcOQ01xKLh/GiCG1WraL72synOS45bwEmhTkJPPOz/kJx4mv8Dc6gprcl+uOs2ePxB30uSzfhbKOzfmC74G2iePbz/0+v9H4Ltbb7L8i1/Dy971fCnpKcfh2/++8hQs2gZnPly/wdw/Tp4ZsPwp+lidRhQ8InvYf+HavCNw8yvA7LqFP/H99iT/ZvQoNQA3HeXX/hs787h7bNbfE/P7PwbVdNs/wfunl/4HpLJMPM/g7nzfaBpWeB/bk887P/wjqeh2X9abWiC/XuhfS/s3jay3aW04ejj/ae70YV+d9wEP7tx/HPEasb+RLnwKHjDO/zvZ/B3nE75XpEn/uR7GnY957fPmgtL8iFl85PFu/ung4Xg+Wf5N8CNfz50j9F0W7IC3v1/hguRMxn4/n/DPb+cmdc3O3jY0UL+//DsFt+zVlg3VVN76JA6UUtWwGsv8mGobaPv1QuF4J3/PLLYMjUAV/+TD4XF1DfCl28pX7sOxzBhZlcBVwLfBt49kSLKMc73beASYIlzbsw4qzAxdc45OnoGSGdytDTFiYSHZzZsa+/h7j/v5O4ndrBl7zQXax5CS2Ocl564kFOWzSGdyZFMZ0mm/KeJuY1x5jfXMq+plln1MXLOkck6sjlHzjlqIiFi0TCh8bpPs1n/SWXBUr/+xmjdB3w3eSQKL3ip/xRceM6eLv+Gm80Oh4zxHGj3haZLlpe2ZHou6z9RRaI+RMRqxt7vgXv8+iKDRaSjzW7xM2lOfL7v3amrh1j80F3NB9p9QNu0IV+nka/VSPb5N/+Xvcq/AY7+3p3zQeSBe/yU4MJgMfipecFi345jjvcFp7VjFFg654PV/f8LW5+ZWBFxy0I/zn/WeeOvr9J9wO8zeoho6ybf9f/HNf5T/Irj/M/whOf7QPfMEz4wPv342DUfhxKrgZdeCK/86+Ex/8EQ+tRjPtB2d/r2de4/dP2Qhfz5JvPGuniZf6McvI0etnAO7vrpcI9iOOL3cW7sHqC6BnjZhf7fyq7tPmTufM7/u+rpKk9gOv91fi2fDX/yQxSlDHu2LIADHQe/vhlc+CY/LBuNlfb6z22Ga/557B7Ib/zPxAq5D+3wChNmdiVwFfBd4FLnSqmoG/ec9+LrJxqdc2MO/itMzJz+VIa9nf3s7Uqyt6ufzr40jbVRZtXFaK6PEYuEeXZPF0/v6GTjzk7a9nSTc46QGaGQYUDvQGbc15ku0XCI2liYo1oaOHZhMysXNnHMgiai4RCpTJZUJkcmm6M+HmVOQw2z6msIhw4dQLI5hxnjB5VKyWb9m/+Bfb63obbO38+a69+oKtFu53whbCYNcxb4osapjJPv3+ff4Ldt9r0xO7f6N6hM2veSHHuinw107Ek+rJTrD3ku50PboUJjss+/Ue5v97+D7q6CT9j5+2jMv+FHY/53s/Kk4mF2LD1dsOUZH6ye2+QD0Irj/JDHspX+3IN1Ke17fLCoa/Ahqb7Rv25fjx/+6u3x39MxJ/iwORmDU7U3/MnfNj/phyTOeTWc9Yqxi2ad85/se7p8yNj8FLQ95e+79vuegFg8/6aeDyyF75ctC+CSDw0POYDvQfndr2DdGv9/YfDff20dzFvsf04rVvmfQ7LP90o9+kf/oaCuAS5+n+8pnKitm/z3Hq/z9RqDt4ZZU/v3frDDJ0yY2aeATwM3ApeMFSTMbBHQDGx1zvXltzUDPc657Kh9Xwv8HPilc+6QFSwKE9Ulnc3R0Z2kvWeAju4kmazzhfSA5f+DOed8LVc2x+PP7efeDTvp6p/5Lt6Qwaz6GprrYjTWRmmsjdEYj/pQlQ9U7d0DhAzm54eGFs6qY8mcelYubGLlwiaaav2nmVQmS9uebjbu7GRfd5J4NEJdTZjaWITG2ijHLmxmbuMkZiZIcYMzUhqagzXTQCYnmz04BGbSvlemY58fwjzmhLF76g5fh0eYMLP3Al8FtgJXwOg1n9ntnLszv+93gHcC5znn1ua3vQH4EnAHfrXLDPBC/BLdHcDZzrmnD9UGhYnDXzaX49G2Du59cif7upLUxiLEY/6NOJvLsbfTv7Hv7UrS3Z8iHAoRDhmRsAFGOpNlIFOZy7vPb66lvibC1n09ZHOH/r/d0hTnxCWzWLWomXAoRCabI53NMZDOcqAvxf6eAfb3DNDZn2JeU5zjF8/i+MWzOG5xMy2NcUIhIxwKEbLhYCYih7XD5qqh+RJrlgE3FHn+buDOQxz/FPAQ8JfAAiAKbAO+DlzjnBtjsFeOJOFQiNOPaeH0YybZ7Yrv7UhlcnT2pdi8u4tNu7rYtLuL5/b1YOaHQGKRMJGw0dWXpqMnWZbekD2dpY9V7+tK8ruuXfxuw66S9t2wbezZHfFomIbaKI3xKI21UaKRMM75GhLn/M8DRvYSh0M2dHPAQDrLQDpHKpMlk80Rj0WojYWpi0Woj0dZNLuOo+b69UqWzq2nJqprvIgERVX1TASBeiZkuqSzOfb3DNDVl6I7maanP01Xf4pYJMy8Zj89tqUxTs45du3vY9eBfnYe6GPL3m427eqibU836exwj8jiOXWsWtjMkjn1pLI5+gYy9A1k2NedZOPOzqEZNdXIgIWz61gxr5EV8xtZ1uKLSTv7UkM/v0w2N9RjYubDSm8yQ+9Amt5khub6GGeunMdZxy1g8ZzixZeZbI727iR7upL0DaSZVV/D7PoaZjfUEC0oHBY5QhwewxxBoDAhQZXJ5nhuXw99qQwr5jVSHx+7UC+by9G2p5sN2w/w3L4eQmZEwiGi4RDRSIjmuhhzGvybZkM8yrb2Hp7a3snTOw/wzM4u+lIZcjlHNpdjnNGUqrCspYFVi5rpT2XoHcjQm0xzoC9FR3dyzO+vuS7GiUtn87wVc3n+irksn9dA255uHt3SwWNt7Wze00VdLMK8pjhzG+O0NMapj0eJx8LEo2Hi0Qg10TA10RDxaJhYJJz/2t9ikVDZCm2dc0NrsyyYVTduoa/IGBQmykVhQmSknHP0D2SGelN6kmnS2RwhM8yMkC8lwRjuJcg55ycnOB9InPNDJYNvpOGQkUxn6c/3pnT2p9je3stz+3p4rr2Xnft7AxdiwiEbt05lomKRkK/Zyf9camMR6mqGb/H8FORQyP+cB4eLkqksyXSW3mR6qHg3la/jmdNQw8tPWsTLT1rEiUtnB3dmkATRYVMzISIBEzKjPh71PSEzdLXuVCbLc/t6advTRdveHra19xCLhGmqi9JUG6OpNkokHMLB0CJlsUiYhniU+poItTURNu3q4o9P7+bhZ/cNvdEWM6ehhnlNtdTHI3T2ptjfO8CB3oGDwky5g4T/PnOkMik6x9+1ZB09A/x0XRs/XdfGvKY4LU1xLL9om5mRyfopy6lMjkwuRzQc8uElH2Si4VA+JPpjGmujLJ/XyPJ55HdSygAAD7tJREFUvp6lvmZkj1g259je3sPTO/0U7u7+NMvnNXDsomZWLWymqa7E9RQk0BQmRKTqxCLhoemwk3X84lm85vRlJNNZHm3bx/6eAR+KaqI0xCM01saY21hDLHJwoWc259je0Tt0XZrHtrTT2ZdiTkMNq5fN4dQVczlp6WzS2RztXUn2didp707Sn8qM6DkYyGSHCk+T6QyptF8gbXAdknKqq4kQMqMnOVzo63stSr+mTika4hEi4RCRUIhw2OjqS9GfGrs+Z3a9n16ZymRJZ3Nkc46GeJSm2ihNdTEaa2MHDcvEIn5oKJ7vtXHOLxqXzgehwVg3eFRNNOxDZn7adSwSIpN1pDO5oTqjaCRETcQPL8UiIcJhP0srbEZNNMyCWbVF/y2IpzAhIke0eDTMi1YtmNAx4ZANXQ33r85YjnOOnmSGhnjk4GmyiyfXrpxzI4JHMpWhv2Dopy+VIZnOksuvvJrL+TVUBusx/JttmHlN/vo29fEo2VyOx7Z0sPbPO7h3w64RwaJcepITWyhuf+/BS5APXn+H9t5yNWvKDJjXXMvi2XXMa6qlO+lnYe3vGaCrP01dfg2XwTViZtXHmJMv1p1VX0MynWF/j+/Z2t8zQDQcYlZ9LF/UG6M+Hh2umYmE6E9l2X2gj92d/ew+0I8ZnLp8Lqcf08Ks+uH1LQZXFB4MhYNTtUPmZ6atmD+BBcmm8vNRzcTEqGZCRA4H6WyOZ3d3kc76mhU/JOSGC3HDISJhI5XxM4EGi1OzWV906/ABZl9Xki37etiaH27KFBnumV1fw3GLmzluUTOzGmrYvLuLjTs7eXb3yBlIMj4DVi1u5uj5jWxr72XL3p4xQ2F9TYSffPTCcr98UeqZEBE5AkXDIY5bXN4il2wuR28yQyaXG7peTSwSYk5DTdGFzTLZHB09A4RDRiwSJhrxi6D1JNN09fmp0d39aXKFH3odDGTyw0T5nhsz/NBKOEQkZPnXGl7bpD+Vpbs/RVd/iq4+XyA8OHNpcIrv4NDSQCZLOpPLz1ZyZHKOvoE0ezr7A1H064Cnd3Ty9I7xK2lmcjE5hQkRESmLcCg0oYLKSDjE/Obag7bPaQgzpyFYy72nszl27fdXPe7oGaCpNsrshhrmNMRpqo2STGfp7k/T3e+HaAZXke3o8QW78WiY2fnp1rPqasjk/Loynfn9+vL1NKmMX4U2GgmxoLmOhbNqWTCrlq6+NA9t3suGbQdGhiugLhZh8Zw6Qmb/v707D5KjLOM4/v0REwIEAtEISUTwAqOIiBzhBqUsUPFAkQIDqIBCA5bREhVR4lGKiAQFXtB4ckNKUVA5jBLkEEOEYLSEoBCEcAgC4cpyvv7xvoPt2DN79GZ7k/19qro6+/Yzk3eendl99u23335hhOn5CGuMGbo5Hi4mzMzMejF61Gps+JJ0xUqVtcaOXuH3u/ngzq/h8Z5nuOmOB3nosR4mT1iLjSauzcR1xja+pL2LCTMzs5XEuLGj2WnqpKa78X+8HqyZmZnV4mLCzMzManExYWZmZrW4mDAzM7NaXEyYmZlZLS4mzMzMrBYXE2ZmZlaLiwkzMzOrxcWEmZmZ1eJiwszMzGpxMWFmZma1+N4cA1QURdNdMDMzG0oxhFB5RzGPTJiZmVktim33RbdmSFoQY9yq6X6s7JzHweE8Dg7ncXA4j4NjRebRIxNmZmZWi4sJMzMzq8XFxPDxvaY7sIpwHgeH8zg4nMfB4TwOjhWWR8+ZMDMzs1o8MmFmZma1uJgwMzOzWlxMNETSapJmSLpFUo+kuyR9S9JaTfdtOJK0iaQvS7pe0gOSHpO0UNLnq3ImaVNJP5f0sKQnJF0t6S1N9H04k7SmpDskRUmnVhx3HruQNEHSiZL+nj/HD0i6UtJObXHbSpqb37ePSrpM0hZN9Xu4kDRO0jGSFuXcPCjpOkkfkqS2WOcQkPQ5SXMk3Z4/t0t6ie9z3iRNlnRmfh8vl7RA0j596pfnTDRD0reBjwMXAZcCU4GjgKuB3WOMzzfYvWFH0vHAEcDFwPXAM8BuwAeAPwPTYozLc+yrgPnAs8DJwDLgUGAzYM8Y49whfwHDlKQTgY8B44DTYoxHlo45j11I2giYR8rdD4DFwHhgc+DyGOP5OW5ajlsKtAq2I4GXAtvHGBcNaceHCUmrAVcB2wM/IX2u1wT2A7YBTogxfibHOoeZpAg8BNwIvBl4NMa4cYfYPudN0gRgQT52EnA3sD+wC/CRGOOPunYsxuhtiDfg9cDzwE/b2o8CIrB/030cbhuwFTC+ov2rOWdHltouBJ4Dtii1jQPuBG4lF9EjfQO2JBUKn8w5PLXtuPPYPX9XA3cBk3qJmw88CkwptU3JbVc0/ToazN92+X03q619DHA78IhzWJm3V5b+/RdgSZfYPucNOCF/P/YqtY3Kz/FvYFy3fvk0RzP2A0T6a69sNvAkMH3IezTMxRgXxBiXVRy6IO83A8inPN4FzIsxLiw9/nHg+8AmwNYruLvDnqRRpPfbZcDPKo47j11I2hnYkfTX872SRktasyLu1aQ8zYkxLm2153/PAXaXtMFQ9XuYWSfv7yk3xhifBh4EngDnsF2M8fa+xA0gb/sD/4gxXlKKfQ44BZgAvL3b/+diohlbk0Ym5pcbY4w9wEJG8A/pAXhZ3t+f95sDqwN/qIi9Pu+dX5gBvJY05FnFeeyu9YP1n5IuAZYDT0haLKn8x0ArR53yKNJQ9Ug0H3gEOFrSPpJenufofJ2Uk5k5zjkcmD7nTdIk0ojF9R1iy89XycVEMyYDD8YYn6o4thR4iaQxQ9ynlU7+6/qLpKH6c3Pz5LxfWvGQVtuUFdy1YU3SK4AvAV+OMS7pEOY8drdp3s8m/dV2EHAw8DRwlqQP5+POYwcxxodJo18PkU6p3QncQpob9b4Y4+wc6hwOTH/yVjvHvgV5M9YEqgoJgJ5SzNND052V1snANOCYGOOtua011FyV3562mJHqdOAO0iSrTpzH7tbO+8eA3fLQPJIuIp3v/5qkn+A89uZx0nn/i4HrSIXZEcC5kt4dY/wNzuFA9SdvtXPsYqIZT5JmzFYZW4qxDiR9hTRE/70Y49dLh1p5W73iYSM+t3kI/m3AzjHGZ7qEOo/dLc/781qFBKS/tiVdDBxIGr1wHjuQ9AZSATEjxnhGqf08UoExO19R5BwOTH/yVjvHPs3RjHtIpzKqvnFTSKdAPCrRgaSZwLHAj4DD2g63JnNVDcm12qqG8lZ5+f12EvBr4D5Jr86TtDbKIeNz27o4j725O+/vqzh2b96vh/PYzQzSL6o55cYY45PAr0jvy41xDgeqP3mrnWMXE824gZT7bcqNksYCW5Cu9bUKko4DjgPOBA6J+fqlkkWkobrtKh4+Le9Han7XACYC7wBuK23z8vHp+etDcB5705o8/bKKY622f5E+69A5jxH40+B2baXR+iU1quLYi0p753Bg+py3GOO9pGJhWodY6O3z3vQ1syNxA95A93Umpjfdx+G4kSZbRlIhsVqXuDmk9RHeWGprrY+wmBG6PgIwGnh/xXZ4zuul+etNnMdec7ke6Vr9uyldfw9MIs0DWFxquyHHTi61Tc5tc5t+LQ3mcFZ+3x3d1t4aGXsIeJFz2DWHva0z0ee8Ad+k8zoTDwNrd+uLV8BsiKRTSOf8LyINO08lrYh5LfCW6BUw/4ekI0gruP0T+AKpGCu7P6bJWq3rq+eTVsmcRfrgHEoq4t4RY7x8qPq9MpC0MWlCZvsKmM5jF5I+CnwX+CvwQ9JiS4eTCop3xhivyHHbA1eSCo9T8sOPAtYHdogx3jzEXR8W8gqiN5IKs3NIP/smkN5jGwNHxBhDjnUOM0kH8N9Tk0eR3nffyl/fGWM8qxTb57xJejFppOLFpNOhS0lrIu1KGgX+QdeONV1ZjdSNVPF9irSS4FP5G3cSvawyNlI34MekqrnTNq8tfirwC9J17E8C15CWKW/8tQy3jfSD+/9WwHQe+5S7vUnX4T9BurLjivxDuj1uO+C3pFGLx4DLgS2b7n/TG/Aq0lLad5OK1keB3wN7O4cdczavrz8H+5s30qmns0iLhvWQir19+9Ivj0yYmZlZLZ6AaWZmZrW4mDAzM7NaXEyYmZlZLS4mzMzMrBYXE2ZmZlaLiwkzMzOrxcWEmZmZ1eK7hprZiFUUxUzSvV52CyHMa7Y3ZisvFxNmNmBFUfRl1Tv/ojZbxbmYMLPB8KUux5YMVSfMrBkuJsysthDCzKb7YGbNcTFhZkOmPEeBdOfDTwCvJd2A6JfAMSGE+yoe9xrS3WLfCkwk3YhoLvCVEMJtFfGjSHefPADYjHRnxaWkmyR9o8Nj3g8cneN7SDft+lQIYWmd12w2EvhqDjNrwgzgDOBm4GTS3XM/DFxXFMXEcmBRFFsDC4DpwA3AiaQ7dX4QWFAUxVZt8WOAy4DTgQ2Bc4HvkG6v/F5gh4r+FMDZpFMypwF/AfYF5hZFsXrtV2u2ivPIhJnVlkccqvSEEI6vaN8T2DaEcFPpOWaRRiqOBw7ObQLOBNYBpocQzinF7wucD5xdFMXrQgjP50Mzgd2BS4B9QghPlR6zen6udnsAW4cQFpVizwX2A94NXNjxxZuZRybMbFAc12H7bIf4s8qFRDYTWAbsXxoN2J50GuQP5UICIIRwAXANsCmwI7xweqMAlgOHlQuJ/JinQggPVPTnO+VCIpud99t0eA1mlnlkwsxqCyGonw+5quI5lhVFsRDYBZgKLAS2zId/1+F5fkcqJN4E/J5UeIwH/hhCuKcf/VlQ0XZX3q/Xj+cxG5E8MmFmTbi/Q3tr8uX4tv29HeJb7eu27fs7afKRirZn835UP5/LbMRxMWFmTVi/Q/sGeb+sbb9BRSzApLa4VlEwZeBdM7P+cjFhZk3Ypb2hKIrxwBakyzL/lptb8yp27fA8rfYb8/4WUkGxeVEUkwejo2bWOxcTZtaEA4qieFNb20zSaY3zShMnryVdNrpjXgfiBfnrnYHFpImYhBCeAwKwBnBG+2WdRVGMab/01Mzq8wRMM6uty6WhAD8PISxsa7sUuLYoigtJ8x52zNsSSleAhBBiURQHAb8BLiiK4hek0YdNgfeQFrs6sHRZKKSlvbcF9gIWF0Xxyxy3IfA24NPAjwf0Qs2skosJMxsMx3U5toR0ZUbZLOAi0roS+wKPk37BHxNC+Fc5MITwx7xw1bGk9SP2Iq2AeR5pBcxb2+KfLopiD+Aw4EDgIEDAPfn/vKb/L8/MulGMfbnpn5lZfb7lt9mqyXMmzMzMrBYXE2ZmZlaLiwkzMzOrxXMmzMzMrBaPTJiZmVktLibMzMysFhcTZmZmVouLCTMzM6vFxYSZmZnV4mLCzMzMavkPQJmsBDv7PRsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
Jean-Luc Parouty's avatar
Jean-Luc Parouty committed
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ooo.plot_history(history, plot={'MSE' :['mse', 'val_mse'],\n",
    "                                'MAE' :['mae', 'val_mae'],\n",
    "                                'LOSS':['loss','val_loss']})"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 7 - Make a prediction"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {},
   "outputs": [],
   "source": [
    "my_data = [ 1.26425925, -0.48522739,  1.0436489 , -0.23112788,  1.37120745,\n",
    "       -2.14308942,  1.13489104, -1.06802005,  1.71189006,  1.57042287,\n",
    "        0.77859951,  0.14769795,  2.7585581 ]\n",
    "real_price = 10.4\n",
    "\n",
    "my_data=np.array(my_data).reshape(1,13)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 13,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Prédiction : 9.70 K$\n",
      "Reality    : 10.40 K$\n"
     ]
    }
   ],
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   "source": [
    "\n",
    "predictions = model.predict( my_data )\n",
    "print(\"Prédiction : {:.2f} K$\".format(predictions[0][0]))\n",
    "print(\"Reality    : {:.2f} K$\".format(real_price))"
   ]
  },
   "cell_type": "markdown",
   "source": [
    "---\n",
    "![](../fidle/img/00-Fidle-logo-01_s.png)"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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