diff --git a/_doc/notebooks/td2a_ml/td2a_cenonce_session_3A.ipynb b/_doc/notebooks/td2a_ml/td2a_cenonce_session_3A.ipynb index 19bbf7662..ee98fcbd4 100644 --- a/_doc/notebooks/td2a_ml/td2a_cenonce_session_3A.ipynb +++ b/_doc/notebooks/td2a_ml/td2a_cenonce_session_3A.ipynb @@ -721,8 +721,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PCA(copy=True, iterated_power='auto', n_components=4, random_state=None,\n", - " svd_solver='auto', tol=0.0, whiten=False)\n" + "PCA(n_components=4)\n" ] }, { @@ -756,7 +755,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -787,7 +786,7 @@ "outputs": [ { "data": { - "image/png": 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8eXWOH9/GsWPHPB2KiIhIqVICQsTD0tPT8fWlXPR+OMUYQ6VKhvT0dE+HIiIV2OHDewgN9fV0GMXOy8tQt64Xhw8f9nQoIiIipUoJCJEyoKD5Jo15lkcf/T7n9UsvLWHChJgLaiMxMY3Jk5df0LH5MQYNwRCREpWZmYavr8PTYZQIX1/XBMQiIiKXEiUgRMowPz8HX3yxiSNHUi66ruJOQIiIlLz8k5xHj6YQFTWFqKgp1KnzEqGhr+S8zsgo2jKdt9/+BXPnbiqOYEVEROQ8KtagSpEKxtvbizFj2vHqq7/zz39emWff119v5vnnF5OR4aR6dX9mz76B2rWDmDAhht27j7NjxzF27z7Oww934cEHO/PEEz+yffsxoqKmcNVVTZg0qR+TJv3Gp59uID09iyFDWvDss5eTnJzBzTfPYe/eEzid2fz9770YOrS1h66AiMjZqlcPIDZ2LAATJsQQFOTLY49183BUIiIicj7qASFSxt1/fydmz17H8eNpebb36NGQP/4YxerV9zBsWGtefPG3nH2bNh3h++9vZ9my0Tz77C9kZjqZOLEvTZtWJTZ2LJMm9WPBgu1s3ZrAsmV3Exs7lpUrD7Bo0S7+979t1KsXxJo1Y4mLu48BA7RMnIiUHy+++ButW0+mdevJvPHGUgC2bUsgKmpKTpmJE3/l+ecXnXXsDz9sJypqCm3avM3o0fNyelPUr/8KiYmu38F//LGXvn3fB2Dhwp1ERrp6XrRr9w7JyRk59XfqNI22bd/mued+KdHzFRERKU/UA0KkjKtSxY/hwyN5/fWl+Pv75Gzfu/cEQ4fO4cCBJDIynDRuHJKzb+DA5vj5eePn502tWoEcPJh8Vr0LFmxnwYLtREe/A0BSUgZbtx6lZ89GPPbYDzz++A9ce+1l9OzZqORPUkSkGCxbto/Zs9exbNlonM5sOnV6l969wwgI8DnvsSkpmdx11zxiYkbQtGk1brvtC6ZOXcn//V+nAo+ZNGkJU6deS+fO9UlKyqBSJW++/XYru3cfZ+nSu7EWrrlmNkuW7KFbtwbFeaoiIiLlknpAiJQDDz/chenTV+c8XQN44IHv+L//68S6dffyzjvXkpaWlbPPz+90btHhMGRlZZ9Vp7WW8eN7EBs7ltjYsWzb9iCjRrXjssuqs3LlGNq0qc348T/p6Z2IlBuLF+/ixhtbEhDgQ+XKfgweHM6vv+4u1LEbNx6mefNqNG1aDYDhw9uyaNGucx7TvXsDHn74e954YyknTqTjcHixYMF2vvtuG9HR79Cu3Tts25bAli1HL/rcREREKgL1gBApB6pV8+fmmyOYPn01d90VDcDx4+mEhlYGYNasNeeto3JlX06ePJ3A6N+/GX//+8/cdltbgoJ82bfvBD4+DrKysqlWzZ/bb3dtnzkztmROSkSkmBW0MI+3txfZ2ad3pqVl4e2d9xnMuRb1yX187mTvU0/14vrrw5k/fwsdO04jJmYE1lqeeqono0a1u/ATERERqaDUA0KknHj00a55VsOYMKE3N930GT17vkeNGv7nPb569QC6d29A69aTGTduAf36NeXWW1vTtet02rR5m7/85TNOnkxn3bqDdOo0jaioKfzzn4t56qleJXlaIiLFplevRnz55SZSUzNJSsrgq68207NnQ+rUCWL//pMcO5ZKWloW8+dvPevYVq1qsnVrAjt2HAPgww/X0bu3awhaWFgIK1fuB+DzzzfkHLN9ewJt29Zm/PieREfXYfPmo/Tv3yxPj7W9e08Uy0pGIiIiFYF6QIiUYUlJf8v5uXbtIFJSnsx5PWhQCwYNanHWMRMm9MnzOi7uvpyfP/roxjz7HnqoCw891CXPtqZNq9G/vyaeFJHyp1OnUG65pTUdO04D4N57O9CmTW0A/va3nnTsOI0mTarSqlXNs44NCPBh+vTrueGG/+J0Wjp3DmX06PaA6/fq6NFfU6dOEJ061cs55qWXlrB48W68vAxt29amX7+m+Po62LTpCF26TAdcvc8++uhGatQIKOnTFxERKfOMPVefwzKqQ4cOdsWKFZ4OQ6RYpKam8tpr9/HEE+Vrssc33tjDLbe8QI0aNTwdiohUUHPmzCA8fHlOEqEi+fTTPUREPEJERISnQxERESlWxpiV1toO+e3TEAwRD/Pz8yMry5Gz3Ft5kJ1tSUrKJiBAT/REpOQ4HL44neXvQUlhZGWBw+HwdBgiIiKlSgkIEQ/z8vKiceN25WqW9Pj4RKpXb6YEhIiUqODg2hw5ku7pMIqdtZajR7MJDg72dCgiIiKlSgkIkTIgMrIXMTFJJCVlnL+wh6WlZfHTT0eJirrS06GISAXXokUEGza4btgrkoMHk3E6a1KnTh1PhyIiIlKqNAmlSBnQunVrjhwZzrRpHxId7aBp0yoEBPhgjPF0aIDrj/+0tCx27jzO6tVZNGlyA8HBVT0dlohUcHXr1qVy5Ui+/XYN11zTsMz8TrwYyckZfPHFQTp3HlMhzkdERKQoNAmlSBmyd+9e4uJWsXv3GtLSkoGy8/308wukfv3WRES0o1atWoSFhfHtt9/SoUO+88uIiBSL9PR0Pv54ComJsbRsCdWr++DtXb46cFprychwsnevk61bvejceSjt2nXWEAwREamQzjUJpRIQIlIk06ZNY8OGDbRq1YqXX36ZVatWaS4IESlR1loOHTrEpk3rOXHiCE5npqdDKjJfX39q1WpIeHg4+/bto2/fvqxYsULDMEREpMJRAkJEis3hw4d59tln+eSTT6hfvz5du3bl7bffZu7qfUz6fjP7E1OpF+LPuP7hDI4O9XS4IiJlxgsvvMDHH3/M//t//4/Nmzfz008/sXDhQnx9fT0dmoiISLFRAkJEis3AgQNJTk4mOzubTZs2cfjwYR589lUWZLYgNfP0UqL+Pg7+fUMbJSFERNystXz33Xe8+OKL7Ny5k+DgYDp37sy0adOUxBURkQrjXAkITUIpIkXy4osvcujQIVJTU0lNTWXz5s18diSEVF9nnnKpmU4mfb9Zf0CLiLgZY9i8eTNt2rShSpUqrFixgnfffZdkn6qsrn5FThJ3X2Iq479YB6DfoSIiUqEoASEiRRIREUFERESebdOemJ9v2f2JqaURkohIuVGrVi28vb1p27YtN910E8ePH2f69sA8PchASVwREamYlIAQkYtWL8SfffkkG+qF+HsgGhGRsuu22247a9vLSuKKiMglonytYyUiZdK4/uH4+zjybPP3cTCuf7iHIhIRKT8KStYqiSsiIhWNEhAictEGR4fy7xvaEBrijwFCQ/w1AaWISCEpiSsiIpcKDcEQkWIxODpUCQcRkQtw6nenVsEQEZGKTgkIEREREQ9TEldERC4FGoIhIiIiIiIiIiVOCQgRERERERERKXEagiFSwSQkJLB+/Tp27lxNauoJrM32dEhnMPj5BRAa2oqIiCjq1auHMcbTQYmIiIiISAlTAkKkAlm/Po75818nIiKTrl2DCAz0pSze26elJbBz50Y+/fQz2rS5mSuvvFpJCBERERGRCk4JCJEKYv/+/Xz33X8YMSKE2rWDPB3OeTVuXJUuXTKZNetjqlatRfv2HTwdkoiIiIiIlCDNASFSQaxZs5yOHbPLRfLhlIAAH666qiqrV//o6VBERERERKSEqQeESAWxdesfDB1azdNhFFnjxiF89tlmUlJSCAgI8HQ4IkWSnZ3Nrl272LlzG6mpJwHr6ZAumDFeBAQE07Rpc+rXr69hUSIiIlLslIAQqSCSkxMJDq7u6TCKzOHwIijISwkIKXcOHDjAxx//h8DAQzRvbqlRwxsvr/J7056dbTl50sm8eeB0NuD22x+mWrXyl9QUERGRsksJCJEKIjvbWeDNj8PxHG3a1CIrK5vGjavywQdDCAmpVMoRFszLy/UkWaS8SEhIYPbsiVxzTRatWjXydDjFqm9fWLnyT2bNeoExY54mMDDQ0yGJiIhIBaE5IEQuAf7+3sTGjiUu7j6qVfPnrbeWeTokkXJt9erltG17glatano6lBLRvn0dwsIOERe3ztOhiIiISAWiBITIJaZr1/rs23cy5/WkSb/RseM02rZ9m2ee+RmA+PhEWrZ8i9Gj5xERMZl+/T4gNTUTgD59ZvL44z/QqdM0LrvsDRYv3gWA05nNuHELcup6550VABw4cJJevd4jKmoKrVtPzikvUp5t2vQrERFVPR1GiWrVKpCNG5d4OgwRERGpQJSAELmEOJ3Z/PTTTq6/PhyABQu2s3VrAsuW3U1s7FhWrjzAokWuBMHWrUe5//5OrF9/HyEhlfj884059WRlZbNs2Wj+858BPPvsLwBMn76a4OBKLF8+muXLRzNt2ip27jzGRx+to3//psTGjmXNmrFERdUp/RMXKWaJiYeoWbNiD02oWTOQ48f/9HQYIiIiUoEUyxwQxpgBwGuAA3jXWjvxjP29gP8AbYFh1to5ufaNAJ5yv3zeWjurOGISkdNSU7OIippCfHwi7dvX46qrmgCuBMSCBduJjn4HgKSkDLZuPUrDhsE0blw1J1nQvn1d4uMTc+q74YaWZ21fsGA7a9ceZM6cDQAcP57O1q0JdOwYyl13fUVmZjaDB7dQAkIqBKczE4fj3HOuWAsOh+HNN6+hW7cGF9zWhAkxBAX58thj3S64jgvh7e1FVlZaqbYpIiIiFdtFJyCMMQ7gLeAqYC+w3Bgzz1q7IVex3cBI4LEzjq0GPAN0wLV22Ur3sccuNi4ROe3UHBDHj6dx7bUf89Zby3nwwc5Yaxk/vgf33NMhT/n4+ET8/Bw5rx0OL1JTs3Je+/l552zPynJNHmktvPHG1fTv3+ys9hctupP587dwxx1fMm5cN4YPjyyJ0xQpE0593wC+/34b48f/xC+/jCzUsU5nNg6HOieKiIhIxVQcf+V0ArZZa3dYazOAT4BBuQtYa+OttWuBM6e57w/8YK1NcCcdfgAGFENMIpKP4OBKvP76AF56aQmZmU7692/GjBmxJCVlALBv3wkOHUq+oLr792/K22+vIDPTCcCWLUdJTs5g165EatUKZPTo9owaFc2qVQeK7XxEyroTJ9KpWtW14oy1lnHjFtC69WTatHmb//43DoCYmHguv3wWt976OW3avA3AP/+5iPDwN+nb9302bz6aU9/27QkMGPAh7dtPpWfP99i06QgAX3+9mc6d3yU6+h369n2fgweTAFfviZdeOj2PQ+vWk4mPT2T58n20bfs2aWlZJCdnEBExmbi4Q6VyTUREROTSVRxDMEKBPble7wU6X8SxofkVNMaMAcYANGzYsOhRiggA0dF1iYyswyefxHHHHZFs3HiYrl2nAxAU5MuHHw65oCewd9/djvj4RNq1m4q1lpo1A5k7dygxMfFMmrQEHx8HQUG+vP/+4OI+JZEy5dSQp7S0LA4cSGLhwuEAfPHFRmJjD7JmzViOHEmhY8dp9OrlWsJz2bJ9xMXdS+PGVVm5cj+ffLKe1avvISsrm3bt3qF9+7oAjBnzDVOmDKR58+osXbqX++6bz8KFI+jRoyF//DEKYwzvvruKF1/8jZdf7l9gjB07hnL99eE89dRCUlMzuf32NrRuXavkL46IiIhc0oojAZHfIFhb3Mdaa6cCUwE6dOhQ2PpFBEhK+lue119/fUvOzw891IWHHupy1jFxcffl/Jx77HlMzMicn2vUCCA+/mEAvLwM//rXlfzrX1fmqWfEiChGjIi6qPhFypPcQzB+/30Pw4fPJS7uXn79dTe33NIah8OL2rWD6N07jOXL91Olih+dOoXSuLFrVY3Fi3czZEgLAgJ8AHImjU1KymDJkj3cdNNnOW2lp7t6HO3de4KhQ+dw4EASGRlOGjcOOW+cTz/dm44dp1Gpkjevv351sV4DERERkfwURwJiL5B7dq36wP4iHNvnjGNjiiEmkTInOzubI0eOkJZWMpO6nTyZxPHjlfD1dZy/cD68vb0JCAjAmPwn1hORouvatQFHjqRw+HAK9hyp88BAnzyv8/saZmdbQkIq5SQ3cnvgge945JGuXH99ODEx8UyYEAO4JpLMzj7dcFra6blcEhJSSUrKIDPTSVpaFoGBvkU7OREREZEiKo4ExHKguTGmMbAPGKyfhIkAACAASURBVAbcWshjvwf+ZYw5tZh6P2B8McQkUmakpaXx44/fsHHjYipVOklAgFe+NxcX6+DBtWza5CAoqOgJCGshM9OSleVLzZphNGnSHG/vYlkkp1DS0ix+fn6l1p5Iadm06QhOZzbVq/vTq1cj3nlnJSNGRJKQkMqiRbuYNOmqnHkcTunVqxEjR87liSd6kJWVzddfb+Gee9pTpYofjRuH8Nln67nppgistaxde5DIyDocP55OaGhlAGbNWpNTV1hYCN98swWAVasOsHPn6dVsxoz5mn/843J27jzG44//yJtvXlMKV0REREQuZRd9h2GtzTLG/B+uZIIDmGGtXW+MeQ5YYa2dZ4zpCHwJVAWuM8Y8a62NsNYmGGP+gSuJAfCctTbhYmMSKSvS0tJ4//3XqFt3A3ffXYeqVaue/6AL5O8fRpUqfxIZGXTBdaSmZrJ79ybWrEkgMrJzqSQhjhxJAUKoUqVKibclUhpOzQEBruTerFmDcTi8GDKkBb//vofIyCkYY3jxxb7UqRN0VgKiXbu6DB0aQVTUOzRqFEzPnqfnPZo9+wbuvXc+zz+/mMxMJ8OGtSYysg4TJvTmpps+IzS0Cl26hLJzp2sxqRtvbMn7768hKmoKHTvW47LLqgPw/vtr8Pb24tZb2+B0ZtOt2wwWLtzJFVc0LqWrJCIiIpciY8/VJ7SM6tChg12xYoWnwxA5r19+WciRI+9xww1NSnxow9q1B1m+/DdGjKiKt/eFt2WtZcOGYwQFtaNRo7DiC7CAtr79difGDOGaa4aUaFsixem55+7iySfrV+glM0+cSGfatDQeffRVT4ciIiIi5YgxZqW1tkN++yruX04iZcCGDYvo2LFGqcyrEBFRk6Cgxvz3v8fYty+dC00uGmMIDQ3g8OFdxRxhXgkJqXz3XTy7djWnd+9+JdqWSPHTXCkiIiIiRVV6g7xFLjFOp5PDh+Np0KBRqbTncHjxl79EsnhxFb74Ip60tOMEBZkLmm8iOxtiY4+ybNluvLyK90bLWtecD05nFVq2HMTVV0czbNgw5syZo3kgpNzw9vYhMzO7QveAyMx04uOj76SIiIgUHyUgREpIRkYGvr6mVFeVcDi86NOnKb17N+HkyQxSUjIvuCfE7t17ueaap4s9KWCMwc/Pj+DgYH7++WecTife3t6MHz+eV155pVjbEikpNWo0YP/+QzRpUhVrLampWXlWmCgpPj5eBAb6FntiMD/795+kRo22Jd6OiIiIXDqUgBApQQUlHxyO52jTphZZWdm0bFmTWbMGExDgk29ZgG7dprNkySji4xNZsmQPt97aBoAVK/bz/vtreP31q89qt0oVP6pUufDkQXBwAHXr1i3RXgk7duxg6NChXHfddXzyySf069ePAQMGlFh7IsWlVauerFw5jd27jxEXF09S0gn8/S+sx1FhWQsZGWCMHy1bNqJHj8YEB1cqobYsa9ak0Lp11xKpX0RERC5NSkCIeIC/vzexsWMBuO22L5gyZQWPPFLwH/pLlowCID4+kY8+WpeTgOjQoR4dOtQrdLtZWdl4e5edLuP16tXjxRdfZN68eSQkJHDjjTcSFxfHmkRfJn2/mf2JqdQL8Wdc/3AGR4d6OlyRHK1bt2XGjKNERm5myJCaNGgQXGq9nRISMlm1ahPvvbefkSO7ExJSvEmIjAwnP/20l5SUVrRq1apY6xYREZFLmxIQIh7Ws2dD1q49CMArr/zOjBmrAbj77nY8/HAXAIKC/kVS0t944okf2bjxCFFRUxgxIpLo6Lq89NISvvnmVpKTM3jgge9Yt+4QWVnZTJjQm0GDWjBzZizz528lLS2L5OQMZs++gaFD53DiRDpZWdm8/fZAevYsnXkqzvTVV1+RkJCAtZZu3bqxfft2/jN7HgvSw0nNdAKwLzGV8V+sA1ASQsqMDRvi6NWrMpGRzdm9+yAnTqTj40OJ9oDIrWFDL/788yAvvriY7t3Di6XO7Gw4eRJ27TKEhXWle/fueHmVnYSliIiIlH9KQIh4UFZWNt99t40BA5qycuV+3nsvlqVL78Za6Nz5XXr3bkR0dN2c8hMn9s1JOADExMTn7PvnPxdzxRWNmTFjEImJaXTqNI2+fZsA8Pvve1i79l6qVfPn5ZeX0L9/U558shdOZzYpKZmles65TZ069axt3ScuJDUpNc+21Ewnk77frASElBnr1y/iyivr0KRJSzIyMkhMTCQrK+uC51y5EF27ZrFq1TFCQkbh6+t70fUZY6hVy0n79iGEh4czYsQIKleuzJtvvlkM0YqIiIgoASHiEampWURFTQFcPSBGjWrH228vZ8iQFgQGum4kbrihBYsX786TgDiXBQu2M2/eZl56aQkAaWlZ7N59HICrrmpKtWr+AHTsGMpdd31FZmY2gwe3ICqqTnGf3kXZn5hapO0ipc3pdHLgwFbCwhoC4OvrS61atTwSS0SEITQ0lLCwsGKpb/HixXTv3p1evXoxevRoHn30UaZMmcLYsWOLpX4RERG5tCkBIeIBueeAOOViH5xaC59/fjPh4TXybF+6dB+BgacnuOzVqxGLFt3J/PlbuOOOLxk3rhvDh0deXOPFqF6IP/vySTbUC/H3QDQiZzu1wk1prERxPv7+XqSnpxdbfT179mTXrl3MmjWLhx56CF9fXx5//HGaNGlCSs0Izc0iIiIiF0WDO0XKiF69GjF37iZSUjJJTs7gyy830bNnwzxlKlf25eTJjHyP79+/KW+8sSynC/jq1QfyLbdrVyK1agUyenR7Ro2KZtWq/Mt5yrj+4fj7OPJs8/dxMK5/8YxzFykOBc314HA8R1TUFFq3nsxNN31W5CFOd989jw0bDl90HBdj+/btLFq0iObNm2OMIS0tjauvuYYnPl/LvsRULKfnZpm7el/xByAiIiIVlnpAiJQR7drVZeTIKDp1mga4JqE8c/hF27a18fb2IjJyCiNHRubZ//e/9+Lhh/9H27ZTsNYSFhaSM1dEbjEx8UyatAQfHwdBQb68//7gkj2xIjr1RFVPWqU8KuoKN7k5ndm8++71JRleodStW5fBgwcTFBSU82/0R2s5lpWdp5zmZhEREZGiUgJCxAOSkv6W7/ZHHuma783KqfI+Pg5++ml4nn19+oQB4O/vwzvvXHfWsSNHRjFyZFTO6xEjohgxIuqscmXJ4OhQ3dRIuZd7hZvBgz9hz54TpKVl8dBDnRkzpj3gWuHmkUe68v3323n55X489dRCXnqpH9HRdRg1ah4rVuzHGMNdd0Xx178WLpFxsWrWrMmwYcPybEucczDfspqbRURERIpCCQiREuLl5YXTWXoz4hc3p9NqCT6RC5R7hRuAGTMGUa2aP6mpmXTsOI0bb2xJ9eoBJCdn0rp1LZ577vI8x8fG/sm+fSeJi7sPgMTEtFI/h9w0N4uIiIgUB91diJQQ17J4fh5d5vJCJSdn4HAE4O2tHKVIUZxa4aZDh6k0bFiFUaPaAfD660uJjJxCly7T2bPnBFu3JgDgcBhuvLHlWfU0aVKVHTuO8cAD3/K//22jShW/Uj2PM2luFhERESkOursQKSHGGJo168SmTUtp165wS2mWFRs3HqF58+6YkpjhTqQCy2+Fm5iYeH78cQe//z6KgAAf+vSZSVpaFgCVKnnjcJz9LKBqVX/WrBnL999v4623lvPpp+uZMWNQqZxDfjQ3i4iIiBQHJSBESlC7dr34+utFhIWlUq1a+eiqfPRoCosWZTJoUA9PhyJSIRw/nkbVqv4EBPiwadMR/vhj73mPOXIkBV9fBzfe2IqmTasxcuTcUoj03DQ3i4iIiFwsJSA8JCkpiW3btpGcnJyzbGJZZozB39+fJk2aEBIS4ulwyo1mzZrRq9f9vPvuO7Rq5aRp0wACAnzKXM8Cay0pKZls25bCxo0OevYc7emQRCqMAQOaMWXKStq2fZvw8Bp06VL/vMfs23eCO+/8iuxs1/8f/v3vK0s6TBEREZESpwREKUtLS+Pzz2eyZ88ymja1VKkCDsf5j/O07GzLwYNe/PijpWbNtvzlL3dTuXJlT4dVLrRv35EmTZqxfv06Vq9eR1pakqdDylelSkE0atSW0aNbc/DgQbp168aqVasIDdUTT5HCym+FGz8/b7777rZClY+JGZnz86pV9xRrbCIiIiKepgREKcrKyuKDD96gfv0NDB3aAG/v8jcHqNOZza+/xjFr1kuMGvUE/v7lY1iBp1WtWpUePXoBvTwdynndcccdtGzZktGjRzN8+HB++OEHrYYhkosxJqdngqdlZ1PmelSJiIiIFER3FaVoy5Yt+PisZ8CAhuUy+QDgcHjRu3cD6tSJZ926tZ4OR0rA008/zbp163j33XfZtWsXEydOBGDu6n10n7iQxk/Mp/vEhcxdvc/DkYp4hp+fH06nd85Ekp504kQ2gYGBng5DREREpFDUA6IUbdy4gjZtfCvE06o2bSrz+++/0alTZ0+HIsUoMTGRsWPH4nQ6CQsLY+PGjTz55JPY2i34MD6A1EwnAPsSUxn/xToATUonlxxjDE2atGPLlrW0bVvbY3EcO5ZKUlJl6tYtX6vsiIiIyKVLCYhSdPToLrp0CfJ0GMWiTp0gEhLOP5O7lC/BwcFMnDiRpKQkMjMzyczMZOfOnXywyzsn+XBKaqaTSd9vVgJCLklRUb356affadw4ncqV/Uq9faczm++/P0CbNjdqiJSIiIiUG0pAlKKsrIxyO/TiTD4+DjIzMzwdhhQzYwwdO3Y8a/vLT8zPt/z+xNSSDkmkTGrVqhWHD4/g3Xc/IDraQdOmVUp8hRtrLRkZTvbsOUFsbAaVK/fCmEpMnz6dUaNGlVi7IiIiIsVFCYgyIijoX2fNhj5lygoCAnwYPjzSQ1GdT9mYhE1KXr0Qf/blk2yoF6JJSOXS1bv3lTRtGk5c3Gq++y6WtLRkSvb3osHHJ4jataPp3bsjzZs3Z+fOndx2220MHDiQOnXqlGDbIiIiIhdPCYgybOzYDp4OQQSAcf3DGf/FujzDMPx9HIzrH+7BqEQ8r379+tSvXx+4rtTb/uqrr3juuecYOHAgTz/9NFOnTi31GERERESKQgmIMmzChBiCgnx57LFu9Okzk+joOqxceYDDh1N4//3B/Pvfv7Ju3SGGDo3g+eevAOCVV35nxozVANx9dzsefrgLAP/4xy/Mnr2OBg2CqVEjgPbt6/LYY93Yvj2B++//lsOHUwgI8GHatOto0aIGn322nmef/QWHw4vgYD8WLbrTY9dBPO/UPA+Tvt/M/sRU6oX4M65/uOZ/EPGQX375hSNHjtC3b1+mTp1KRkYGY8eOZbepre+piIiIlFlKQJQjvr4OFi26k9de+4NBgz5h5coxVKvmT9Omr/PXv3YhPj6R996LZenSu7EWOnd+l969G+F0Wj7/fCOrV99DVlY27dpNpX1716zpY8Z8w5QpA2nevDpLl+7lvvvms3DhCJ57bhHff387oaFVSExM8/CZS1kwODpUNzIiZcTJkydZvHgxO3bsoFKlSiQmJjJk6G0EDHtVq9WIiIhImaUERDly/fWu7u5t2tQmIqIWdetWBqBJk6rs2XOCX3/dzZAhLQgM9AXghhtasHjxbrKzLYMGhePv7wPAddddBkBSUgZLluzhpps+y2kjPd31h2v37g0YOfIrbr65FTfc0LLUzlFERM7v2muv5dprr815nZqaSp+JP3IwXavViIiISNmlBEQ54ufneru8vAx+fo6c7V5ehqysbGwBc5/ZAnZkZ1tCQioRGzv2rH1TplzL0qV7mT9/K1FR7xAbew/Vqwdc/EmIiEix8/f351B6/qssabUaERERKSsqxpqQAkCvXo2YO3cTKSmZJCdn8OWXm+jZsyE9ejTk66+3kJaWRVJSBvPnbwWgShU/GjcO4bPP1gOuRMWaNX8CsH17Ap071+e55y6nRo0A9uw54bHzEhGR8ytoVRqtViMiIiJlhXpAlBEpKZnUr/9KzutHHula5DratavLyJFRdOo0DXBNQhkd7Zrr4frrw4mMnEKjRsF06FCP4GA/AGbPvoF7753P888vJjPTybBhrYmMrMO4cT+wdWsC1lquvLIxkZG1i+EsRUSkpGi1GhERESnrTEHd88uyDh062BUrVng6jCKbPPnv3HhjKrVrB5V620lJGQQF+ZKSkkmvXu8xdep1tGtX94LrS0nJ5I03Enn88beKMUoREbkYc1fv0yoYIlLqMjMz2bp1K5s3r+LkycM4nZmeDqkEGby9falRI4xWraJo2LAhxhhPByVSphhjVlprO+S3Tz0gSpG3ty9ZWckeaXvMmK/ZsOEwaWlZjBgReVHJB4CsrGy8vX2LKToRESkOWq1GREpbYmIis2a9RNWq+2jZ0ptq1fxxOCr2KO/MTCcHDqzlm2++JCSkK0OHjsLbW7dVIoWhb0opCgkJ5dChvYSGVin1tj/66MZire/gwSSqVm1YrHWKiIiISPnhdDp5//2X6dr1MJ06NfJ0OKWqefPq9Ohh+fzzJXz9dRBDhtzm6ZBEyoWKnZ4sY1q27EhcXEaBq1KUJ3FxJ2jZsrunwxARERERD9m5cyeBgXvp1OnietaWV15ehuuua8CmTTGkpaV5OhyRckEJiFIUHh7OyZNN+fnnvWRnl88khLWWpUv3s2tXPdq2jfR0OCIiIiLiIVu2rKNFi0v7dqJSJW8aNnSyY8cOT4ciUi5oCEYp8vX1ZcSIv/LJJ1NYtSqO8HBLlSqUi3Fy2dmWpCTLli0GX9+mdO/en+TkZAIDAz0dmoiIiIh4QFLSEcLCKnk6DI8LCYGkpCRPhyFSLigBUcoCAwMZNepRjh49ytatW0lOPklmZranwzovYwwhIUEMGRJKvXr1mDlzJvfffz+LFy/Gz8/P0+GJiIiISClzOjPx8sp/BQhjnuX229vywQdDANcE5nXrvkznzqF8882tRW4rMTGNjz5ax333dbzgePv0mclLL/WjQ4d6hIX9hxUrxlCjRgDduk1nyZJRF1yvl5clO7vs/z0vUhYoAeEh1atXp3r16p4Oo8heffVVXnvtNR5//HHq1avHI488wltvaSlOERERETktMNCHuLhDpKZm4u/vww8/bCc0tPIF15eYmMbkycsvKgFRkKIkH6y1WEuBiRcROTclIKRI/vrXv9K5c2eef/55YmNjyczMpEOHDlSN6qe150VEREQkx9VXN2P+/K385S+t+PjjOG65pTWLF+8GICEhlbvu+oodO44REODD1KnX0bZtbSZMiGH37uPs2HGM3buP8/DDXXjwwc488cSPbN9+jKioKVx1VRMGDryMp5/+merVA9i8+Qi9ejVi8uSBeHkZFizYzjPPxJCenkXTptV4771BBAUVvHx8UNC/SEr6GwCTJv3Gp59uID09iyFDWvDss5cTH5/I1VfP5vLLw/j9973MnTuURo1CSuMSilQ4ZSoBYYxpWKMG7erVI9rhIKjgkrV45ZVHSi+wCsrh8KF69Qa0bNmViIgIKlU6/xi+tWvX8sgjj5CZmUnlypXZtWsXd40axWXj5pBuXEMx9iWmMv6LdQBKQoiIiIhcooYNa81zz/3Ctddextq1B7nrruicBMQzz/xMdHQd5s4dxsKFOxk+/EtiY8cCsGnTEX7+eQQnT2YQHv4m997bgYkT+xIXdyinTExMPMuW7WPDhvtp1CiYAQNm88UXG+nTJ4znn1/Ejz/eQWCgLy+88CuvvPI7Tz/d+7zxLliwna1bE1i27G6sheuv/5hFi3bRsGEwmzcf4b33BjF58sCSu2Ail4Ayk4CoXNn0ueYaRgwejLNzZxKrViXDq4C5GefMMdx5p+YduFiZmU7+/HMD69at4I8/mjBixCMEBZ0j7wO0bNmS119/HS8vLxwOBw6Hg+Hv/kGiyft+pGY6mfT9ZiUgRERERC5RbdvWJj4+kY8/Xsc11zTPs+/XX/fw+ec3A3DFFY05ejSV48ddS1kOHNgcPz9v/Py8qVUrkIMHk/Otv1OnUJo0qQrALbe05tdfd1OpkjcbNhyme/cZAGRkOOnatX6h4l2wYDsLFmwnOvodAJKSMti69SgNGwbTqFEIXboUrh4RKViZSEAYY8IHD2bk5Mnsr1uXjPOV9/f3okoVJSCKQ/XqAUREwM8/72LOnOmMHPnQOcv7+PjQqVOnPNuOB+zJt+z+xNRii1NEREREyp/rrw/nscd+ICZmBEePnv7b0Nqzl6Q3xjWvgp/f6VsUh8OQlZX/BI+nyp9+7ar3qqua8vHHNxY5Vmst48f34J57OuTZHh+fSGCgT5HrE5GzlYn1Hxs2pOttt5FemOSDlIxevUI5dCiW48ePF/nYeiH+RdouIiIiIpeGu+6K5umne9GmTe0823v1asTs2WsB13CKGjUCzvmAsXJlX06ezHursGzZPnbuPEZ2tuW//11Pjx4N6dKlPr/9tptt2xIASEnJZMuWo4WKtX//ZsyYEUtSkqudfftOcOhQ/r0vROTClIkeENWq0bFnTwr3m0FKhMPhRbNmhu3bt9OuXbsiHTuufzjjv1hHaqYzZ5u/j4Nx/cOLO0wRERERKUfq16/CQw91OWv7hAl9uPPOr2jb9m0CAnyYNWvwOeupXj2A7t0b0Lr1ZK6+uhkDB15G1671eeKJn1i37iC9ejViyJCWeHkZZs4czC23fE56ehYAzz9/BZdddv7V5/r1a8rGjYfp2nU6AEFBvnz44RAcjjLxzFakQjD5dX8q1QCM8erQgelLl7KroDkfzjR1at1nxowZU7KBXYJ++GEX/v6j6NGjR5GPnbt6n1bBEBEREbmEfPzxZKKjN9CiRY1SbzsmJp6XXlrCN9/cWuptn+m773ZRteo9dOlydqJF5FJkjFlpre2Q376y0APCeHlBQcmHuDiC7ryTATt2UM/bG2fNmiQOHZpF69aTiYu7r3QjzUdiYhoffbSuwDWJJ0yIYdq0VdSsGQDAgAHNmDixb2mGmMfMmbGsWLGfN9+85qx9Xl423/F4hTE4OlQJBxEREZFLijl/kUuCroNIYZWFBESBsrPh2msZeu21rFm+nDkAX35JnSVLspsVZfoKpzO7xLpOJSamMXny8gITEAB//WsXHnusW5HrzsrKxtvbq8DXIiIiIiKe4uvrnzPMobT16RNGnz5hHmn7TOnp4Ovr6+kwRMqFMp2AeOcdGnt7k/3mm6w4tW3IEP7cuPH0TbjTmc0TT/xITMwu0tOzuP/+jtxzTwdiYuJ59tlfqFs3iNjYP/n229sYMOBDevRoyB9/7CUysg533hnFM8/EcOhQMrNn30CnTqEkJKRy111fsWPHMQICfJg69Tratq3NhAkx7N59nB07jrF793EefrgLDz7YmSee+JHt248RFTWFq65qwqRJ/Qp1bitX7ueRRxaQlJRBjRoBzJw5iLp1K9Onz0y6dWvAb7/t4frrL2PdukNUq+bP6tV/0q5dHYYObc3DD/+P1NQs/P29ee+9QYSH12DmzFjmzdtMSkom27cfY8iQFrz44lUAvPfeav7971+pW7cyl11WLc/MwiIiIiIiF6Ju3ebs2vULkZGejsRzrLXs2mXp3Lmup0MRKRfK9J3o6tXUat6c/ecqM336aoKDK7F8+WjS07Po3n0G/fo1BVwz48bF3UvjxlWJj09k27YEPvvsJqZOvY6OHafx0Ufr+PXXO5k3bzP/+tdi5s4dxjPP/Ex0dB3mzh3GwoU7GT78S2JjxwKwadMRfv55BCdPZhAe/ib33tuBiRP7Ehd3KKdMfl599Q8+/NA1y+8LL/Tliisa88AD3/HVV8OoWTOQ//43jiefXMiMGYMAV6+KX34ZCcDIkXPZsuUoP/54Bw6HFydOpLNo0Z14e3vx4487+NvfFuasoRwb+yerV9+Dn5834eFv8sADnfD29uKZZ2JYuXIMwcGVuPzyWURH17m4N0ZERERELnmtWkUwdarhiisyCAq6NHsA7NhxDGPqUaeO/r4WKYxiSUAYYwYArwEO4F1r7cQz9vsB7wPtgaPAUGttvDEmDNiYkEDKyy+TWaMGe0eM4JuitL1gwXbWrj3InDkbADh+PJ2tWxPw9XXQqVMojRtXzSnbuHHVnCWAIiJqcuWVjTHG0KZNbeLjEwH49dc9OTf0V1zRmKNHUzl+PA2AgQOb4+fnjZ+fN7VqBXLwYOGW5TlzCEZc3CHi4g5x1VUfAOB0WurWDcrZP3RoRJ7jb7qpVc4QkuPH0xgxYi5btx7FGENmrpUnrryyMcHBlQBo1aomu3Yd58iRFPr0CaNmzcCcugu7FJGIiIiISEFCQkLo0uV2Zs58j+uuq06DBsF4eV0a8yFkZjrZuPEI//ufk7/85WGMuTTOW+RiXXQCwhjjAN4CrgL2AsuNMfOstRtyFRsFHLPWNjPGDANeAIa6922vVo3ljz7KrjPrjori0MKFtDpX+9bCG29cTf/+zfJsj4mJJzDQJ882Pz9Hzs9eXiZnKIKXlyErK9td39mTMJ76hZJ76ILDcfqY3J588ifmz98KUGCvCGstERG1+P33UfnuDwz0LfD13//+M5dfHsaXXw4lPj6RPn1m5jq//OPTL0QRERERKQm9el1BQEAg3377P5KS4qla1QuH4/zHlV+GzEw4etQSGtqW667rR/Xq51/iU0RciqMHRCdgm7V2B4Ax5hNgEJA7ATEImOD+eQ7wpinEXfHYsex84QWufOgh2r32GqsAPvmEegkJTlydLaD//2fvvuOqrN/Hj7/uM9hLlgKiICoiQ1Tce5JlrkwzS21oppXVJz8f/Xwb1qdh2a9hpaZpWprkrtTUcuaeuAcO1HCBbDgczrh/f5AogRs4QNfznzj3/b7v+zrnYWdc9/t9XbEhTJ26m86dg9HrtZw4cZWAANd7fjLt29dm3rwDvPFGBzZsSMTb2wk3N/ubjnd1tSMrK7/wg7bQ9AAAIABJREFU8XvvdeG997rc8hqhod4kJ+ewbdt5WrUKxGSycOLEVcLDfW8bX0aGsfD5zZ4df9vxLVoEMGbMKq5ezcXNzZ6FC4/QqFH12x4nhBBCCCHEnYiJaUFMTAvS09PJysrCYrHc/qBKymw2ExcXxyOPPEJYWBgrV66kb9++bN68GW/v8m9HKkRlUxoJiADg/A2P/wRa3GyMqqpmRVEygGupwuDUVPwmTyarbVvWNWnCuWsHaTTw00/8+OyzPODlRRetFrtq1bA88ogRKGhr+eyzTUhMTKdJk+moqoqPjzPLlg3kXk2Y0JGnnvqJqKipODnpmTOnzy3He3k50aZNIBERU+jRo+4dFaG0s9OyaNEAXnrpVzIyjJjNVl5+ucUdJSD+/e/WDB26jE8+2U7nzkG3He/n58qECR1o1Womfn6uNGlSA4vl3lptCiGEEEIIcTMeHh54eHjYOowyZTabSUtLo127djRt2pThw4fTq1cvevbsydq1a3F2drZ1iEJUaEpJSw7u6gSK8igQq6rqs389fhJorqrqizeMOfzXmD//enyKgpkT2YBb8+Z8NGsW+b/8wmOjRjHFzQ3jra45fbrfWyNGjLivuEVxa9cmYmf3DO3atbN1KEIIIYQQQlRYeXl5LFmyhBkzZnDkyBF8fHzw9vbm999/Z/nBy0xafZwL6Qb8PRwZGxtKn8YBtg5ZiHKjKMoeVVVjStqnKWnjXfoTCLzhcU0o1rmicIyiKDrAHUhVVdVY8F8ID+eikxNp584hi6hsRFWlVoQQQgghhBC34+DggMFgoEGDBkRHR5OamsrGjRt5oP8TjF9ykKR0AyqQlG5g/JKDLNuXZOuQhagQSmMJxi6gnqIowUAS8Bjw+N/G/AwMBbYB/YF1qqqqiqL4AKkWC6ajR/HOycEzIIC0UohJ3AODgcIuGkIIIYQQQoibs7OzIyIigi5duuDr64uXlxfPLvkTQ465yDiDycKk1cdlFoQQlEIC4q+aDi8AqymoDDlLVdXDiqK8A+xWVfVnYCbwvaIoJ4FUCpIUAO2BdxITcZ81C/s+fVherRqG+41J3D1VVTl1Cpo1C7z9YCGEEMIGTCYTp0+fJi0trVIWuVMUBXt7e2rXri3F6oSoAp588sli2y59n1ji2Avp8hNHCCidGRCoqroSWPm3bW/e8Hce8GgJxy0GFiuK0jQrizFNm5JYGvGIu3f0aApabU2qV5cOGUIIISoWVVVZt24Vu3b9hJ9fPj4+Kjpd5SuorKoKV64obNig4uxcl0ceGYGPj4+twxJClCJ/D0eSSkg2+Hs42iAaISqeUklAlIL4X35hrVZL10GDSG3ZknSdjsr3zaISSk/P49ChK2zb5szgwc9zB91RhRBCiHL1++8rSUyM44UXAnFxsbN1OPdNVVXi48/z3Xcf8NRTr+Pp6WnrkIQQpWRsbCjjlxzEYLo+S8tRr2VsbKgNoxKi4qgQCQhVVS2Kosz95hsSNm6kg6sr9Z2dUbXakpMQeXn5ZGefL2mXuEOqqmI2g6I406BBLEOHdsLX9/ZtQIUQQojylJuby+7dS3j55Vo4OuptHU6pUBSFxo1rcPXqWXbt2kpsbE9bhySEKCXX6jxIFwwhSnbfbTjLgqIodsBNqyFGR0dnbNy4sRwjqvxeeOEFjEYjXbp0oXPnzvj6+qLT6XBwcECj0fDee+/x8MMPExUVZetQhRBCiEL79u0jIWEyAwbUtnUope7KlRzmzYNXXplk61CEEEKIUnOrNpwVYgbE36mqmg/k32x/TEwMbm5u5RhR5ffBBx+wfPlyVq1axb///W+Cg4Pp3r07sbGxtGnThtDQULp27cqCBQvo2LGjrcMVQgghALh69Qp+fraOomz4+DiRnX0Os9mMTlchv5IJIYQQpUpj6wBE+QgICOC5555jyZIlJCcn8+WXX2Jvb8/48ePx8fFh9uzZDBw4kEceeYSFCxcCsGxfEm0mriN43AraTFwn/YuFEEKUO7PZiE5XNb+uKIqCTgdms/n2g4UQQogqoGp+ootb0uv1tGnThnfeeYcdO3aQmJhI//79OXXqFHl5eQwYMICnXn2T8UsOkpRuQAWS0g2MX3JQkhBCCCHK3c0KJF++nM3jjy+mTp3Padp0Oq1azWTp0qNlGkvHjrPZvftCse2zZ8fzwgsrSzji1qT4sxBCiH8Sme8nGDp0KOvXr6dRo0Y89dRT+Pn5sSSrTpHqvQAGk4VJq49LER0hxF1TVZXExESOHNnH5csJmExGKLNmRwo6nR3e3kE0bNiUOnXqoNVqy+hawlZUVaVPnx8ZOrQRP/zwCABnz6bz88/Hi4wzm61VdgaFEEIIUdlIAkIwd+5cXFxcinxB/2bcihLHXiihr7EQQtyKxWJh8eLvSUnZQFSUlvBwV+zsyjYhYDJZuHDhJOvXr2LbtmYMGjQCvb5qdFAQBdatO4OdnZaRI6/XuKpd24MXX2zB7NnxrFiRQF6emZycfNatG8qkSVtYsOAIRqOZvn0b8PbbnUhMTKdHj3m0bRvI1q1/EhDgyk8/PYajo574+EuMHLmc3FwTISGezJrVi2rVHAGYO/cAL730K5mZRmbN6k3z5kUT88nJOYwcuYJz5zIA+OyzWNq0qVV+L44QQghRQUkCQuDu7l5sm7+HI0klJBv8PRzLIyQhRBXy22+/YDavY8SIoHK9E127tgctWqgsW7aTX35xo1+/J8vt2qLsHT6cTJMmNW66f9u28xw48Dyeno6sWXOKhIRUdu58FlWFXr3ms2nTWWrVcich4Srz5z/CjBm9GDBgIYsXH+WJJ6IYMmQpX3zRgw4dgnjzzfW8/fZGPvvsAQBycvLZuvUZNm06y9NP/8ShQ6OKXHvMmFW88kpL2ratxblzGcTGzuXo0dFl+noIIYQQlYEkIESJxsaGMn7JwSLLMBz1WsbGhtowKiFEZWOxWDhwYC3PPedvk2nwGo3Cgw8G8umnf2A0DsDe3r7cYxDlY/ToFWzefB47Oy2jRzejW7cQPD0LkuZr1pxizZpTNG78NQDZ2fkkJFylVi13goOrER1dkMho2tSPxMR0MjLySE/Po0OHIACGDm3Eo48uLLzWoEGRALRvX5vMTCPp6XlFYvn999McOZJc+Dgz00hWlhFXV/n3J4QQ4p9NEhCiRNfqPExafZwL6Qb8PRwZGxsq9R+EEHclKSkJd/cc3N29bBaDg4OOwEAzZ86coUGDBjaLQ5Su8HAfFi++XnDyq68eIiUll5iY6QA4O19fcqOqKuPHt+W554q2JE9MTMfe/vpyIK1Wg8Fw+44Uf68b+ffHVqvKtm3P4Ogoy36EEEKIG0lVJnFTfRoHsGVcZ85MfIgt4zpL8kEIcddycnJwd7d9lX83N8jOzrZ1GKIUde4cTF6emalTdxVuy801lTg2NrYus2bFk52dD0BSUiZXruTc9Nzu7g5Uq+bIH3+cBeD77w/QoUPtwv0//ngYgM2bz+Hu7oC7u0OR47t3D+HLL3cWPo6Pv3SXz04IIYSommQGhBBCiDJjtVq5WQMKF5f3yc7+b7nEodUW3AUXVYeiKCxbNpBXXlnNRx9txcfHCWdnOz78sGuxWQzdu4dw9GgyrVrNBMDFxY65c/ui1d78PsycOX0Ki1DWqVONb7/tXbivWjUHWreeWViE8u8mT+7B6NEriYqaitlspX372kyb1rOUnrkQQghReSmV8QtZTEyMunv3bluHIYQQ4jYOHz7MkSOf8OijgcX2lWcCYsWKc/j6Pk+zZs3K5Xqi9Kxa9TMeHj/TsmVNW4dSJiZOPMfLL0/BwcHh9oOFEEKISkBRlD2qqsaUtE+WYAghhKgQsrKMBAd/jumv4reZmUaCgj7DZLIQH3+Jli2/ISpqKn37/khaWkGXno4dZ/Of//xG8+YzqF//i8Ip86Lq0GrtMJuttg6jTKiqislkLdIGWwghhKjKJAEhhBCiQnB1tadjxyBWrEgAIC7uEI88EoZer2XIkKV8+GFXDhx4nshIX95+e2PhcWazlZ07h/PZZw8U2S6qhmrVvLlypfLN1rwTaWl5ODpWQ6+XYpVCCCH+GSQBIYQQosJ49tnGfPttPADffhvPU081LrEl4qZN12c69OsXBlxvoSiqlgYNGnDihEJ+vuX2gyuZQ4eSCQtrZ+swhBBCiHIjCQghhBAVRps2tUhMTGfjxkQsFisREb63PcbevqCeslarqbJT9f/JXFxcCAvrzo8/JlapJMSJE1fZscOJZs3a2joUIYQQotxIFwwhhBAVypAhUQwatJg33mgPFG2J2K5d7WItEUXV9/DDA1i+XOGTT9ZQt64VHx8Vna7y3UNRVTAYrJw8qWAw+NCjxxBcXV1tHZYQQghRbiQBIYQQwiZyc03UrPlJ4eNXX23Fq6+2YvDgKF5/fT2DBkUW7rtVS0RR9Wk0Gnr1GkiXLj05fvw46empGI1GW4d11xRFg729Mx07+tCgQQO++uorxowZw+rVq9Hp5CuZEEKIqk8+7YQQQtiE1fpWids3bz5H//4N8fC43pYwOroG27c/W2zshg3DCv/29nYiMfHlUo9TVBzOzs40adLE1mHct5iYGNzd3Xn11VfR6/WMHTuWTz/91NZhCSGEEGVOEhBCCCHKlHoXDQxefHElv/56kpUrB5dyDFWzi4KonLZu3UpcXBzjxo3DarWyb98+IiMjefrpp1m2L4lJq49zId2Av4cjY2ND6dM4wNYhCyGEEKVCEhBCCCHKjJ2dHXczU/6LLx4skziMRgU7O7syObcQdys7O5utW7cSFRVFYmIiZ8+e5ZlnniHLtTbTDpgwmAqKbSalGxi/5CCAJCGEEEJUCZKAEEIIUWb8/PxISgKTyYJer7VJDKqqkpio0qGD/IATFYODgwMtW7ZEp9Ph6OiIo6Mj2dnZfHrcXJh8uMZgsjBp9XFJQAghhKgSJAEhhBCizLi4uODnF8n+/UeIifG3SQxHj6bg5BSMt7e3Ta4vxN85OTkxbNiwYtv/M25FieMvpBvKOCIhhBCifFS+HlZCCCEqlR49HmfjRhe2bDlPTk5+uV3XYDCxa1cSK1ZAmzZ92LRpU7ldW4h74e/heFfbhRBCiMpGqYyFuWJiYtTdu3fbOgwhhBB3KDk5mU2bfiUhYRvOzvnY2SlAWX3+KJhMKllZWurUaU67dg+Sl5dHixYtOHbsGF5eXmV0XSHuz7J9SYxfcrDIMgxHvZYP+kXKEgwhhBCVhqIoe1RVjSlxnyQghBBClBez2Ux6ejr5+WU7E0Kv1+Pu7o6dnR3nzp3j888/JzMzExcXF2l3KCo06YIhhBCisrtVAkJqQAghhCg3Op2uXGsx5OTkYDabycnJ4ddffyUrK4vRo0dTt27dcotBiLvRp3GAJByEEEJUWZKAEEIIUWUtXLiQcePGkZmZia+vL9nZ2fTr14935vwqd5mFEEIIIcqZLMEQQghR5WVlZXH69Gni4+NZty+Bna5tZZ29EEIIIUQZuNUSDOmCIYQQospzdXWlUaNGDB06lJM1OhdJPgAYTBYmrT5uo+iEEEIIIf4ZZAmGEGUsLS2NQ4f2c/LkLnJzM7BaLbc/6B9GURTs7Z0JDIwkPLwxNWvWRFEUW4clqqgL6Ya72i6EEEIIIUqHJCCEKEMJCQksXfoxERH5tG/viqurPRqN/LD+O1VVyctL4fTpZSxevITIyMfo3DlWkhCiTPh7OJJUQrLB38PRBtEIIYQQQvxzSAJCiDKSmprK0qUf8/jjztSs6WfrcCqFwEB3YmLymTNnHl5eNYiOjrZ1SKIKGhsbyvglB4vVgBgbG2rDqMqe0WjkxIkTnDp1EIMhncpYA+pGWq0OD48AGjSIpFatWpKwFEIIISoBSUAIUUYOHdpPZGS+JB/ukrOzHZ07u7N9+zpJQIgyca3Q5D+pC8b58+eZP/9jAgIyCQ3V4+JiV+lnY5nNVpKTd7By5WLs7CIYPHg0Dg4Otg5LCCGEELcgCQghykhCwg46dXKzdRiVUt26nixefBiTyYRer7d1OKIK6tM4oEonHG6UlpZGXNyH9OunoW7d2rYOp9S1b6/y66+HiIv7mmHDxtg6HCGEEELcgnTBEKKM5OZm4OZmXybnnjfvAOfOZZTJuSsCnU6Dg4OKwSBFAYW4XwcO7CMyMoe6dT1tHUqZUBSFHj1qkZoaT3Jysq3DEUIIIcQtyAwIIcqI1Wq56RTnP//MZPTolRw5kozVqtKzZz0mTeqOnZ22yLjExHR69vyBQ4dGFW6bOXMvWVn51KrlXmax9+37I2fOpJGdnU9yci7BwR4ATJnyEK1bB5bZdW+k0YDVai2XawlRlR0/vpXY2LJ7v6gIFEWhQQOVEyeO4+PjY+twhBBCCHETkoAQopypqkq/fj/y/PMx/PTTY1gsVkaM+IX/+7+1TJrUvXCc2Vzyj+9nnmlS5jEuXToQgA0bEvn4460sX/54qZzXbLai08nEKyHKU1bWVapVq/odPqpV05KRkWrrMIQQQghxC5KAqMBMJhPnzp0jNze3Qt8JNplMnD17lrNnj2AwpGK1mouN0Wg02Ns74ObmViqFzzQaLU5OHtSt25SwsDCcnZ3v+5zlZd26Mzg46HjqqcYAaLUaPv30AYKDPyc4uBrr1yeSl2cmJyefWbN6Fx5nsVgZN+53Nmw4i9FoZvToZjz3XAzZ2fn07h1HWpoBk8nKu+92onfvBiQmptOjxzzatg1k69Y/CQhw5aefHsPRUc/kyTuYNm03Op2Ghg19iIvrf8fx//bbKcaO/Q2LRaVlywC++uoh7Oy01Kz5CYcOjcLDw4Ht2//k9dfX8fvvQ3j99XUkJ+dw+nQ6NWq48O9/t+bpp3/GZLJgtaosW/YYdepUK/XXWQhRwGIxo9UWf9/t2HE248e3JTa2buG2zz7bzokTV5ky5aFSj2PatN04OekZMqQRw4Yto2fP+vTv35COHWfz8cfdiYnxv6/za7UaLBZTKUUrhBBCiLIgCYgKyGQysWLFQo4d20T16vm4uhZMR6+IcnLy2br1IP7+uYSFafDw0JaYYLBaIS9PxWSyp0aNOgQEBN5XyzSrVSUzM5Hjx7exbp0rjz02llq1at3PUyk3hw8n07Rp0c4Ybm721KrljtlsZdu28xw48Dyeno4kJqYXjpk5cx/u7g7s2jUco9FMmzaz6N49hMBAd5YuHYibmz0pKbm0bPkNvXoVtBNMSLjK/PmPMGNGLwYMWMjixUd54okoJk7czJkzY7C315GennfHsefmmnj66Z/ZsGEoISGeDB68hOnT9/DCC81vedy+fZfYtOkpHBx0PP/8cl57rRUDB0ZgNJqp5J0Ahai0Bg2KIC7ucJEERFzcISZN6nbbY1VVRVW5q4TyyJEx9xSnEEIIIaoOSUBUMGazmR9+mIar625efDEAZ2c7W4d0U1aryldfbWTIEC2tWt1ZNfncXBNHjiRgMtkTElL/vmOIjIRTp1KJi/uI5557D3f3ir/OWVXVEpMvBduhW7cQPD2LT5des+YUBw5cZtGiIwBkZBhJSEilZk03/vvftWzadBaNRiEpKYvLl3MACA6uRnR0DQCaNvUrTGhERVVn8OAl9OnTgD59Gtxx7EePJlOvnichIQXF7IYMiWLmzH23TUD07h2Kg0PB203r1oG8++4fnD2bQb9+YVW2MJ4QFV3//g15/fX1GI1m7O11JCamc+FCFm3b1mLSpC0sWHAEo9FM374NePvtToWzqjp1CmLbtj9Ztmwgb721gd27L6AoCk8/Hc0rr7Rixow9TJ++l/x8C3XrevL9931xctIzYcIGXFzseO211jeNac2aU7z11gaMRjMhIZ58+21vXFzsGDfud37++Tg6nYbu3UP4+OPuNz2HEEIIISquCnpf/Z/rxIkTWCy76dMnqEInHwDOnctAr8+gVas7bzXp5KSnUSN3Ll48itFoLJU4QkI8adAgh8OHD5bK+cpaeLgvu3dfKLItM9PI+fOZaLUanJ1LbjupqvDFFz2Ijx9JfPxIzpwZQ/fuIcybd5Dk5Fz27BlBfPxIqld3Ji+vYBmMvf31opZaraawrsSKFY8zenQz9uy5QNOm0zGbrcTGziU6ehrPPvvzTWO/1WwFnU6D1Vow4Nr1r7nx3/KTTzZi6dKB2Ntr6dbtezZtOnvzkwohyoyXlxPNmwewatVJoGD2w8CB4fz222kSElLZufNZ4uNHsmfPxcL/T48fT2HIkEbs2/ccKSm5JCVlcejQKA4efL5wWVm/fmHs2jWc/ftHEhbmzcyZe+8onpSUXN59dxO///4ke/c+R0yMH598so3UVANLlx7j8OFRHDjwPK+/3r5sXhAhhBBClDlJQFQwR47spFEj+1Kpk1DWTpy4QljY3R+n12vx9lZLtV1aWJgLJ07sLLXzlaUuXYLJzTXx3Xf7gYLaDv/612qGDWuEk1PJyQeA2NgQpk7djclkAeDEiavk5OSTkZGHr68Ter2W9evPcPbsrdtzWq0q589n0qlTMB991I309Dyys/NZvfoJ4uNH8s03vW56bMOGPiQkpHL6dBoAc+cepEOH2gAEBXmwZ09BYmXx4iM3Pcfp02nUrevJmDEteeihehw4cPmW8Qohys61ZRhQkIAYNCiSNWtOsWbNKRo3/pomTb7m2LEUEhKuAlC7tgctW9YEoE6dapw+ncaLL65k1aqThW2HDx26Qrt23xIZOZV58w5y+PCdvddv3/4nR44k06bNLKKjpzFnzn7Onk3Hzc0eBwcdzz77M0uWHL3l+6QQQgghKjZZglHBXLlymrZt73xGgS3l5Bjw9dXefmAJXF01ZGdnADVLJRZ3dwdycipH9XNFUVi6dCCjRq3kf//bhNWq8uCDdXn//S7Mn3/opsc9+2wTEhPTadJkOqqq4uPjzLJlAxk8OIqHH55PTMx0oqNr0KCB9y2vb7FYeeKJJWRkGFFVlVdeaYmHh8Mdxe7kpGfmzF706/cjFotKixYBDB/eFIAJEzoyfPgv1KjhQvPmNy8m98MPB5k//xB6vQZ/f1fefbfzHV1bCFH6+vRpwKuvrmbv3osYDGaaNPFj3rwDjB/flueeK1qzITExvcgMrWrVHNm/fySrV5/kq692sWDBYWbN6s2wYT+xbNlAGjWqwezZ8WzYkHhHsaiqSrduIcyf/0ixfTt3PsvatWeIizvEl1/uZN26off1vIUQQghhG5KAqGBMJiN2dvf2o768Wa1WtDcJ9dKlfF5++SS7dmVhb68hKMiBzz4LoX59J6BgOUBJ3TLulVarYLVaSu18ZS0w0J1ffhlUbPuwYdEMGxZd+DgoyINDh0YBBcXe3n+/C++/36XYcdu2PVPida4dCxRZd71589N3FGfHjkF07BhUZFv37iF07x5S4tiEhBeLbf97guH119vLFGohKggXFzs6dgzi6ad/YtCgCABiY+vyxhvrGTw4ChcXO5KSMtHri7/Zp6TkYmen5ZFHGhIS4smwYcsAyMoy4ufnislkYd68gwQEuN5RLC1b1mT06JWcPJlK3bqe5Oaa+PPPTPz9XcnNNfHgg/Vo2bImdetOLr0XQAghhBDlShIQFY4KlLz8Qqt9h8hIX1S14Af3l18+SOvWgeUb3h1QVZW+fQ8xdGgN4uIaAhAfn83ly/mFCYi/RtomwHKjoEqLh3smL50Q5WPQoAj69VtQ2I63e/cQjh5NplWrmUBBkmLu3L5otUVXbSYlZfLUUz8V1n754IOC5Oj//teJFi2+oXZtdyIjfcnKyr+jOHx8nJk9uw+DBi3GaCxIUL/7bmdcXe3o3TuOvLyCrjmffhpbKs9bCCGEEOVPEhCViKOjjvj4kQCsXn2S8ePXsnHjMNsGVYL169PR6zWMHHl9Gn50tAvZ2Ra6dNlPWpoZg8HM6NFawsIK7vbPnXuAyZN3kJ9voUWLAKZMeQitVoOLy/uMGdOC5csTcHTU8dNPj1G9uoutntpdsbd3Ii/v1vUYRMlUVcVoVLG3t7d1KEJUeX37hqGqbxXZNmZMS8aMaVls7I2zqho1qsHevc8VG/P88814/vlmxbZPmNCx8O/Zs/sU/r1hw7DCvzt3DmbXruHFjt25s/g2IYQQQlQ+UoSyksrMNFKt2vV1+5MmbaFZsxlERU3lrbfWA5CTk89DD/1Ao0bTiIiYwo8/FtQXeOedjTRrNoOIiCmMGPFL4V36jh1n85///Ebz5jOoX/8L/vijoOr5tSKJERFTiIqayvTpe4CCgmFxcYeZMmUXv/12qjCWTz45iI+PhalTd/PNN3vJzi64++XgoGHp0nD27m3KokWhfPTRYVRV5ejRZH788TBbtjxNfPxItFoN8+Yd/Os5mGjZsib794+kffvazJhxZ9XUK4KaNSM4c0YSEPfiwoUsXFz8cXC4s9oUQghRoOIXcBZCCCH+yUplBoSiKA8AnwNa4BtVVSf+bb898B3QFLgKDFRVNfGvfeOBZwAL8JKqqqtLI6aqyGAwEx09jbw8MxcvZrNu3RCgoG/6tZZpqgq9es1n06azXLmSTfXqTixc+CgAGRl55OaaePrpxoX1AJ555mcWLz7Cgw/Wx2KxYjCY2LBhGKtWneTNN9ezYsVgZszYw5kz6Wzb9gxarYbUVAOnTqUSF3eYuXPr0bSpOz/8cJCDB5OJjPTBYlFxdbXj+ecj+e23U+zde5H27Wujqir//e8ZNm3KwGq1cuWKkcuXc1i79gx79lygWbMZhc/T19cZADs7LT171gegaVM/fvvtdHm/7PcsPLwJy5f/QkyMGQcHmWx0p1RVZfv2ZMLDh6Ao8mNCiPtlZ+dAfr4FZ+eyu4aqqlit1rK7wB0wGPLRaOwwmUylfm6dTifvR0IIIUQpuO9fRYqiaIGvgG7An8AuRVF+VlX1xj58zwBpqqrWVRTlMeBDYKCiKA2Bx4BwwB/4XVGU+qqqVp5qguWVUF0FAAAgAElEQVToxiUY27adZ8iQZRw69HyRlmkA6el5LFlyAEdHM/v2HWXIkAsEBrpTo0bB0oXExHQOHryCxWLFaDSzdOlVTp06iVabik5nzxdfrMRgMJGdfZEvvljJunVnaNDAmylTVhXGcvZsOvXqafn114ts355MSgrs3XuGhg2zUFU4caLgC6Cfn2thy8Z5866QnGxiz54mXL2aS9OmR/5a06sydGgjPviga7HnrNdrCr/0abUazGbbfsG9G0FBQdSt25fvvltEly7VCAryKLaGWlynqiqXL+ewdesV0tKi6dlTClUKURqqV6/LuXP7qFbNsVTPm52dzYUL50lJOYfJZMDWv89XrMgmNzeNPXsWlep5CyYJ6qhZM4zw8LY0adIUnU6SykIIIcS9KI1P0ObASVVVTwMoihIH9AZuTED0Bib89fci4Eul4FdlbyBOVVUjcEZRlJN/nW9bKcRVpbVqFUhKSi7JybmoqlrYMu38+Qzi4jbTsqWZiAgX3nyzGQkJqezefYGQEBNt2tTi008PM3FiE9zdHQrbo3Xs6E716jq6d3crrDju4aHw8svuBAXpaNbMmTp13Auvf+yYiV27tHTvbkf16nZcvGgiO9uKs7OVnByIizMyefKfdO1qj9WqsmtXJmfP5uHrq0ev17BlSxYXLhgA6NKlDr17x/HKK63w9XUmNdVAVpaR2rU9bPHSlhpFUXjggV7s3u3H+vXrSE4+gZNTQTcLUZSqquTlqdjbVyc8fBAPPdRZ6j8IUUrCw1uxd+8WIiPVUnv/SU9P5/DhzdSsaSE62glHR3ebzhBITzezZYuW//0vCnv70k8OmEwWTp8+w44d8Zw61YFHHx0mSQghhBDiHpTGp2cAcP6Gx38CLW42RlVVs6IoGYDXX9u3/+3YgFKIqco7diwFi8WKl5djYcu0QYMiWbBgB127mqhf3wmr1Yperycqqjp2dlri4y8VziBwctKTn2/hyJFkGjb0ueW1QkI82bPnAkFBHmg0CgaDiYAAV1atysVsdkJVVa5cySEgwA1vbx1t20JkpBsff3yZjz82AlYiI01MmFCbl146SUzMHkJD7alTp2BGRsOGPrz7bie6d/8eq1VFr9fy1VcPVvoEBBQkIZo1a06zZs0xGAwYDAabT1OuSLZs2cIvv/zCww/3okOHDri7F/yIadWqFR988AEdO3a0dYhCVHoNGzYkPr4FS5bsoGtXfzw87q+2itVq5fDhbTRsqKVaNdsWBVZVlfPnjSxdaqBz55gyST4A6PVaQkO9qVvXk7i4jWzbVpd27TqWybWEEEKIqqw0PqlLuuXx9wZ6NxtzJ8cWnEBRRgAjAGrVqnU38VUZ12pAQMGU0Dlz+qDVagpbpjVrNoPg4Bzc3fXUrh1GaqqB3347haIoaDQKPXvWx8FBR9OmfkyduhsPDwf8/W/fn71JEz+uXs3liy92oCgKbdoE0rSpPw0b+nDsWDIXLih4ejri7X29xWbXrk4cPKjjgQdqcvZsGn36NABg27YmAFy6lE1aWk2CggqSDAMHRjBwYESxa2dn/7fw7/79G9K/f8N7fwFtzNHREUfH0p0CXdm1a9eOw4cPM2HCBC5evEi/fv0YMGAA//vf/3j00UdZuHChJCGEuE86nY5Bg0awZk0Npk/fgKvrFVxdlXueDZGens7ly6mcPesKlH69hTtlNkNKioqDgxtt2kSSl1f2qze1Wg1t23qxcuUGSUAIIYQQ90C51gHhnk+gKK2ACaqqxv71eDyAqqof3DBm9V9jtimKogMuAT7AuBvH3jjuVteMiYlRd+/efV9xV1Sff/5vnnyy4Af93dq06SxG4166datWBpGB2WxlzZpTPPhgPQCOHLmIl1cW1avblTj+22+NdOhQizp1ij+XawmIa20471dKSi7z52t58cUPbj9YVEgJCQksWrSIBQsWcPHiRVq2bMmGDRtYvHgxXbp0Ydm+JCatPs6FdAP+Ho6MjQ2lT2OZMCXE3bBYLFy8eBGDwcC9fv5v3rwBB4fVxMT4335wGdJqFY4dS6FJEz88PR0JDf2SiRO78thjxZPZpUlVVSZOPMfLL0+RpLIQQghRAkVR9qiqGlPSvtKYAbELqKcoSjCQREFRycf/NuZnYCgFtR36A+tUVVUVRfkZ+EFRlE8oKEJZD9hZCjFVWlqtHosl/56Ozcsz4uxcNkUOr17N5ccfD1OzplvhNq1Wi9l88y+wTk6Ql1fycgNVVSmoX1o6jEYzdna2nQos7k+9evUYN24cbdu2ZfPmzaxevZq8vDy6devGN6t2MemPZAymgjucSekGxi8paNUqSQgh7pxWq6VmzZr3dY5jx/YSEOBF/fpepRTVvYuLO8QTTyzl4YfrM3FiF1588Vfq1KlG8+Zl976gKAqOjgp5eXmSgBBCCCHu0n3/WlVV1Qy8AKwGjgILVFU9rCjKO4qi9Ppr2EzA668ik69yfebDYWABBQUrVwGj/+kdMNzdfUlJyb3n429WA0yr3Uh09G7Cw3fRqNFuPvnkPFZrQfJg9+4sXnrpJAA//5zCxInnih3v5eXEqFHN6NUrtHCbq6sj6ek3T0Aoys335eZasbcvvZ5wiYmZ+PuHldr5hG2cO3eON998k+PHj9O1a1fmzJnD+vXr+WZPemHy4RqDycKk1cdtFKkQ/1yqar1lwcn33ttEePgUoqKmEh09jR07/uSzz7aTm1s6yzUmTNjAxx9vBeD//q89p0+/RGSkL//+9+/4+jrRo8c8zp1L59jFTGZuPsNnv59g5uYzHLuYWSrXh4LP2vudQSqEEEL8E5VKtSZVVVcCK/+27c0b/s4DHr3Jse8B75VGHFVBaGhLjhzZR1jYrQtD3i1HRw3x8QWzYK5cyefxx4+SkWHh7beDiIlxJSamoBZEr17e9Op1ixPdwMfHidOnFfLyrDg43HkuS1VVkpNVwsNL5znm51uIjzfxwANNSuV8wnZq167N+vXri22/+OuKEsdfSDeUdUhCiLuwbdt5li9PYO/eEdjb60hJySU/38LAgYt44okonJz0xY6xWKz31aJ4zpz9LFt2HHd3By5fziY11UC3B+bx4pexmP8q+puVZ+L3o1cAaODnVuJ57jcOIYQQQtyefNJWMOHhEZw960N8/OUyu4avrx3Tp9fnyy+TUFWVDRvS6dmzYDr77NmXeOGFBADOns2jS5f9REXtpkuX/Zw7lwfAsGHHeOmlk3TocIDBg1P55JMMUlNNhTMqbkVVVRISMrC3r4GLy/0tmVBVlaSkTObNS6RmzQdJSUmRO1JVlL9HydOcb7ZdCGEbFy9m4+3tVNiNwtvbiUWLjnDhQhadOs2hU6c5ALi4vM+bb66nRYtv2LbtT955ZyPNms0gImIKI0b8UvhePnnyDho2/IqoqKk89tiiwuvs33+Zzp3nUK/eFxgMJj78sCvff9+H3r1DCQ31IsuQz651ZwA4uf8yM17fiNlqZcupq7zwwkpmz44HICjoM955ZyNt285i4cIj7NqVRFTUVFq1msnYsWuIiJhSni+fEEIIUeVJE+sKxtnZmSFD/sP333/Crl3nCA0FV1f9HVUrP306jYAAA5cuFa+toKoFhR+vcXICi0Xl0KF0UlPzMBotXLqUTUZGHrm5Ji5dymb48JP07l2NAQO8mD8/hREjjjF7dl0MBjNXrxpZtKguCQl5PPlkAm3auJCfn42Dg1K4DGT/fhPbt6dQvXoWqqpiNKqkpYGdXTXq1KnBnj1/3vPrZLVCVpYVe/sAGjV6hrZtOxAdHc17771Hz5497/m8omIaGxvK+CUHiyzDcNRrGRsbeoujhBDlrXv3EN55ZyP1639B1651GDgwnJdeasEnn2xj/fqhhd2ScnJMRET48s47nYCCdsxvvtkBgCefXMry5Sd4+OFQJk7czJkzY7C315Genld4nQMHLrN9+zPk5Jho3Phrhg6NZtu28yQmZnD48CjeX3KQT0avoU6kb5H4svKKLwNxcNCxefPTAERETGH69Idp3TqQceN+L5PXSAghhPgnkwREBeTt7c2YMe+SmJjIyZNHSU1Nx2o13/a4ixedcHPLIS3Ns9g+VY0nLa1o4TGrdT/p6X5kZWVjMmWQllaTnBwrRqOGtLSa7Np1kI8/bk9amoYuXfx5553VpKXVJD//Cu3a+ZCREYivL1y9ehxf32aYTGbMZnPhnSt7+3T0+g5Uq1YDjcYOFxdP6tatj5eXFx07dmTmzJmEht7bD0iNRoOTkxMeHgVtPN944w1effVVXnnlFbp3746dXcmdOUTldK3QpHTBEKJic3GxY8+eEfzxxznWrz/DwIGLmDixa7FxWq3CI49cr9uzfv0ZPvpoK7m5JlJTDYSH+/Dww6FERVVn8OAl9OnToLCdM0Dv3qE4OupxdNTTqVMQO3cmsXnzOQYNikCr1eDv50ZIlC/nj1/Fwfn6sg9Xh+JLQAYODAcgPT2PrKx8WrcOBODxxyNZvvxEab00QgghhEASEBWWRqOhTp061KlT546PcXFZgYtLBmFhgSWcb2WRlpenT6eh1+tp27YFFstZXFyuEBYWzY4dcOGCjrCwaLTaNYSFNUKv12IyWdDp1hIWFo27eyJ16oQQFtYQAEVZWWI7zVOnzhMRMYyGDQvGPfHEE5w//zUvv/wy77zzDs899xw7duzA29v7bl+eIlRVxcvLi9dee43q1avz+eefM3bs2Ps6p6h4+jQOkISDEJWAVquhY8cgOnYMIjKyOnPm7C82xsFBV1hvIS/PzKhRK9m9eziBge5MmLCBvLyCpPuKFY+zadNZfv75OP/73yYOHx4FFC+4XFAU8vrjNiFefP3XGI1Wg2pV0Wk0tAnxYlte0YS+s3NBwlqW8AkhhBBlTxIQ/0DJyTmMHLmcF15odstK5q1bBxIXd4gnn2zEvHkHadu21n1d99tvv2Xp0qV89NFHXL58meDgYPr06cO6detYeTj5nu5up6amEhISgrOzM4GBgZw8eZLx48fjFtaW7w4Z5G65EEKUo+PHU9BoFOrVK2jRGR9/idq13UlMTCcry1i4BONG15IN3t5OZGfns2jREfr3b4jVqnL+fCadOgXTtm0tfvjhENnZBW2qf/rpOOPHtyMnJ58NGxKZOLErFovK11/vYejQRnjptPx59CqPvdCMjBwjV85n0r6OJ35Odqxde6bY55nFYiE/PxM7OyuzZ/9MeLgrU6acwWDIYdeu4oVxjx7NZNasiTg7l10dGr3eHl/fuoSHNyU4OBiNRsp2CSGEqPwkAfEPYTCYiY6ehslkRafT8OSTUbz6aqsSx17LSUye3IOnn/6JSZO24uPjzLff9r6vGPR6PfXq1ePxxx/n8OHDbNy4kWPHjhHTthOm2DcK1/cnpRsYv6SgKObtkgaenp5cuXKFCxcucPbsWRITE5nxwxI+WpOAxcnrrs8nhBDi3mVn5/Pii7+Snp6HTqehbl1Ppk9/mPnzD9Kjxzz8/FxZv35okWM8PBwYPrwJkZFTCQryoFmzgvdpi8XKE08sISPDiKqqvPJKSzw8HABo3jyAhx76gXPnMnjjjfb4+7vSt28Dtm07T6NG01AUhU//X3cG9i6YgWeIT+HR2B+oV8+Txo1rFLl+fn4+e/bswt4+jc8+8+c//zmOk5OGdu3c8PHREhZWvG5EUJCZnj1zqFbNWhYvI6oKJlMm58+fZs2aFXh6dqB//6FotcVrPAkhhBCViVIZpxzGxMSou3fvtnUYFc6aNStwcVlSuH71Xvy//7eVzEwjb7/d6b7jWbDgPBER/ypcggGwaNEiNmzYgKurK66urpjNZr47kIW5bsdixwd4OLJlXOe7vm6bietIKqE9472eTwghxHU//fQDgYEbadLEz9ahlIo9e7bg5ZVCUJA72dkWXFwKfuRPnHiOixfz+fzzusWO+fzzDJ58sjuenmXficdstrJwYSLVqvXjgQf6lPn1hBBCiPulKMoeVVVjStonMyCqEEXR3FErzJuZNm03s2fvZ8mSAaUSj9VKsSUe/fv3p3///kW2fTtuRYnHXyghiXAnbnbcvZ5PCCHEdYqirTL1EnJycsjPT6Z2bXcAVqy4ygcfnMNsVqld24HZs0sulKyqxetQlBWdTkOPHv5Mn76Wbt0ellkQQgghKjVJQFQhjo6uZGff+3TQkSNjGDmyxETVPcnOVnF0vP3dIX8PxxJnLPh73NudpdI+nxBCiOscHd3Izi6+LKEySk1NxcvrerJ84EBfBg70veUxVqtKbi44OhbvqFFWPDwccHcvWG4YGHjvsxyFEEIIW5OKRlVISEgIJ04oFeLOVHZ2Pikp9tSsWfO2Y8fGhuKoL3pHx1GvZWzsvbXoLO3zCSGEuC44uB4JCbaOonTk5xtxcLi7qQyJiXl4e1fDwaHoPZwtW87xxx9nSzO8ItzcFHJycsrs/EIIIUR5kAREFVKjRg202iD27Llk0zhUVeX335No0KA9Ot3tJ9n0aRzAB/0iCfBwRKGgVsMH/SLvuWBkaZ9PCCHEdcHBwaSne3HsWIqtQykF1psupbjWkePzz3fw1Vc7mTfvAJcuZbNpk4HIyKAiY/ftu8i338bTsuX1pPv77/9xRxE8+OA80tPzAHBxef+m47RasFrLpuilEEIIUV6kCGUVk5qaypw5HxIcfJmICDd8fZ3R6conz5Sfb+H8+Qzi43MwmRpTq1YkOp2Ojh07lsv1hRBClI8LFy4wb95EoqKyaNjQA29vp3L7rClNp04lYGd3jMBAtyLbVVVl1qx4oqNr0KSJH3l5VnbuTGX79nzCwiLp2zcKVVXRam/+nF1c3ic7+793Fc+tjimpsLMQQghREUkRyn8QT09Phg9/g4MHD7Bp02bS0i5iNueXw5UV7Ozs8fWNJDKyNeHh4Wzfvp0nnniCo0eP4uRUvPe7EEKIysnf359nnpnA/v17+eWXP8jIuILFYrZ1WHftzz/T0OsNVK9eNJGQlJTF3r0qDz/syu+/Z2Nvr6dWrboEBChMmLCFOXOOcPJkKkeOjGbu3ANMnryD/HwLLVoEMGXKQ/zf/60rbH8dHu7LvHn9Shyn1WoICvqM3btH4O0tn5NCCCGqPklAVEEuLi60atWaVq1a2yyGqVOn8scff9C4cWM+/PBD3n77bZvFIoQQovR5enrSqVNXOnXqautQ7tnN2ldPnrwDBwcvXn/9AZKTcxgxYjmBgYEEBDhy4kQqOTkmdu4cztGjyfz442G2bHkavV7LqFErmDfvIBMnduXLL3cSHz8S4KbjhgxpZIunLYQQQtiMJCBEqTt16hQNGzbk4MGDrFmzhrVr1/LUU08Rn6Zn0urjXEg34O/hyNjYUKnLIIQQokLz9nbi8ccjmDZtD/v2XaR6dWe6datDr17z6d+/IXv2XCAq+mty8s3k5Zn5My+f5t2Ci5xj7doz7NlzgWbNZgBgMJjx9XW2xdMRQgghbEoSEKLUrV69mtmzZ3Pu3DkyMzMxmUx0fbAX+kc+wmCyAJCUbmD8koMAkoQQQghRoYSH+7Bo0RGgoEXno4+G8+ij4cyde4C33trA0qXHsFpVPv98Bz36hNK4fwPMNxSI/P3oFW4ssaWqKkOHNuKDDyrvbBEhhBCiNEgCQpS6UaNGMWrUKACMRiOnT5/m8RnbSfsr+XCNwWRh0urjkoAQQghRoXTuHMx//7uOGTP2MHx4UwBWrUrg1VdXk5ZW0LHC2VlPaqqBpYuPENSpFq7VHMjJNGI0mPGs7gwaBZPJgl6vpUuXOvTuHccrr7TC19eZ1FQDWVlGatf2sOXTFELYmNVq5fz586SmpmKxWG5/wD3QarV4enoSGBiIRlP5igWLqkcSEKJM2dvbExYWRrrd6RL3X0g3lHNEQgghxK0pisLSpQN5+eVVTJy4BQcHHbVru/PKKy1Zvz6RVaueQKMp6N859PXfmDZufUFXDJ2GR16IwbO6My0fDCEqahpNmvgxb14/3n23E927f4/VqqLXa/nqqwclASHEP9jOnVvZtGkBLi4ZVK+uoNeXzXVMJtixQyU725327QfQvLntasQJAZKAEOXE38ORpBKSDf4ejjaIRgghhLg1f39XFix4tNj28ePbFXnc/oG6NO5Yu9i4x19sxjNtr9eCGDgwgoEDI4qNS0x8ufDvu23bKYSonLZt+4Ndu6YzdGgNfHyKv3+UheTkHOLipmG1WmnZsm25XFOIksg8HFEuxsaG4qjXFtnmqNcyNjbURhEJIYQQBfUZ7kebEC90f5vWrNNoaBPidV/n/bv7DFMIUUGYzWY2bvyBIUMC8PEpv2K0Pj7OPPmkPxs2zMNsrnxtk0XVIQkIUS76NA7gg36RBHg4ogABHo580C9S6j8IIYSwGTs7J4xG6+0H3kIDPze6hvni6lAwf9rVQU/XMF8a+LmVRoiF8vIKljUKISq3U6dOUaNGHh4eDuV+bQ8PB2rUyOPUqVPlfm0hrpElGKLc9GkcIAkHIYQQFUZAQE02bVLu+zwN/NxKPeFwo/x8CxcugJ+fX5ldQwhRPpKTk/H3t92UJn9/lZSUFEJDZRaysA2ZASGEEEKIf6Q6depw9aobSUmZtg7llvbtu0TNmtE4OTnZOhQhxH0ym83o9bZLQOj1KiaTyWbXF0ISEEIIIYT4R9JqtfTuPYoffshg//5LGI0Va110ZqaRTZvOsnmzG927D7B1OEKIUqIoJc+8UpS3+de/Vhc+/vjjrUyYsAGAadN28913+8vs2kKUF1mCISoVs9mM0Wi876JhpU1RFOzt7dHp5H8pIYSoTEJDQ+nf/3W2bVvFypV7cXa2oNfb9gu6qkJ+vorR6EhoaDeGDYvlscce47XXXiM2NtamsQkhyo69vZYlS44xfnw7vL2LzngaOTLGRlEJUbrk15Ko8CwWCzt3bufQoU1cunQCe/uKl71VVRWjEapXr0dERHtatGiFVqu9/YFCCCFsLjg4mODg58nPzycrK6tCVIi3s7PDzc2NjIwM5s+fz5gxYxg+fDgHDx7E3d3d1uEJIcqATqdhxIgmfPrpNt57r0uRfRMmbMDFxY7XXmvNyZOpjBy5nOTkXLRahYULHyUkxJNJk7awYMERjEYzffs24O23O9nomQhxc5KAEBWaxWJh0aLvMBrX0rmzJ0FBgWi1FXPlkNWqkph4mS1bpnH27DEGDHhKkhBCCFGJ2NnZ4eVVuu0z75e9vT0bN25k+/bt1K9fn1deeYVZs2bZOiwhRBkZPbo5UVFT+fe/29x0zODBSxg3rg19+4aRl2fGalVZs+YUCQmp7Nz5LKoKvXrNZ9Oms7RvX7scoxfi9iQBISq0PXt2k5e3jsGD66DTVczEwzUajUKdOtWoXdudefM2sGtXOC1btrJ1WEII8Y+Xm5vLmTNnyMnJqXBL+G5n8eLFaLVaoqKi2LFjB2vXrsXb2xvviHbM3X6OlGwj3i72PNGyFh1CfW97Pr1ej7e3N4GBgRVuNqEQAtzc7BkypBGTJ+/A0VFfbH9WlpGkpEz69g0DwMGh4OfcmjWnWLPmFI0bfw1AdnY+CQlXJQEhKhxJQIgK7fDhP2jTxqPCJx9upNVqaN3akw0bNkkCQgghbCgvL49ly77nzJntBAWpuLmBpvJ8nADg7p5EamoqGo2ZNm18OX1ax+ETK/Bzj6dpjevJlBPnFdyUatT2dr7puVRVxWRS2L5dxWCoRteuT9KoUePyeBpCiLvw8sstadLka556KrrYvpvlUFVVZfz4tjz3nNSKEBWbJCBEhaWqKufPH6FOnZq2DuWuBQd78MMPx7BarWgq27ddIYSoAkwmE3Pnfom//2H+9a+a2NlVziVxPXrUKrZt5uYzZOUVb6Ond9DTo23x8SW5eDGL+fM/R1FeJiqq+I8cIYTteHo6MmBAODNn7uPpp4smCd3c7KlZ041ly47Rp08DjEYzFotKbGxd3nhjPYMHR+HiYkdSUiZ6vRZf35snJYWwBfllJCqs/Px8dDq1Us1+uEar1WBnp2A0Gm0dihBC/CMdP34cvf4gPXrUqrTJh5spKflwq+0l8fNzZeBAT9atm1/plqUI8U/wr3+1IiUlt8R933/fl8mTdxAVNZXWrWdx6VI23buH8PjjEbRqNZPIyKn077+QrCz5HioqHpkBISq02y1PXbr0KP36LeDo0dE0aOB9x+edNm03Tk56hgxpdJ8R3pwsrRVCCNs5cmQHUVEOVbLOgauDvsRkg6tD8fXit+Lv74pWe46LFy/i7+9fWuEJIe5RdvZ/C/+uXt2F3Nz/K3w8YULHwr/r1fNi3bqhxY4fM6YlY8a0LNMYhbhfle/WshA3mD//EG3b1iIu7tBdHTdyZEyZJh+EEELYVkrKWfz9XW0dRploE+KF7m/L+3QaDW1C7q6Dh6Io+PtrSElJKc3whBC3oNVqsWWnX7NZkS5twqZkBoSotLKz89my5Tzr1w+lV6/5TJjQkQ0bEnnrrQ1Ur+5MfPwl+vULIzLSl88/34HBYGbZsoGEhHgW6aV86lQqo0evJDk5FycnPTNmPEyDBt4MG7YMNzd7du++wKVL2Xz0UTf692/IxYtZDBy4iMxMI2azlalTH6JdO6kwLIQQFYnZbKyUS/juRAM/t//f3p3HVV3lfxx/HS6rooIbghtE7hsmaeZGWWpmLqWlLZptozaZ0y8nnWbKmppp2sbJqbSsdBpzyUnbF1tMM02hMHGvxAXcBUQB5XLP7w+QRBExuPeyvJ+PRw/u9/s93+/3c2/HC/dzz/kcAFb9fJjMnFxqBfrRI7pe4f4L4etrcXrz05BINVOnTh02bfLeyKyDB6F9+xCv3V+kav5mlmph6dItDBgQTcuW9ahbN4jvv98LwPr1+/jXvwawYcN43nzzR7ZtO8zatXdz112dmTFj7VnXueeeD5gx4xoSEu7h2WevZsKEDwuP7d17jG++uYMPPriZKdKjSiMAACAASURBVFM+B+CttzbQv380iYnjWL9+HDExjTzzhEVE5IKUNP1iyZLNGPMYW7bkf/ufmprJ8OGLLuj6cXFzaNbsn0VqKAwduoDg4L/9toBLaebMeNYu28GdPaNI/O8m6uzLpnV4beLi5hAfn3pB16qCM1REKrSWLVuyY4eDnBzPJ/5ycpwkJ/vSokULj99b5BQlIKTSmj8/iZEj2wMwcmR75s/fAMCllzYmPLwWAQG+REeH0q9fNAAdOoSRnJxe5BrHjp3k2293M2LE28TEzOR3v/uAvXuPFR4fOrQVPj6Gtm0bsH//8cLrv/FGItOmLWfDhgPUqhXgiacrIiLl6MwpfBERtVi8+MYLvk5ISCCrVu0GID09p8jvkNKw1uJyXVgRSE0jFKm8AgMD6dBhAIsW7SQ3N89j983NzWPRop107DiAkydPeuy+ImfSFAyplA4fzuLLL3eQlHQAYyAvz2IMDBzYgoCAX+e1+fgYAgJ8Cx87na4i13G5LCEhgSQmjiv2PqfOBQq/4erduzkrVozlww+3cdttS5g8+XL9ISgiUokUN4UvOTmdQYPeIilpAs8/v5qkpAO8/voQNmzYz6hR/2Pt2rupUePsIo8jR7ZnwYL8ZMY772zm+utbs3HjgcL7DBmygLS0bHJzXTzxxBUMGdKa5OR0rrlmHldcEcnq1XtYuvQmHn10OfHxqRhjuOOOGP7wh+7nnCJ4+jTCc/nss5959NHlnDjhJDq6Lm+8MYTgYH93vaQicgEGDrye99938vzzn9GqlSUszAdfX59yL5prrcXpdLF/v4utWw1t2gyiT5/+REVFsWnTJho0aFCu9ysrp9NJTk5OlV6Zx8fHh8DAwGpdh0MJCKmUFi/exOjRHZk167rCfX36zOGbb3Zd0HVq1w4gKiqEt9/eyIgR7bDW8uOP++nU6dzTKnbuTKdx49rcfXcXjh/P5fvv9yoBISJSiRQ3ha9u3aDC45MmXUZc3ByWLNnMk0+uZNasQcUmHwD69o3i7rvfJy/PxYIFSbzyynX89a8rAAgM9GXJkpuoXTuAQ4eyuOyy2Qwe3AqArVsP8cYbQ3jppWtJSEglJSWTpKQJQP5ICsifIjhz5rW0aFGP777bw4QJHxZb+f5Mhw5l8cQTK/j889uoWdOff/zjG55/fjWPPNKnTK+biJQPHx8fhgwZyRVXDGTz5s2kpe3H6XTPkpm+vgFERDTiyitbU7t2bVavXs2IESP4+9//zvPPP++We14Il8tFfPw6Nmz4mr17txAQULWnhrlckJvr4KKLYrnkkjhatWrl7ZA8TgkIqZTmz09iypSeRfbdcEMbXn45nujo0Au61rx51zN+/Ic88cRKcnPzGDmyfYkJiOXLk3nmmW/x83MQHOzPf/4z9Dc9BxER8Y7585OYNKkb8OsUvnvv7Vp43MfHMGfOUDp2fJnf/a4LPXo0O+e1HA4fevZsxsKFG8nOdhIZ+WtxN2stf/rTF6xYsRMfH0NKSmbhdL7mzUO47LImAFx0USi//JLGffd9xLXXtqRfv+giUwRPOXGidMO116zZw6ZNB+nR43UATp7Mo3v3JqV8dUTEU2rXrk23bt08dj9rLQ8//DBOp5MNGzYwadIkmjU79/ubu7lcLt59dwFpaR/Tu3cIF13UBIej6lcIyMlxsm1bIh9//C0ZGePo2rW7t0PyKCUgpFJavvz2s/ZNnNiNiRO7nbNdXFwkcXGRQNG1lKOiQvnkk1vPut6cOUUTC6fWZh4zJoYxY2J+W+AiIuJV55rCN2HCpUXabd9+mOBgf1JTf63p0L//f9m//xixsRHMnj24cP/Ike0ZNmwh06YVHWEwb94GDh7MIiHhHvz8HERGTi8sPFez5q8jKkJDg1i/fhyffvoTL764jkWLNjJ9+oASpwiWxFrL1VdHM3/+DRd8rohUTZ988gn3338/LVu2JC0tjWPHjnHnnXdy79NzeObTraSmZxMREsTk/q0Y2rmxR2JKSkri0KFPGDMmEn//6jMlITDQl44dw2jWLIdXXnmViy9uRd26db0dlsdU/RSTVFrGmAsuzFWRuFy23OfyiYhI2Zyawrdz5ySSkyexe/cfiIoKZc+eo4VtMjJyuP/+T1ixYiyHD2exePEmAD799FYSE8cVST4A9OrVjKlTezJqVIci+zMycmjYsAZ+fg6++moHO3dmFBvToUNZuFyWG25oy1//egXff7+3yBRByE8qrF+/r1TP8bLLmrBq1S5++ukIAFlZuWzbdrh0L5CIVEn9+vVj6dKl3HHHHQwcOJCrrrqKTdt/Yeo7G0hJz8YCKenZTH1nA0t/SPFITBs3rqZr1xrVKvlwupCQQNq1s2zalOTtUDyqSoyAcDqd7Ny5k8zMTFwu1/lPcJOgoCCaNm1KcHCw12KoSvz8/LDWj5wcJ4GBlaurnjyZh9PpICBAK2SIiFQk55rC97e/fVO4/Yc/fMqECZfSsmU9XnttMFdcMZfevZvTsGHNYq9pjCm2IOQtt3TkuuvmExv7CjExjWjdun6x56ekHGXs2HcLk+5//3tf4MKnCJ7SoEFN5swZyqhR/+PEifwRF088cSUtW9Y777kiUjX5+PjQpk0b2rRpw7BhwwDo8dSXpKRnF2mXnZvHM59u9cgoiF27NnDdddXnm//iREfXJCFhAz179vZ2KB5jKmOV0djYWBsfH4/L5eKzz94jMfFTGjY8QWioweHwzvOx1nD8uGXXLkNERAxDhoymTp06XomlKnnrrZdp3/5HOnYM83YoFyQp6QCJiW259dbfezsUEZFq6YUXHuLWWylSXFLO9t57u2jS5Pdccskl3g5FRDwsasqHFPfJyQA7nrrW7fd//PE7efjhxl6p+zBrVjw33tiO0FDv/o7YuTOdL74I5447HvJqHOXNGJNgrY0t7ljl+lr5NNZali6dz/Hjn3DvvU2oVatifNOcm5vHmjWJzJ27n7FjH6JWrVreDqlS69SpN8uXf0t0dCg1a1aO5cOysnJZsSKzWmUyRUQqGofDz21V5asSp9NU6+XgRKqziJCgs0ZAnNrvGeeerhwc/LfC+msXYvnyZIYMWcBFF4WSnZ3LoEEtefbZfkXaPP7417RpU79MyYeZM+OpUcOvzCvhVcfp2pU2AbF//3527fqce++NxM+v4vzi9PNz0KtXUzIydhAf/x1XXHGVt0Oq1Nq2bcv+/bfy2mvz6dLFl4svDqFGDb8K94/VWkt2tpOffkojIcFJ69ajiIyM9HZYIiLVVkhIOAcPbjzntAnJd/CgpUuXkPM3FJEqZ3L/Vkx9ZwPZub+usBPk52By/8q9NGSvXs344IObyc7OpXPnWQwb1rrIakblsSTxuHHFfrkvpVBpExAbN66nXTtToZIPp4uJqce7736tBEQZGWO44op+REW1JCkpnrffTiQn5xgVbeqQMYbAwGCaNbuaa6+9lKysLDp27EhiYiIhIfrDTkTE09q06U5S0jratfN2JBXX4cNZHD1am6ZNm3o7FBHxglN1Hry1CsaFev/9rTzxxEpOnsyjXr0g5s27nrCwc9feCwryIyamESkpmQAcP36S++77mA0bDuB0upg2rQ9DhrRmzpxE4uNT+fe/BwIwaNBbPPjg5cTFRRIc/Dfuv78bH3ywnaAgX959dyRhYcFMm7ac4GB/HnzwchIT9zFu3AdkZeUSHV2X118fTGhoEHFxc+jWrTFffZVMenoOr702mF69mnvktarIKm0C4tChZDp0qLjzOiMianH48G6s1UoIZWWMISoqiqioKGCEt8M5r6lTp9KpUyeuvfZafve737FgwQL1ARERD2vbti0rVzZm9eoULrssQu/DZzh+/CQLF+6le/c78fHRomgi1dXQzo0rbMLhTD17NmPNmjsxxjB79vc8/fQqnnuu/znbp6Vls337EXr3zv/Q/+STK7nyyihef30I6ek5dO36KldddVGJ9zx+PJfLLmvCk0/25Y9/XMarr37Pn/9cdJr16NFLmDHjGvr0ieSRR77isce+Zvr0AQA4nS7Wrr2bjz7azmOPfc3nn48u46tQ+VXaBERu7gn8/CruL0wfH4OPj8XpdOLn53f+E6TKGDhwIA8++CBZWVkcPXqUOXPmMHbsWJb+kFJpMswiIpVdYGAgt9/+R+bNm8G6dT/TqpWldm0HPj7VNxFhbX6tqpQU2LHDQffuo+nRo+xDkUVEPGHPnqPcdNNi9u49xsmTeURFFT/KeOXKXXTs+DJbtx5mypQeNGqUP0ris89+5r33tvLss98CkJPjZNeu4pdHPsXf38GgQS0B6NIlnGXLfilyPCMjh/T0HPr0iQRgzJhOjBjxduHx669vU3hucnL6hT/pKqjSJiBK4nA8TocODXE6XURFhfLmm8MICQks8ZzLL3+Nb7+9s5wjqVjTBMT9srKymDdvHu3btyclJYXk5GTuuusujgSEM3szhXPsTq2zDCgJISLiJnXq1GH8+IfZu3cvP/20nYyMo1ibd/4Tq6ATJ05y5MgRmjWLonXrMIYMacV7773HsmXL6Nev3/kvICLiZffd9zEPPNCdwYNbsXx5MtOmLS+23akaENu2HaZnz9cZNqwNMTGNsBb+978badWq6JLICQl7C5dBhvzExCl+fj6FI+gcDh+cTtcFxRwQ4Pubz62qqmQCIijIl8TEcQCMGbOUF19cy8MPl7wiQfknH6Q68vf3Jy4ujszMTHJzc+nfvz8bNmxg3g+HyHaEFmnryXWWRUSqK2MMERERREREeDsUr0pKSqJ///6EhYVxyy230KBBA6Kiohg0aBDz58+nb9++3g5RRKREGRknaNw4f4XBuXPXn7d9y5b1mDq1J//4xyrmz7+B/v2jmTFjLTNmXIMxhh9+2EvnzuFERobw0kvrcLksKSlHWbs2pdQx1akTSGhoECtX7qRXr+a8+eaP9OmjOg8lKVMCwhhTF1gIRALJwI3W2rRi2o0B/lyw+YS1dm7B/uVAOHBq/Zd+1toDZYnpTN27N+HHH/cXbj/zzCoWLdrEiRNOhg1rzWOPXQH8utTL8uXJPProcsLCapKYuI/rr29Dhw4N+de/viM728nSpTcRHV2Xt9/eyGOPfY3D4UOdOgGsWDG2PMOWSsrX15eRI0eetT9qyofFtk8tZukjERGR8ta+fXt27drF119/zbx58+jQoQOdO3dm7Nix3HTTTbz77rv06NFD0wVFpELIysqlSZPnC7cfeKA706b1YcSIt2ncuDaXXdaYHTvO+th5lnHjYnn22Rns2JHGX/7Sm0mTPqFjx5lYa4mMDOGDD26mR4+mREWF0qHDy7Rv35BLLgm/oFjnzh1aWITyootCeeONIRf8fKuTso6AmAJ8Ya19yhgzpWD7odMbFCQpHgViyZ+TkGCMee+0RMUt1tr4MsZRrLw8F198sYM77+wM5M/72b79CGvX3oW1MHjwfFas2FlYmOSU9ev3sXnzvdStG8RFF73AXXd1Zu3au/nXv9YwY8Zapk8fwOOPr+DTT2+lcePapKfnuCN8qUK8v86yiIhUdw6HgyuvvJIrr7ySF198kUWLFjF37lwyMzOJi4tj6j9f5+39DTRdUES8zuV6tNj9Q4a0LvG8uLhI4uIiC7eDgvxISXmgcHvWrOvOOscYw7x51xd7vWPH/lT4ePjwtgwf3haAadPiCvfHxDRizZq7zjp3+fLbCx/Xr1+D5ORJJcZeXZS1iuMQYG7B47nA0GLa9AeWWWuPFCQdlgEDynjfEmVnO4mJmUm9ek9z5Eg2V1+dX930s89+5rPPfqZz51lccskstmw5xPbth886/9JLGxMeXouAAF+io0Pp1y8agA4dwgqLh/To0ZTbb3+XV19NIC9P83mkZJP7tyLojCVjq8I6yyIiUjn16tWLCRMmsG/fPvr06UPPnj1ZnJBSmHw45dR0QRGR8maMT5HaC9WRy2UxpuIurOAOZR0BEWat3Qtgrd1rjGlYTJvGwO7TtvcU7DvlDWNMHvA/8qdnlLkXnqoBkZGRw6BB83nxxXVMnNgNay1Tp/bkd7+LLfH8gIBfPyj6+JjC4iE+PqaweMjMmYP47rs9fPjhdmJiZpGY+Dvq1atR1tCliqps6yyLiEjVtmrVKvz8/IosT6rpgiLiSUFBwWRmniA0tPqOCM7MPEGNGsWv5lFVnTcBYYz5HGhUzKGHS3mP4ta7OpVkuMVam2KMqUV+AuI24D/niOMe4B6AZs2alerGdeoE8sILAxgyZAHjx8fSv//F/OUvX3HLLR0JDvYnJeUofn4OGjasWcqn8quffz5Ct25N6NatCe+/v43du48qASElqkzrLIuISNXm7+9/1j5NFxQRT4qOvpRt25bTrVv1/ft469ZsoqM7ezsMjzrveA9r7VXW2vbF/PcusN8YEw5Q8LO4ApJ7gKanbTcBUguunVLwMxN4C+haQhyvWGtjrbWxDRo0KO3zo3PncDp1asSCBUn06xfNzTe3p3v31+jQ4WWGD3+bzMwTpb7W6SZPXlZQqOQlevduRqdOYb/pOiIiIiIVgaYLiognderUndWrc8nIqJ719JKT0/n55xq0adPG26F4lCnLjAdjzDPA4dOKUNa11v7xjDZ1gQTgkoJd3wNdgKNAiLX2kDHGD5gPfG6tnXm++8bGxtpJk0bTrdt2WrSo95vjd7cnnkjmoYdexc/Pz9uhiIiIiJyXVsEQEU9avfobVq9+jS5dDC1bhlKzpj+muPHzVUReniUjI4fNmzP48cdARoz4I1FRUd4Oq9wZYxKstcXWPShrDYingEXGmDuBXcCIghvGAuOstXdZa48YY/4KrCs45/GCfTWBTwuSDw7gc+DV0t7Y4fAjL6/iFi2x1uJyGRwOx/kbi4iIiFQAmi4oIp7UvXtPmjRpTlLS9yxZkkB2dibWVt0C/z4+vtSq1YAWLa5jzJj2LFy4kHvvvbdafWYsUwLCWnsY6FvM/njgrtO2XwdeP6PNcfJHQvwmdeo04tAht6zeWS4OH86mZs1QfHyqV1VTERERERGR0mratClNmzYlf4HFqu2xxx5j06YddOx4FfXr12fp0qVs376dF154oUhR4Kqs0n46bt26Exs3uiiHRTPcYtOmw7Rp08vbYYiIiIiIiEgFMH78eC6++GJuueUWOnfuzIABA/jqq6/4xz/+AeRPg+vx1JdETfmQHk99ydIfUrwccfmrtAmIyMhIoBWff767wiUhfvklje++C6BLl8u9HYqIiIiIiIhUAA0bNmTKlCls27aN6dOnEx8fz86dO3n00UcZNf5Bpr6zgZT0bCyQkp7N1Hc2VLkkRJmKUHpLbGysjY+PJysri7feeonjxzfSpg2EhvricHgnp2KtJSvLyfbtlkOH6jBixP0899xzPP/888UudSUiIiIiIiLVz+zZs5k6dSrp6emEhITg6+vLMd861LvlubPaNg4JYtWUK70Q5W9XUhHKSp2AgPwP/vv27WPbti1kZh7G5XJ6KSpDYGAtIiMvplmzZjidTkaNGsWll17KI4884qWYREREREREpCI5ceIEGRkZ1KtXr7AAZdSUDynuk7kBdjx1rUfjKyt3roLhdcYYwsPDCQ8P93YohRITE7nqqqsYP348M2bMYPjw4bRt29bbYYmIiIiIiIiXBQQE0LBhwyL7IkKCSEnPPqttREiQp8LyiEpbA6KistaSmZnJSy+9xPLlywEYPnw4eXl51aKoiIiIiIiIiFyYyf1bEeRXdDnOID8Hk/u38lJE7lHpR0BUNLm5ufzzn/8kJSWFw4cPk5OTw+bNm/nDkzNYltua7Nw84NeiIoDW2xYREREREanGTn0mfObTraSmZxMREsTk/q2q3GfFSl8DojJwuVz0enp5sUNqKmNREREREREREZHilFQDQlMwPMDHx4fUYpIPwDn3i4iIiIiIiFQlSkB4yLmKh1S1oiIiIiIiIiIixVECwkOqS1ERERERERERkeKoCKWHVJeiIiIiIiIiIiLFUQLCg4Z2bqyEg4iIiIiIiFRLmoIhIiIiIiIiIm6nBISIiIiIiIiIuJ0SECIiIiIiIiLidkpAiIiIiIiIiIjbKQEhIiIiIiIiIm6nVTCqgbS0NDZsSGT79u84fjwNl8tVrtf39fWjXr1mtG3bnTZt2uDv71+u1xcREREREZHKTwkID7PWsn//frZu3cTRo4fIy8t16/0OHDjAd999QNOmuUREBBEa6ouPT3kOfLHk5VkOHPiO77+fR3Z2OL16DSAgIKBIK2MMAQG1aNYsmhYtWuDn51eOMYiIiIiIiEhFpwSEB+Xk5DB//kwyMtbTti2Eh/vhcBi33e/kyZOkpa1lzBgfatXyB4677V4A1sKePevJzk6hefP2Zx3Lzs4lPt7y3ns1ueGG+2nRooVb4xEREREREZGKQwkID7HWMm/eS4SHb+D225thjPsSD6fs2bOH2rX9aNMmxO33OiUmJphvvz1K27Z1zxoFAdCjB+zZc5T5859m1KhHadKkicdiExEREREREe9REUoPSUlJITt7A9dc45nkA0BaWir163t2qoOPjyE0NL/uxLk0aVKb3r1h3bqvPRiZiIiIiIiIeJMSEB6yZUsSbdsajyUfAHJzT+Dv7/DY/U4JCLDk5pZc26Jt2/ps3fot1loPRSUiIiIiIiLepASEh2Rk7KNePc+uDmGt65wJj7/9beVZ++LjU1m/fh8AS5duYdOmgwDMmZNIampmqe9rDOdNLNSqFYC1WZw4caLU1xUREREREZHKSwkID3G58vD1Lf7lNuYx/u//Pi3cfvbZb5k2bbmHIvtVbGwEMTFbue22zYX7nE7LffcdZfTon0o8NzHxGB99dPiC7ufra8jLy/tNsYqIiIiIiEjloiKUFUBAgIN33tnC1Km9qF+/htfiWL48maAgQ1JSFoMG5cexbNkRQkN/HUXx889H+OqrZPLyXISGBjF0aGv8/R0kJh4jPj6TgQPreSv8SsXlcpGVleX1BIy/vz+BgYEenRokIiIiIiLVkxIQFYCvrw/33HMJ//znap58sm+RY++/v5UnnljJyZN51KsXxLx51xMWFsy0acvZtSuDX35JY9euDCZNuoyJE7sB8J//rOfZZ78lJ+c4l1wSxKuvtqJjxwS2bbsUPz8fjh518swzLiZPduHnd/aojGuuCSUh4SgdOsD8+Qfp1s2ftDTIyspl2bJk1qwJYuPGbDIyjrJ9+1YmT27NI48kk53t4ptvMrjjjnosWfIZaWlOAHbsSOeFFwYwZkyM+1/MCi41NZU1a75k27Zv8fHJLvb19xRrLSdOWGrUCKNduz5cfnkfatTwXgJMRERERESqNiUgKoh77+1Kx44v88c/9iiyv2fPZqxZcyfGGGbP/p6nn17Fc8/1B2DLlkN89dUYMjNP0qrVvxk/PpZt2w7z5JMrWbXqDnbuXEe9eseoVcuXuLg6fPjhEYYOrc+CBQdo145zfvgdObIh48YdYNQoFz/+eIwBAxzEx+cvn7lo0TGaNz/JnXf6kpnpw/TpR5g0yfL445HEx2fy73+34Oef0xk69BKaNWtGQkIqY8e+y9Chrd3+GlZ0ycnJLFr0FL17O7n66gbUqtXQ2yFhrWXfvmOsXTuf//znB0aPnqQkhIiIiIiIuIUSEBVE7doBjB7diRde+I6goF+Xztyz5yg33bSYvXuPcfJkHlFRIYXHrr22BQEBvgQE+NKwYU327z/Ol1/uYPjwNtSvX4OdO6Fu3fz/xXfdFc7TT+9m6ND6vPHGPrp2PfeQ+44dgzlwII+PPjrKwIF1cbmOAPkfVnfudHDggIMffgBw4HBYdu3KKfY6hw5lcdttS1i0aAR16gSW/UWqxFwuF//734vccIM/0dGNvB1OIWMM4eG1GDw4mI8+2sqXX37EoEHDvR2WiIiIiIhUQSpCWYFMmnQZr732A8ePnyzcd999H/P733dlw4bxzJo1iJwcZ+GxgIBf80cOh8HpdGEtxc7n79GjDsnJOXz9dTp5eRAWZti9O4eYmHhiYuKZOTO1SPtLLw3gmWf2M2rUr9/SN2lSm5Mn83jttWgSE2NZt64zP/zQkTZtap51v7w8FyNHLuaRR/rQvr33v+n3tl27dlGz5iGio+t6O5RiGWO4/PJGbN68EpfL5e1wRERERESkClICogKpWzeIG29sx2uv/VC4LyPjBI0b1wJg7tz1571G375RLFq0kcOHswA4cuTXhMXo0WGMGrWZsWMbkZvr4u23f2D06FxGj86lU6e8M64TxPjx9enQIbhwX82a/lx3XX2mTNnCSy+tZfbs71mxIn/li1q1HGRm/nqNp55KoGPHMEaObP8bXomqZ/fu3URHl7w0qbeFhgYREJDJkSNHvB2KiIiIiIhUQZqCUcH83/9159//Xlu4PW1aH0aMeJvGjWtz2WWN2bEjrcTz27VryMMP96JPnzmcPJnFpZcGMW9eOwBuuSWMP/85mVGjGhISElHs+T4+uwG46652hfsGDLiYpKT8/c8914pJk37m5ZePYq0lMjKdYcOacsUVITz11G5iYuK54456vPLKLtq1a0BMzEwAHn/8CgYPbvXbX5hK7sSJLAIDK/5KE0FBPuTkFD+lRkREREREpCyUgKgAjh37U+HjsLBgsrIeLtweMqQ1Q4acXcBx2rS4IttJSRMKH48ZE8OYMTEkJKygRYvswv3ffJPB8OH1CQk59//2Y8d6nbUvLi6EuLj82hNBQQ5mzWp5Vpu6df1Yt+4SAH76KZ1hw66iadOm57xPdXSupS4djsfp0KEhTqeLqKhQ3nxzGCEh3qmZodU4RURERETEXTQFw4Osh0fg+/r64XTmz+e/777tTJnyC3/5S3O339fpNDgcjvO2s55+QSqooCBfEhPHkZQ0gbp1g3jxxbXnP0lERERERKSSUQLCQ3x9A8jNzTt/w3JUu3YYaWn5BS1nzGjBGHpfCQAAFFFJREFUTz91o2VL9y6xaK0lLc1Su3bt87bLzQU/P78S21U33bs3ISUlE8h/jSZP/oz27V+iQ4eXWbgwCYDly5MZNOitwnN+//uPmDMnEYCEhFT69JlDly6v0L//f9m7N/9acXFzeOihZXTt+iotW85g5cqdHn5mIiIiIiJS3SkB4SENGjQjJeXk+RuWo4YNw9i/H06ccJ6/cTk5eDALh6MONWuevTLGme1q1KivBMRp8vJcfPHFjsJaGe+8s5nExP2sXz+Ozz+/jcmTlxUmFIqTm5vHffd9zOLFI0hIuIc77ojh4Ye/LDzudLpYu/Zupk8fwGOPfe325yMiIiIiInI6JSA8pG3b9mze7NlkQM2aNWncuBOJiZkcPHicvDz3La+Yk+Nk164Mtm83tGkTy8cff1zico6JiQdp27bPOesiVCfZ2U5iYmZSr97THDmSzdVXXwTAN9/sYtSo9jgcPoSFBdOnTyTr1qWe8zpbtx4mKekAV1/9JjExM3niiZXs2XO08Pj117cBoEuXcJKT0937pERERERERM6gIpQeUrduXdq2vY7//ncJN9zQ2GNFBps3jyQoqAapqb+wefN+fH3BpxzTTtaCywXW+lG//kV06hRFcHAwBw4c4McffyQmJqZIe6fTxbp1e9m4MYw77ji74GV1dKoGREZGDoMGzefFF9cxcWK3c9YM8fX1weX69WBOTn5Sy1pLu3YNWb36zmLPCwjI/+fucPgU1gYRERERERHxFCUgPGjgwGF8+WUQr7zyESEhB6hXz+BweKoQYwQuVyOczrxyL/7o42NwOHw5dMiwZcsRVq16nxo1Qvnssy8YPjwEHx8frIXsbNi1C8LDOzF69K3UqVOnXOOo7OrUCeSFFwYwZMgCxo+PpXfv5syalcCYMZ04ciSbFSt28swzV5Obm8emTQc5ccJJTo6TL77YQc+ezWjVqj4HDx5n9erddO/elNzcPLZtO0y7dg29/dRERERERESUgPAkYwx9+15DXFw/du/ezdGjR8nL82xhSnfatWsXX3/9Nb6+Q5g16z+4XEFERTVm+PDhJCQkEBkZyeDBlxEcHMzQoUO58cYbufnmm70ddoXSuXM4nTo1YsGCJG69tSOrV++mU6eZGGN4+umraNQoGIAbb2xHx44zadGiLp07NwLA39/B4sU3MnHix2RknMDpdDFpUjclIEREREREpEIwlXEpxNjYWBsfH+/tMOQMv/zyCy+88AI//vgj69evJy0tjRo1avDflVu5/0/T2PP1ImpFRDN27Fhu6d+dQYMG8cYbb3DNNdd4O3S3+/zzTwkMXEjPns28HUqJZs/ew4AB02jSpIm3QxERERERkUrIGJNgrY0t7phGQEi5ueiii5g+fTqQX49g7969zFq6nKnvbMB0GkqTdteS9dN3vPrGf5j99F/oe0Uct9xyC++//z49evRg6Q8pPPPpVlLTs4kICWJy/1YM7dzYy8+qfBhjitRtqKhcLlQYVERERERE3EIJCHELYwwRERF8frQR2bnZ+ft8/ajR4jKMj4PAY+1JT9/B8ePH6d27N69+vJZnVh4kOzd/SkpKejZT39kAUCWSEDVq1OLIEW9HUTJrLZmZedSoUcPboYiIiIiISBWkBIS4VWp6dpHtvONHOL5pOTk16tB3WF9uvfVWjDG8Gp9WmHw4JTs3j2c+3VolEhDR0dGsWQMDB9oKO8IgNTUTf/8IQkJCvB2KiIiIiIhUQUpAiFtFhASRcloSwrd2QxoMnUrjkCD+MuXKwv1PTPmw2PPPTGBUVg0aNKBGjZZ8++0v9OhR8RIqubl5fP75QTp2vL3CJkhERCqzo0ePsnPnTnJycsp9Narz8fPzo0GDBjRu3Fjv8SIi4lVKQIhbTe7fiqnvbCgyuiHIz8Hk/q2KtDszUXH6/qrAGMPIkROYO/dZUlN30r59DRo0qImfn4/XYrIWTpxwkpycwQ8/nKRBg/7k5lry8vJwOBxei0tEpCrJyMhgyZI32L//R6KiDDVquPBsDsCQm2tYtcpFbm4D+vUbTbt27T0ZgIiISCElIMStTk2fOF9xydImKiqzOnXqcPfdf2Ljxo3Ex39LWloqeXm5Xo3J3z+IiIjOXHnlpVx88cUMGDCAjRs3cv/993s1LhGRqiAzM5M5c56mS5f93HprE3x9vZl0tqSkZLJw4XMY8yBt27bzWiwiIlJ9aRlOqTCq8ioYFd3OnTu56667uPvuu5kwYQLfffcd0dHR3g5LRKRS+/rrLzl6dC7XXRfl7VAK7dyZzvvvB3PvvX/VdAwREXELLcMplcLQzo2VcPCSZs2acfvtt/PAAw/QvHlzRo8ezcqVK3lv/V4lhUREfqNNm1Zw7bV1vR1GEc2a1cHp3MWBAwcICwvzdjgiIlLNKAEhIvTt25ctW7ZQq1Yt9u7dy969exlx50Q2NRlUZZdGFRFxJ2sthw7tISIiwtuhFGGMITzch0OHDikBISIiHlemBIQxpi6wEIgEkoEbrbVpxbT7BLgM+MZaO+i0/VHAAqAu8D1wm7X2ZFliEpEL99FHH3HkyBHS09NJT09n69at/Gu9q0ovjSoi4m55eblerftwLn5+FqfT6e0wRESkGirrb8UpwBfW2hbAFwXbxXkGuK2Y/f8A/llwfhpwZxnjEZHfIDAwkIiICNq2bcvll1/O2LFjyQhsVGzbqrI0qoiIu5VUY2HfvmOMHLmY6OgXaNv2RQYOnMe2bYe9HpeIiIg7lTUBMQSYW/B4LjC0uEbW2i+AzNP3mfzfflcCi893voh43rmWQK0qS6OKiHiLtZZhwxYSFxfJzz9PZNOme/nb3/qyf/+x856bl+fyQIQiIiLuUdYERJi1di9Awc+GF3BuPSDdWntqDOAe4Jzjuo0x9xhj4o0x8QcPHvzNAYtI6Uzu34ogP0eRfVVtaVQREW/46qtk/Px8GDfu1wLhMTGN6NmzGZMnf0b79i/RocPLLFyYBMDy5clcccVcbr75f3To8DLHj5/k2mvfolOnmbRv/1Jhu4SEVPr0mUOXLq/Qv/9/2bs3s9j7i4iIeMt5a0AYYz4HihuL/XAZ713c+L9zrglqrX0FeAXyl+Es471F5DxO1XnQKhgiIuUrKekAXbqEn7X/nXc2k5i4n/Xrx3HoUBaXXvoqvXs3B2Dt2hSSksYTFRXK//63iYiIYD788GYAMjJyyM3N4777Pubdd0fSoEFNFi5M4uGHv+T114d49LmJiIiU5LwJCGvtVec6ZozZb4wJt9buNcaEAwcu4N6HgBBjjG/BKIgmQOoFnC8ibqalUUVEPOebb3YxalR7HA4fwsKC6dMnknXrUqldO4CuXRsTFRUKQIcOYTz44DIeemgZgwa1pFev5iQlHSAp6QBXX/0mAHl5lvDwYG8+HRERkbOUdRnO94AxwFMFP98t7YnWWmuM+QoYTv5KGBd0voiIiEhl1K5dAxYv3nTWflvC+M6aNf0KH7dsWY+EhHv46KPtTJ36Bf36RTNsWGvatWvI6tWq5y0iIhVXWWtAPAVcbYzZDlxdsI0xJtYYM/tUI2PMSuBtoK8xZo8xpn/BoYeAB4wxP5FfE+K1MsYjIiIiUqFdeWUUJ07k8eqrCYX71q1LITQ0kIULN5KX5+LgweOsWLGTrl3PHoWWmppJjRp+3HprRx588HK+/34vrVrV5+DB46xevRuA3Nw8Nm68kIGpIiIi7lemERDW2sNA32L2xwN3nbbd6xzn/wJ0LUsMIiIiIpWJMYYlS25i0qRPeOqpVQQG+hIZGcL06f05duwknTrNxBjD009fRaNGwWzZcqjI+Rs27Gfy5GX4+Bj8/By8/PK1+Ps7WLz4RiZO/JiMjBM4nS4mTepGu3YXUh9cRETEvYwtabxfBRUbG2vj4+O9HYaIiIhIsay1PP74WB59NNLboZxlyZLdXHTRRDp16uTtUEREpAoyxiRYa2OLO1bWKRgiIiIiUgxjfMjLc3k7jLM4neBwOM7fUEREpJwpASEiIiJSzowx1KnTkIMHs7wdylkOHrSEhIR4OwwREamGlIAQERERcYM2bXqxceNhb4dRxMGDx8nJCaVxYy2xLCIinqcEhIiIiIgbXHJJN77/PpitWw+dv7EHHDt2kkWL9tG9+1CMMd4OR0REqiEVoRQRERFxk5SUFBYsmE5w8CFatLDUrOnr8Q//J0/mkZJi+eUXBz163Mz69RsJCwvjxhtv9GgcIiJSPZRUhFIJCBERERE3crlc7Ny5k+TkX8jOPoq1nixMafD3D6JBg3BatWpFWloau3fvZvDgwWzatIl69ep5MBYREakOlIAQERERESZOnMjy5ctp3bo1tWvXZvbs2d4OSUREqpiSEhC+ng5GRERERDzvyy+/pHXr1vj5+fHGG29w7NgxbrjhBk406sgzn24lNT2biJAgJvdvxdDOKlIpIiLlTwkIERERkWogMzOT9evXs2/fPqKjo9m6dSuTHvozPkOeJDs3D4CU9GymvrMBQEkIEREpd5qCISIiIlJN9XjqS1LSs8/a3zgkiFVTrvRCRCIiUtmVNAVDy3CKiIiIVFOpxSQfStovIiJSFkpAiIiIiFRTESFBF7RfRESkLJSAEBEREammJvdvRZCfo8i+ID8Hk/u38lJEIiJSlakIpYiIiEg1darQpFbBEBERT1ACQkRERKQaG9q5sRIOIiLiEZqCISIiIiIiIiJupwSEiIiIiIiIiLidEhAiIiIiIiIi4nZKQIiIiIiIiIiI2ykBISIiIiIiIiJupwSEiIiIiIiIiLidEhAiIiIiIiIi4nZKQIiIiIiIiIiI2ykBISIiIiIiIiJupwSEiIiIiIiIiLidEhAiIiIiIiIi4nZKQIiIiIiIiIiI2ykBISIiIiIiIiJupwSEiIiIiIiIiLidEhAiIiIiIiIi4nZKQIiIiIiIiIiI2ykBISIiIiIiIiJupwSEiIiIiIiIiLidEhAiIiIiIiIi4nZKQIiIiIiIiIiI2ykBISIiIiIiIiJuZ6y13o7hghljDgI7vR1HFVMfOOTtIKTSUz+S8qB+JOVB/UjKg/qRlAf1IykPlakfNbfWNijuQKVMQEj5M8bEW2tjvR2HVG7qR1Ie1I+kPKgfSXlQP5LyoH4k5aGq9CNNwRARERERERERt1MCQkRERERERETcTgkIOeUVbwcgVYL6kZQH9SMpD+pHUh7Uj6Q8qB9JeagS/Ug1IERERERERETE7TQCQkRERERERETcTgmIasoYU9cYs8wYs73gZ2gJbWsbY1KMMf/2ZIxS8ZWmHxljYowxq40xG40xPxpjbvJGrFKxGGMGGGO2GmN+MsZMKeZ4gDFmYcHx74wxkZ6PUiq6UvSjB4wxmwree74wxjT3RpxSsZ2vH53WbrgxxhpjKn0Veil/pelHxpgbC96TNhpj3vJ0jFLxleL3WjNjzFfGmB8KfrcN9EacZaEERPU1BfjCWtsC+KJg+1z+CnztkaiksilNP8oCRltr2wEDgOnGmBAPxigVjDHGAbwIXAO0BUYZY9qe0exOIM1aezHwT+Afno1SKrpS9qMfgFhrbUdgMfC0Z6OUiq6U/QhjTC1gIvCdZyOUyqA0/cgY0wKYCvQo+JtokscDlQqtlO9HfwYWWWs7AyOBlzwbZdkpAVF9DQHmFjyeCwwtrpExpgsQBnzmobikcjlvP7LWbrPWbi94nAocABp4LEKpiLoCP1lrf7HWngQWkN+XTnd631oM9DXGGA/GKBXfefuRtfYra21WweYaoImHY5SKrzTvR5D/ZczTQI4ng5NKozT96G7gRWttGoC19oCHY5SKrzT9yAK1Cx7XAVI9GF+5UAKi+gqz1u4FKPjZ8MwGxhgf4Dlgsodjk8rjvP3odMaYroA/8LMHYpOKqzGw+7TtPQX7im1jrXUCGUA9j0QnlUVp+tHp7gQ+dmtEUhmdtx8ZYzoDTa21H3gyMKlUSvN+1BJoaYxZZYxZY4wZ4LHopLIoTT+aBtxqjNkDfATc55nQyo+vtwMQ9zHGfA40KubQw6W8xATgI2vtbn3xWH2VQz86dZ1w4E1gjLXWVR6xSaVV3BvKmUsylaaNVG+l7iPGmFuBWKCPWyOSyqjEflTwZcw/gds9FZBUSqV5P/IFWgBx5I/GWmmMaW+tTXdzbFJ5lKYfjQLmWGufM8Z0B94s6EeV5m9rJSCqMGvtVec6ZozZb4wJt9buLfhgWNwwsO5AL2PMBCAY8DfGHLPWllQvQqqYcuhHGGNqAx8Cf7bWrnFTqFJ57AGanrbdhLOHEJ5qs8cY40v+MMMjnglPKonS9COMMVeRnzDtY6094aHYpPI4Xz+qBbQHlhd8GdMIeM8YM9haG++xKKWiK+3vtTXW2lxghzFmK/kJiXWeCVEqgdL0ozvJr6mGtXa1MSYQqM85/gaviDQFo/p6DxhT8HgM8O6ZDay1t1hrm1lrI4EHgf8o+SBnOG8/Msb4A0vI7z9vezA2qbjWAS2MMVEF/WMk+X3pdKf3reHAl9ZajYCQ0523HxUMnZ8FDNZ8azmHEvuRtTbDWlvfWhtZ8PfQGvL7k5IPcrrS/F5bClwBYIypT/6UjF88GqVUdKXpR7uAvgDGmDZAIHDQo1GWkRIQ1ddTwNXGmO3A1QXbGGNijTGzvRqZVCal6Uc3Ar2B240xiQX/xXgnXKkICmo6/B74FNhMfjXnjcaYx40xgwuavQbUM8b8BDxAySv1SDVUyn70DPkj+N4ueO858w85qeZK2Y9ESlTKfvQpcNgYswn4CphsrT3snYilIiplP/o/4G5jzHpgPnB7ZfuCxlSyeEVERERERESkEtIICBERERERERFxOyUgRERERERERMTtlIAQEREREREREbdTAkJERERERERE3E4JCBERERERERFxOyUgRERERERERMTtlIAQEREREREREbdTAkJERERERERE3O7/ARZjXY3ikh8CAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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YJL1QILNQILNYILtQIGOvyy4WKGTKNLQGiHeEiHeEiXeGiHeE8IfvvFrdm7VpIUspFQQcWuuUvfxe4LObdT4hhFgtWEUSfo4+3EXPvQkSnWEZR+oWWjN8WZrUfJ65sQzZZJFSvkKpUKZUqFDKVygWKma5UKGUL5NLFSnml9ZV+8uth8vjwOt3EYn7iSb8RBJ+os1+ovEA0Wb/bdGEqbWmkC3XQlNmoVi3bAJUZqFANllEWysaihQEwh6CDV7CjV5a9kbw+lzMT2YZu7DA+Rcna7sGG7y1wFUNX9G4X36nrmE9Qzj8EfAgEFdKjQC/DrgBtNa/r5RqBV4GIoCllPqnQD8QB75mVzm6gC9rrb+5GS9CCHHnyqWLXHp1hoHjk4ycW1gWrHrvaybeGZKmj21GORSRmJ9IzH9Dz69ULMp24KoPX6V8ubZcvz6fKZGczjFybp70CxPLjuUNuIgm6gJYwoSvaMJPIOLZsp8drbUpe7pELl0iny6RTxfJJktLAaouRK0WPL0BF8EGL8EGL01tAXNFqv3YLHvwRzzXbKbNp0vMjKSYGUkzM5xmZiTF0Km5Wlhze5126AoR7zTBq6k9iMvt3LT3ZjWVimWGMUkVySbNlEsVKRUrPPBD3be0LPWU1tuv+9OxY8f0yy+/vNXFEEJsU7l0kYuvTDN4YmpZsOq9r5neeyVYibWVixUWZ3Ikp3Ms1k9TWVJzhWU1PS6Pww5ggeW1YAk/oUbfG2qKtCoW+UyZXLpYG+MsnzHByYx3Zi/bgSqXLq1ZY+fyOOqCUjU0eZYHqKgHl2dzgk65VGF+PMv0cDV8mXn14gflUDSubG7sDOEPvbHmxnLJXOWaS5bIpork7PCUTVXHhlt6XMisPhacx+/iZ377HZv+90ApdXy1sUAlZAkhdoTVglU04adHgpXYIJWKRWo2vxTApnIszpgAlpzJUykvhR6Hy9TG1WrB4n4sS9dqnOrDUi5dNOOsrfF16/E58YU99q2S3LVbJtU/9oc9+IJm4FiPz7ntfta1pUnO5k2t13C6Fr6qg/bC1c2NDqeq1TiZMGUCU3W5mL+63x6Y98sf8RCIeAiEPbVlf7h+bt6zW3Uhi4QsIcSOUw1WA8enGD2/Iljd10y8Q4KVuDW0pUkvFFicrtaCZetCWK7Wkd/hVHYw8iwFpGpYCpt11e3V9bfzxRerNTfOjWev6hvmDboIVEPSivAUqN6JIOImEPHc8qbI9VgrZMm1ykKIbSWXKprO6yuC1b3v7aJHgpXYIsqx1Imf/Y3LtmltarAcLse2rGXaSr6Qm44DTXQcaKqtqzY3ArXwdLsO3yEhSwix5VYNVs0bG6xk7B+xWZRSMrzBG+ByO0l0hbe6GLeEhCwhxC1XKVlMXFxk5Nw8o+fmmbiUXBaseo81E9t1c8HKymTIvvIq2RdfJPvii+ROnkQ5nTgiYZzhCM5wGEckgjMcwhGO4IyEl+ahsP04jDMSqc2V1ytBTQixbhKyhBCbzrI001dSjJybY+TsPOODi1RKFkpB854I971vNz33Jm4qWFnZLNkTrywLVZTL4HLhP3yYph//cXAorGSKSiqFlUxSWVykNDxce6xLpWufxO3GGQ7XBbRqEFsKaK6WVnz79+Hp6cHhXd+9AoUQtycJWUKIDae1Zm4sw8i5eUbOzjN2YYFizlxiHdsV5NA72uk40ER7XwNe/439GbKyWbKvvEL2xZdMqPr+95eFqthP/RSB++8ncPQeHMHg+o5ZKJjwVQ1hqRRWKkUlmaKSStoBLYmVStcelyYnzb7pNDqXWzqY04ln9268+/bh3deHb98+vPv24e7oQDluz/4nQojlJGQJITbE4nSO0XPzjJydY+TcPLmUqRWqjl/VcaCRXfsab/iGy5sRqlZyeL04EglcicQNPV8XixRHRiicP0/h/Hny58+TP3WK1DeXxmFWgQDe3l47eO03IWz/PlyNjdc4shBiJ5IhHIQQNySzWLBD1Twj5+ZJzeYBCEQ9dOxvNKFqf+MNj+q9ZqhyOvEfPmwC1f33E7j36A2HqlvFymQoDAyQP3+ewvkLtRBWmZ+v7eNMxPH17bNrvuyptweHz7eFJRdCrIeMkyWEuCn5TImxCwu1UDU/ngHMrTt27VsKVY2tgRvqV2XlcuReeYXMiy+SffElE6pKpR0ZqtZDa01lZuaq4FUYGEAX7AEcHQ48XV212i7vvn349u3D3dkpTY5CbCMSsoQQb0ilZDE2sGCa/87OMz2UQmtzS4/23gZ22bVV8c7wG7q9SL3y7CyL//vPSf3VX60ZqvxHj+IM7fxQtV66UqF4ZWgpdF0wzY6loWGw/16rQADfgQP4+vvxHTqEr78fb083yiU9QITYChKyhBDXlZzNMXRqjisnZxk5N0+5UMHhVLTsjZgBBfc30rI3clMjVOtKhcxzz7HwlSdIPfMMlEr4Dh0i+Na32KHq3jsqVK2Xlc1SGBw0fb3OniN/+jT5M2fQWTOoo/J68R7Yj//QoaXg1duLcru3uORC3P4kZAkhrlIpW4wPLnLl5CxXTs7WmgDDMR+7D8fYfTjGrn2NuL03fxuL0ugoC1/9Ggtf/Srl8XGcjY1EP/QhGj72Uby9vTd9/DuRqfW6Qv7UKfInT5ngdfo0VsZ8jsrtxrt/fy10+Q4dwruvD4dHBs4UYiNJyBJCAJCeLzB0yoSq4TNzlOzaqva+hlqwami5sX5VK1nFIumnn2bhK0+Qee45AIJvexsNH/sooXe/W77sN4G2LEpDQ+RO2aHrlB28kkmzg9uNt68XX3+/qfXq78e7f790sBfiJkjIEuIOValYTF6s1lbNMTuaBiDU6GX34Rhdh2J0HGjc0LvVFwYGWHjiz1j83/+byvw8rrY2Gj7yERo+8vdw79q1YecR66O1pjQyYmq8Tp2256eoLC6aHZxOvD09y2q8fAf24wgEtrbgQtwAXSpRHBmhePkylbk5Gj760U0/p4QsIe4gmcX62qp5irkyDoeirTdK1+EYuw/FaGoPbugtYqxMhuQ3v8nCV54g9+qr4HYTfve7afjYxwi+9S0o5803OYqNo7WmPDa2vMbr1Ckqc3NmB6VwBAK1SdUt1ya/H0ewbh+/H0cgWLeP/6rnKKm9FBtAWxblyUmKly/XTVfMfGQEKhWzo9vNgVdObPpFITccspRSjwGPAlNa68OrbD8APA7cC3xGa/0f67a9D/gdwAn8gdb6362nsBKyhHhjLEszeSnJlZMzXDk5y8ywqa0KRD2mCfBQjI6DTTc8uvpatNbkX3+dhSeeIPnk17GyWTw9PTR89KNEP/RBXLHYhp5PbC6tNeXJSRO6zp7FWlzEymaxsjl7bk85M9cZe3692xHVc7mWhS5nJIIrEccZj+NKJHDF47jiZkBYVyKOKxa74zvva8vCSiYpz82BZeFub78jahm11lQWFiheqgtSV67U5jqfr+2rfD48e/bY024z323mt2Kg35sJWe8E0sAX1whZzcBu4MPAfDVkKaWcwHngYWAEeAn4uNb69PUKKyFLiOvLJosMnza1VUOn5yhkyygFrT3RWjNgvOPmbrK8lvL8PMm/+AsWvvIEhQsXUH4/kfe/n4aPfQz/0XvkJsp3GF0qYeXqg1gOK5sxASybNdsy2auDWiaLlVykPD1NeXqGysLCqsd3Njaa8JUwQcxZH8Tq1jvC4R3zs2flclTm5ijPzlKenbWX56jMzlKeWzGfnzcD8dZxNjbi3rXLTO3t9rI9b9+1o67QtTKZWngqXL5M6coVCnbNlFVt0gZwufB0dNSFqaVA5Wpu3tKx49YKWdf9t1Zr/axSas81tk8BU0qpD6zYdD8woLW+aBfgj4EPAdcNWUKIq2mtmR/Pcun1aS69NsPk5SRo8Ifd7D0Sp+twjM6DTfiCm/Nfv7Yssi+8wMITT5B66q/QpRK+I0do/exvEnnkEZyh0KacV2x/yu3G6XbjjERu6ji6WDShY2amFrzKM9NmeWaGyvQM2csvU56ZQReLV5fD47FDVwJnIl5bdjU1mdowhxPlcoLTiXK6lpZdLtOcXb+9us7ezyw7r15X289paptm56jMza4+rwtOlj30xlWvIRDA1dSEKxbD3d6O/67DOJtiuGJNOJtMzXBpbIzS6Cil0VEK58+T/s53lgawtTmj0aUQVpvaa8ub9fuqLQsrk6nd+7OSTNbu/2mlkkvzxSSlsTGKly9TnppadgxXWxuePbuJPPJ+vNUwtXs37l27dlyt5mY2Uu4ChusejwAPrLWzUurTwKcBurq6NrFYQuwcVsVi4uIiF1+b4fJrMyxOmxsQJ7rCvOkDe9lzV4xEZxh1g4OBrkdpYoKFr36VxT/7KqXRURzRKA0/+qM0fOyj+Pbv37TzijuP8nhwt7Xhbmu75n5aa6xUqi6I2aHMDmSVmRlKV4bIvXx8zdqxW8bpxNnUiMsOSv7OTlyxGM5YNTiZQOVsiuFqaryhZkCtNZXZ2VrwKtrz0tgYhYsXSX/3u8ua1gAc0ahdA9aOpz6Itbfjam5G5/PXDknLbpq+/IbqXKeFzBEK4QiHcbe2Enzb25bXTHV14vDf2K24tqPNDFmr/dVf853XWn8e+DyY5sLNKpQQ210xX2b49ByXXp/hyvdnyWdKOJyKjv2N3PMDnew5EifUuLmX22utyb74EnOPP0762WfBsgi85c0kfukXCf/AD+Dwejf1/EJci1IKZySCMxLB29NzzX11sUh5YQEqFXSlAuUyurpcqaDLFajY62rLFrpSXn27Zea6UoZy9ThldLmCIxTCFY/VBacmnNHopjdjKaXsvmxx/HffffV7oDWVublaCKvWhBVHRylevkzm755D53LrPp8jGMQRieAMh3FETFhy7uvDEY7gjITr5mGckahZru4fCt1RF8FsZsgaATrrHncAY5t4PiF2rMxCgUuvz3DptRlGzs1hlTXegIvdd8XYeyRBV38Tng3utL4aXS6T/Na3mHvscfKnTuFsaiL2sz9Lw8c+iqez8/oHEGKbUR4P7ubmrS7GllJK4YrFcMVi+I8cuWq71prK/DylURO+ylNT5qrRcBhnJFKb10KS3L5p3TbznXoJ6FNK7QVGgR8FfmwTzyfEjqG1ZnY0w2W7f9XUlRQAkbiPu97Vwd4jcdp6ozict6YjZyWdYfHPnmD2D/+Q8tg4nr17af3sbxL94AdlkEohbnNKKdMPrKkJ/11XXd8mbsJ1Q5ZS6o+AB4G4UmoE+HXADaC1/n2lVCvwMhABLKXUPwX6tdZJpdTPA9/CDOHwmNb61Oa8DCG2v0rFYuzCApdfm+HS6zOkZk0fiZa9Ed784W72HInT1LaxY1ddT2lykvkvfYn5P/lTrFSKwLFjtP7Lf0XowXdt6ZU6QghxO1jP1YUfv872CUxT4Grbvg58/caKJsTOV8iVGTo1y6XXzPhVxVwZp9tB54FGjr1/D7vvihGM3vr+Tflz55h77HEWn3wSLIvwD76X2Kc+tWpTghBCiBsjDatCbCCtNYtTOYZOz3H59WlGzy9gVTT+sJvuown2HonTebBpQ264fCNlyzz3HHOPPU7m7/4OFQjQ+PGP0/STP4GnY9X/k4QQQtwECVlC3IRyqcL0lRTjg4tMXDRTLmVGv25oCXD3ezrZeyROS3cUxyYOs3Atulgk+Y1vMPvY4xTOncOZiJP4pV+i8Ud+GGc0uiVlEkKIO4GELCHegFyqaALV4CLjg4tMDSWxymbEkWizn92HYrT2RNm1r5GGlq297UUllWLhT/+UuS9+ifLkJN6+Xtr+7b8l8ugHcMj944QQYtNJyBJiDdrSzE9kmbi4yPjgAuODiyxOmbFkHC5Fc1eYIw910tYTpbU7SiCyPYJLaXSUuS9+iYWvfAUrmyXwljfT9m/+NcG3v33H3HJECCFuBxKyhLCVihWmryQZt2upJi4uUsiY+4X5Qm5au6P0v62dtp4oid1hXO7tNaBe7tQp5h57nOQ3vwlA5JFHiH3qk/j6+7e4ZEIIcWeSkCXuWJnFQq3Zb3xwkZmhFJZlmv4aWwN035OgrSdKW08D0Wb/tqwF0pZF5rvfZfaxx8l+73s4gkGafuInaPrxf4C7vX2riyeEEHc0CVnijqAtzcMNv/IAACAASURBVNxEhvEB0/Q3MbhIcsaMU+V0O2jeHeaeh7tqTX++0Pa+CWklmST17W8z+4UvUBwYxNXaSvMv/zINf/9jOMPhrS6eEEIIJGSJ21SlZDFVbfobMP2pClnT9OePeGjriXLXgx20dkdJdIVxurb/wJvF4WHSzzxD6plnyL70MpTLeA8coP0//Hsi73vfjrs7vRBC3O4kZInbQiFbqjX7jQ8sMHU5RaVsAWYohZ6jCdp6G2jtiRJNbM+mv5W0ZZF//XVSTz9D+plnKFy4AICnp4fYpz5J6KF34z96z454LUIIcSeSkCV2pNRc3lzxd8E0/82OZUCDw6FI7A5z14O7aOttoK0nij+8Pa76Ww8rmyXz/POknn6a9Hf+hsrsLDidBI4do/lXf4XwQw/h2b17q4sphBBiHSRkiW1PW5q58QzjAwuM2X2q0nMFANxeJ609UXrubaatt4GWvRHcnu111d/1lCanSH/nO6SffprMCy+gCwUcoRChd76T0EMPEXrnO2TQUCGE2IEkZIltp1yqMHUlVetLNVHXnyoQ9dDW08DRh81Vf7FdQRzO7d+fqp7WmsLZs6SeeYb008+QP3kSAHdHBw0/8sOEH3qIwH33oWTAUCGE2NEkZIktl8+U6oZSWGDy8tIo6o2tAbuWyoSqSNy3I/sgWcUi2e+9WOu4Xh4fB6XwHzlC4hd/kfC7H8LT27sjX5sQQojVScgSt5TWmtRsftlVf3NjGWCpP1V1FPWd1p9qpfL8POm/+RvSz3yHzHe/i5XNovx+gm99K+Gf/zlC73oXrnh8q4sphBBik0jIEpvKqljMjmZMJ/UBE6wyi0UAPD7Tn6rvWAttvVGa9+y8/lQrlSanSH3zGySfeorciVfAsnAlEkQefZTQux8i+OY34/D5trqYQgghbgEJWWJDlQoVJi8tDaUwcTFJqVABINTkpX1fo6ml6m2gqT2Iw7Hzm8fK8/Okvv0UySefJPvSS6A13gMHiP+jf0TooYfwHepHOXZWvzEhhBA377ohSyn1GPAoMKW1PrzKdgX8DvAIkAU+qbU+YW+7DKSAClDWWh/buKKL7aB2axr7qr/p4TTa0qAgtivE/je31vpThZtunxqcSjpD+um/ZvHJJ8n83XNQLuPZu5f4z/0ckUcewdu9d6uLKIQQYoutpybrC8DngC+usf39QJ89PQD8nj2vekhrPXMTZRTbhNaa+YmsHaoWGBtcJDmdA8DldtCyN8K9P9hlBv3sjuL1314VpVahQPrZZ0k++XXS3/kOOp/H1dZG00/+BNEPfADvwYPScV0IIUTNdb8FtdbPKqX2XGOXDwFf1Fpr4AWlVINSqk1rPb5BZRRbKD1f4OKrUwyfmWdicJF8pgSAP+ymtTvK4Xfuoq03SqJzZ9ya5o3S5TKZ518g+fWvk3rqKax0GmdTEw0f+QiRDzyC/+hRaQoUQgixqo2oatgFDNc9HrHXjQMa+LZSSgP/VWv9+bUOopT6NPBpgK6urg0olrhRyZkcg69Mc/GVKSYuJgGIJvzsuTtOW0+U9t4Gos0749Y0N0JbFrlXXiH55JMkv/ktKnNzOEIhwg8/TOQDHyD45gdQrturlk4IIcTG24hvitW+abU9f5vWekwp1Qw8pZQ6q7V+drWD2AHs8wDHjh3Tq+0jNs/CZJbBV6a4+Mo0U1dSAMQ7QzzwoW56jiZobA1ucQk3l9aawpkzLD75JMmvf4Py+DjK5yP00INEHnmE0DvficPr3epiCiGE2EE2ImSNAJ11jzuAMQCtdXU+pZT6GnA/sGrIErfe3FiGwVemGDwxzexoGoDmPRHe8pEeeo42E034t7iEm69w8ZKpsfr61yleugQuF6G3vY3IL/0ioYfejTN0e4dLIYQQm2cjQtafAz+vlPpjTIf3Ra31uFIqCDi01il7+b3AZzfgfOIGaa2ZHU0zeGKawRNTzE9kQUFbd5S3//0+uo8mbqsrANdSGhsj+Y1vsPjkkxROnwGlCNx/P02f/CTh9z6Mq7Fxq4sohBDiNrCeIRz+CHgQiCulRoBfB9wAWuvfB76OGb5hADOEw6fsp7YAX7P77biAL2utv7nB5RfXobVmeijF4AlTY7U4nUMpaN/XwF0PdtB9T4Jgw+3bDGYVixQuXKBw5gz502fInTxJ/vXXAfAdOULLr/0q4fe9H3dL8xaXVAghxO1GmYsCt5djx47pl19+eauLsWNpSzN5OcnAiSkunpgmNZdHORQdBxrpOZpg790JApGde7uatViZDPlz58ifPkP+zGnyp89QGBiAkrki0hEM4j14gNDb307kkUfwyAUWQgghNoBS6vhqY4HKJVK3CcvSTAwuMHBimouvTJNZKOBwKjr7m3jTo3vYeySBL+Te6mJumMrCAvkzZ8ifNmEqf/o0xcuXwf6nwdnUhO/gQUKf/CS+/oP4+vtxd3bKcAtCCCFuGQlZO5hVsRi9sMDgCTPcQi5Vwul20NXfRM/f62HPkfiOHxBUa015asoOU6drwao8tjQMm6u9Dd/BfiKPfgDfwX58h/pxNTfftkNMCCGE2Bl29jfwHciqWIyeX2Dg+BQXX50mny7h8jjYfThOz70Jdh+O4fHtzI9VWxal4WETpE4tBarK3JzZQSk8e/YQuOcovk98At/Bg3gPHpSO6kIIIbalnfltfIexKhaj5xZMH6tqsPI62XtXjJ77muk6FMPtcW51MddNl0oUh0coXrpI4eJFioMXKVwycytthpLA5cLb10fowQfx9febJr/9+3EEZUgFIYQQO4OErG2qFqyOT3Lx1RnymaVg1XtfC12HmnBt82BVSacpXrpE8eJFCoMX7VB1ieLQUK0zOoCruRlPdzfRD34QX7+pnfL29eHw3H6d84UQQtw5JGRtI5WKxei5eQaPT9WCldvrZM+ROL33Nm/LYFXtM1UcHDQB6uJSrVR5amppR5cLT1cX3p5uwu95D57uvXi7u/F0d+MMhbbuBQghhBCbRELWFqsGq2ofq0KmvBSs7mumq397BCtdLFIcGjLNexcvUbg4SNEOVVY2W9vPEQrh6ekm+Na34unuxtu9F093D57ODpT79rm6UQghhLgeCVlboFKxGD07X+tjtZXBSpdKlOfmKE9NU56epjxTnc+Y+fQ0lekZSpOTUKnUnudqa8O7dy/Rj3zErpXqwdO9F1ciIVf1CSGEEEjIumVqwer4FBdfs4OVz8meu+xgdagJl3vjglUlnaE8PUWlGpaq86m65ZkZKvPztbGl6jkbGnAlErgScbx79phQ1dODZ2833r17pAO6EEIIcR0SsjZRpWIxctbuY1UXrPYeidNz7xsPVlahQGV2lvLsrAlIs7OUZ2aXhabqXNc14dW43bjicVzxOO6ODvxHj5rHiQSu5sTSciyGkk7nQgghxE2RkLXBysUKw2fmuPjqNJden1kKVnebzuud/UvBSmtNJZ2hMmeHpdml4LS0btbURs3OLg1vsIIjFDLhKB7Hf/hwrQbKlUjgrAanRAJnNCojngshhBC3iISsDVDMlblycpbBV6a5cmqWcqGCx+ekc5eiM1ai2TmGXniVyhOzjM/aYcoOUDqfX/WYzmjUBKSmJrz9BwnG4rjiMZyxGC57csbiuGJNOPz+W/yKhRBCCHE9ErJuUC5V5NLrM1x8ZZrhs3NYZY3PB13eaWLT3yP43b/CUTFjQc0AOBw4m5pqAcnTtdssx+2wFI+Z7fE4rsZGaa4TQgghdjgJWW9Aai7PxVfNDZjHBxbQGoLuIrsz52g8+9dE5wdQbhf+I0cI/sOfMX2eWlpMrVNDA8q59UMxCCGEEHcEy4KFK9C0d8uKICHrOuYnMlx8dZrBE1NMD5k+UWFrnt2jL5KYPEEoO4b/rsMEP/YggQd+hcC9R3EEAltcaiGEEOIOlJmFwadh4CkY+GuwyvB/DYJza+KOhKwVtNbMDKcZPD7B4ItjLMybsaEi6Sv0TL5CYvZ1Gvc0EXzHAwTe/BkCx47JiOVCCCHEVrAsGHvFhKoLT8HocUCDvwl63wO9D4O2tqx41w1ZSqnHgEeBKa314VW2K+B3gEeALPBJrfUJe9v77G1O4A+01v9uA8u+YSxLMz4wz4Wnz3PpdJJs0YXSFaILA+ybeY32UJLYmw4R+MkfIvimz+JsaNjqIgshhBB3pswsDP61CVWDfw3ZWUDBrnvhXb8CfQ9D+1FwbH0XnfXUZH0B+BzwxTW2vx/os6cHgN8DHlBKOYH/AjwMjAAvKaX+XGt9+mYLvRHKpQqXnz7FwHNXGJl0UsCHwyrROHeWbkbYfTBK04fvI3D/D+OKxba6uEIIIcSdyaqY2qoLT5kaq9ETgIZADHp/wEw974ZgfKtLepXrhiyt9bNKqT3X2OVDwBe11hp4QSnVoJRqA/YAA1rriwBKqT+2993SkKW15nOf+GkqKoJy78JFI425GVqDw4T7CgQ+uo9I11sIhDvwRTpxBaNbWVwhhBDizpOerqutehpyc4CCjmPw4K9B3w9A21HY5mM/bkSfrF3AcN3jEXvdausfWOsgSqlPA58G6Orq2oBirXkeAKzyELo8QBkYQ3OGMrNTBWaeP83s6SJzkSJllyZgWTRYEMVBo3IRdfpodAVocIeIeqM0+pqI+uM0BltoCLURDXfgD7WiAk3gkmEYhBBCiOuyKqY/VbW2auxVQEMwAft+cKm2KtC01SV9QzYiZK12N2B9jfWr0lp/Hvg8wLFjx9bcbyP8ky8/hmVpvj84wgsvvsalM6coTwzQPjVLz1ixVlAdcaAbId9QYj6cYzqYYVjnWCilSZWnILf68b2WRdSyiGlFp6eBrshuulqO0tn5Nrqa+kj45SbKQggh7nDpKXMF4EC1tmoelAM63gQPfcbUVrXeve1rq65lI0LWCNBZ97gDGAM8a6zfFhwOxd19ndzd1wk8SsXSnBlP8tz3L3Lq9dPMXh6kITtJ88gUwSsWQUJ0qAhNHV209/aR2NtNcFczjkYXydwEC+lxFjKTLORmWMzPM19YYDo/z7niPE8vfJ/y4kk4/yUA/Djp9Cfoauyjs6mXrnCXmSJdNAeacaid+wMlhBBCAFDMwOIoJEcgOba0vDgKi8Mwc97sF2yGfe83oar7oR1XW3UtynSlus5Opk/WX65xdeEHgJ/HXF34APCftdb3K6VcwHngPcAo8BLwY1rrU9c737Fjx/TLL7/8Bl7GxitXLE6OJXluYIbjZy4zeuE80ewkLYUp2kozeMqmGsvhdBHv2k1rdx8t3b20dPcS79qN0+VeOlZ6ivHBpxge/luGpk8ylB5l2Km44nYz4nZTqqvU8jg8dIY76YosBa/q49ZAK85tcLWEEEKIO1y5AMlROziNwuLI1Y/zC1c/L9QCkV0QaYf2e8wQC61HdnRtFYBS6rjW+thV668XspRSfwQ8CMSBSeDXATeA1vr37SEcPge8DzOEw6e01i/bz30E+E+YIRwe01r/1noKux1C1kqlisXrIws8PzjL84MznB0YMjVdxWm6macxO4kqmuDldLlI7N5La+8+dh+5l65Dd+Hx1w1QWi7A+Gsw9AKVoReYHH2RoXKSIbebYV+QoXCMIZeL4UqGglWqPc3lcNER6rgqgDV4Gwi4A4TcIYLuIH6XX2rDhBBC3JhKCVLjaweo5Chkpq9+nr8Jorsg0mHPd0G0w57vgnD7bdtX+YZD1lbYjiFrpUK5wqtDCzx/cZbnB2d55co8vsIiraVp+t1JdlVmcM0OYxULOJwudh3oZ8/d97L3nvuId+1Z3idLa5gdhOEXYOgFGP4ezJzHAqbdXoZaDzDU1MVQsIFhh2YoO8lQaohcefVOYQqF3+Un5A4RcAcIuoME3cFlQSzgDhB0BQl5QgRcS/usnALuAG6He9XzCCGEuE3MDMD5b8KFb8GV58xI6fW8kaWwtDI8RTpMzZTnzr3biYSsTZYvVTh+Zd7UdF2c5bXhBaxKmbb8BL3FEboLw4Ts5O8KRdl1+CiH7r+fPXcfxR8KX33AzKwJW8MvwND3YOwEVEynfJp60J0PMNt+F8MNHST9YdLlLJlShmwpS6acIV1Mk7XXrZyypSzpUppSXS3ZtXgcHiLeCI2+Rhq9jbV5k6/JLNev9zXS4G3A5ZCbCQghxLZVLsLQc3D+W2aaGzTrm/vNSOmx3uU1Ur7I1pZ3m5OQdYtlCmW+P7rIwFS6Ng2PjuOfGmR3bpiu3DA+q4BGUWjqILj3EF1H7uWuew6xJxHG7VzR3FfKw/irSzVdQy/Y44YATi80dUOsB+J9EOszvyDxvmt2ICxVSiZ4XSeUZUoZksUk8/l5MxXmmcvPkSqm1jx21BtdFsgafSaUNXgbasv163wu30a87UIIIdaSnoYL3za1VQNPQzFlvj/2vgP2vQ/63guNu7e6lDuShKxtYjFXMqFrIsngmdMsnP8+7vHzNGYnUEDO4WUk0EmuuY9wzyG6u9robQnT1xxibzyIz213fNcaZgdM4Jo+Z5obZy/A3CWor6HyNy0Frljv0nJTN7i8N/VaSlaJxcIic/m5WviqBrG5/BwLhYXa8nx+noXCAhVdWfVYfpefJl8TcX+chD9h5oHEsuW4P06Tr0n6mwkhxHpoDROvL9VWVe/rF24zgWrf+6D7XeAJbnVJdzwJWdvc7Owcx597kUuvvkxq8BQqZ2qJpj1xrvg7ueLvYsrfQkcsTG9zmL6WEL2JEH0tIfa1hJfCV6UMC1dMAJu5YObV5fTE0gmVAxq67ODVB/HepeVIO2zCOF6WtkgVU1cFsmrN2Fx+jpncDDPZGaZz0ySLyauO4VROYr4Y8cAaYcyfIBFIEPPFcDulL5kQ4g5TzMDFvzG1Vee/Dakxavf12/c+M7Bn65FN+Rt/J5OQtYNoy2J66DKXXj3OxVeOM37+DNqqgNtLJtbNZX8Hr1otzDlMXy6Hgp5EiEPtEQ61RznUHqG/PUJDYMVVHIWUHbjs4DV7wQ5ig1DKLO3nDpimx1jfUg1YqAUcLjM5XUvLtclpz90rHtdtf4O/1IVKgZncDNPZaTPPTTOdnTbz3HQtjM3n59GrjHPb6G1cHsbsANYSaKEt1EZbsI1Gb6MMDCuE2NkWhpZqqy49C5UCeMLQ85DdDPgwhJq3upS3NQlZO1ghm2Xo1GtcfvU4l149TmrGdKAPtbTj2X2QuXAn53SM12ctJpL52vN2Nfjpb4/Uwld/e4T2qO/qUKG1uVx3Zc3X7ICpFdPWxryQVUNZNZg5weWDhk5o3AuNe6DJnjfuuWZ1dtkqM5ubXQpidQGsfnk2N0tZL79ixuv00hZsozXYSluwrRa+qlNLsAWv8+aaVYUQYkNVyjDykl1b9S2Ysm8J3NS9VFvV9dbbdriE7UhC1m1Ca83c2AiXXz3B5deOM3z6+1RKpg9WJNFCrLsPK7GbSV8bZ4shTk2kuTSTofoxNwbcdvCya7zaInQnQjgda9TmlAumn1d21lzSa5XNPaZqy6tNddsrpXXsbz+nmDGhbu4yFBaXlyPUYgeulQFsr/kPbR21UZa2WCgsMJmZZCwzxkRmgvH0OOOZcbOcGWc6d/XYLzFfjPZQ+1IQs6fWUKvUhgkhNl+5YILU+Otw+W/NbWhy8+af1K632MHqfabbh9gSErJuU+VSialLA4ydP8vY+TOMnz9Let5cdejyeGnt7SPRvZ9SrIsJbzNnFjSnx5OcnUhRLJsaKp/bwYHW5TVeB1rr+nndalqbPyDzl2D+sgl585eXlpOjLLsNpjuwdgBr6HpD/80VK0UmM5OMZ8ZrUzWAjWfGGU+Pk6/klz3H5/QtqwlrDbbSFe7iUOwQXZEu6ah/myqWLbLFMplihVyxTKZQIVMs41CKkNdFwOMk5HURtJcliIt1ySdh4vumw/r462bg6plzS+NWBWJ2p/UfNDdM9kW3trxbLFssM76YZ2Ixb89zyx7nSxWe/ucPbno5JGTdIbTWpGanGTt3hrELZxk/f5apyxexKuaqvobWNtr7DtDcu59KYjdDVpTTE2lOjy9yaixJKm9+kZ0ORU8iaEJX21IAiwa2QWfycsH0QVgWwOoC2bJBWpUZNK/a7Ni0FwJxM+aLLwreqFn2Rszc5btmrZjWmoXCwvIAdo3asLA7TH+sn0PxQxyKHeJw/DBtwTb5wr3FtNbMpIuk8iWyxQqZQplsqULWDkbZqx6bea5oP64+p1ixpzKlyvr/dioFAbeToNdVC15Br5Ogp7rsIuR1EvCsvj1kPw55XQS8LgJuJ461ap/FzpGaMEFq4vWlUDV/aWl7sBnajpiO6tV5494dfwua9dBakyqU1wxPZp4jmS9f9dzGgJvWqJ+2qI/WqI9/86HDm/77IiHrDlYqFpgcvMDY+bOMXzjL2PmzZBfNPaXcPj9tvX209R2kbd8BdGI3A4sVTo0lOT2W5NRY8qp+XvUd7A/titAaWaWf11bRGtKTawewzNS1n+9wm/BVH7y81UAWWWNbBHwNteWiUlxavMTp2dOcnDnJqdlTnJs/R9n+T7TR20h/vJ/DscO14JUIJDb7ndl+KmVTK7kwBNkZc8UrysyXTcqeHGvso5YtZ0oWV2ZzXJ7LcWk2x8WZHJdmsiwWKpRwUdIuSrgo4jSPcVHGCSgcCoIeFwE74ATs4BPw2I89zlrNlJlM+Knu4/c4QUO6UCZTrd0qlMkUyqSry8Wyva5y1X650upDnKzkUBD1u2kMeIgGzLzBnjcG3ETt+fL1Hnxux/b5Xb2TWJb5O1QNUtV5/d+jxj11YepuMw+3blmRN5LWmlJFU7YsM69YlC3NbLrIRHL18DSxmCdTvPr3IR7y1sLTsnnET3uDj5aIb0taYXZ8yCqVSoyMjJDP59d4lngjrEqFSqlEpVyiXCphlctorUlPTzL28vM0795D+74DtPcdQDe0cGYizamxJKfGFjk9luTS7FI/r6agp3ZFYzV87Y0Ft+d/2sWMaYrMJyG/CIWkWS4srrKufm5vv8YArDVOr+knVr1CM9ZLsWkPF9wuTuanOTV3hpOzJxlcGMSyLypo9jcvBS+71qvR17jJb8Ymq5SWQtRV07DZtsa4aVtBOz3g9KCcbrCXqS3Xr/Ossr1u2eUBlx/cPntuTy7fKvNA3X4+Kk4fmZJVC2FLAW15GEvlyyzkisxnSyxki8xnSizmSsxni2RX+WKq8rgcV4WvhoCbBjuUNdhhzGxz43U58bocuJ0OPPbc7VQS1K6lUoLps8vD1ORJ83cEQDkhcWBFDdVdt7zZT2vNYq7ETLrAdKrITLpQm+YyJYplyw5Fy4NRqWJRrmhKlr2uoilZZl6uWBTtMFWu2Ptamop1/ZzhUNAcXiU8VWukIiZAeVzbsxZvx4esS5cuEQ6HicVi8gu+CSzLopTPMT01zfCFc5z4kz8knzJ/FDz+AG19+9m1v5/2/Qdp691HyeHhzHiyFrxOjSU5P5mqNaEEPE4O1poZTfjqawnhdW1RP6+NYlXMUBj1weuqMLZomgGqV2pW/7iCCWCxHoj1kGvcy9lgmFOqxMnCLKcWLnA5ebm2667QLvpj/RyOmxqv/lg/Yc8qt2DaKuXiNULUkBmfp/7KVOUwN4ht6FoxdULQrsnTlqmN1FZtWWuLmVSe4dk0Q7NphufSDM9mGV/MYFkWDjROBbuiXjobfXQ2+Oho8LKrwUcs6ELVH88qm9tTVYrmy/CqZXteLqyxfZV9ly0XzPuyxn1F18XpsUOYf1kAq83dAfCGoWH3qheA5EuVWuBaqIaw7NWP6+cL2RLldXwRVnlqoUvhcS0FsOp6j3N5MPPW7euu28fjcuD3OIn43ET9V08Rv3vti3K2gtaQX4D0lKkxT0+ZKTNlfuenTsPUmaVboLkD0HJoeXNfc7/5HDeleJqFrB2c0gVm0kWmU3Z4qs7TJlDNposUK1dfOe50qFrAdjkVLofC7XTYy+ZzczkVLqcDt0OtWDafs8th9vHUPc9t71d/vMaApxamEiEvrpV3OtlBdnzIOnPmDAcOHJCAtcm01pw9e5YDBw4wPz5mNy+eYez8WWaGr4DWKOUgsXsv7fsPsmv/Qdr3HyQSb6ZYtrgwlaprajS1XtUqX5dD0dcSXha8DraFCfu2QT+vzaK1uVt9bXgMe1yymQum+aD+Jqz+JlLxHs5EWzjl9XCSPKdyU4zmlpoU9kT21ILXgaYDNHobCXnsm367AjgdNxlitYZyHopZM3ZaMWsGsV0tRCXHWHYBgnKYe5ytDFHRTjOP7LruRQjJfInzEynOTqQ4N5Hi7ESScxOpZf0u2qI+9reG2d8a5kBrmP0tEXqag9srwFffx1JuxTwPpewa27Jmezm3fF7bv25dfuHq9792AcgeE7qWXQDSec07PGitSRfKLNhhrBq+CmWLYtnUZtTPixV99foVy6WyplCxKJXtx3XbC3XPvV62C3tdRFYJYNHAUhCrhTKfa9k+6/rS1hqK6dWDU/3j6rpqgKrncJn+U/G+5c19sV4zPM0NKlUskjlTS5nMl0na4dkEp6JdC7VUAzWbLq4all0ORSzkIR7yEg95SYS99rKnbtk8bgx4tmcrxDZ3W4SsgwcPblGJ7ixrvdf5TJrxC+dM6Dp3mvEL5ykVTPNtKBZn176DdvDqJ7F7Lw6nE8vSDM1ll9V4nRpLMpMu1I67Jxawr2iMEA95aQqaZoymoIfGoIeG9f6x3AJrfTk5lKInEaI7EVy7f0ClZMJKfQCrDhRbNzr/vNPF6cZ2TkZinHK7OGWlmSpnVj1kwOEh6PAQdLgJKRdB5SSEg6CGoIaQZRG0LEKVMsFKiVC5RLCUJ1jKEyrkCBazhHQFj4ar/swqh7lh7MpaqOpyZJdpMrPfl2zR9DlK5cv2vEQ6XyZVKJOuX1coM5kscG4ixejCUg1Q2OtaHqZaI+xvCdcuvqhYFcq6TMWqULJKlK2ymbSZ19bbj7XWDp+e/AAAIABJREFUNPmabp+xz/7/9u48Pqrqfvz/68ySyTLZdxJCAiRhS0JAwr6JLK0LxZ/WtQpaKdZqLR/bauun0m/p4lI/ra2VUkW0pdrWXasIyBIRZBMIAQKEJEIIS0LWyZ7J+f1xJ0MCAQIkZHs/H4/7mLuce+fcO7mT95xz7jlX8gDI2U/hXmCM045WU+90BxLnTFV1VFTX4KiqprK6hsrqWiqra6iqqaGqppaGhgYsODHTiJUGzDS6lp1YlRMfC/h5KAI9nISZKwhVZQRTSmBjCf6Npfg5i7HXn8baWHtOvrQy0eAZTKNPGPiEYfINx+wXgck3zOhSxifUeLWHGW0yW2mMrrWmss4oWXQHS82Cpqbl8up6ymuatrvWux7SOB+rWbUIjkLsNkJ8bYS6XkPsHsa83Ya/l1UCpw4mQVYn2rt3Lzk5Odx4442dnZU2aeu1bnQ6Kfw6l2MHjKDr2MH9OE4XAWCx2YgcmOgq6RpCZHwinj52976nymvOCbyOFFed9738vawE+RhtRYK8jeAryMfDFYydCcoCXK/+l1HNUO9sbKV6pdl85Zkql6aAqqy67oJPmSkFMUHeDAy1MzDMzoAw43VgmB2/C5Xg1ZRD8eHz9s5/ymwm28NKuclEpVI4TCYqTSYcJkWVyYSjxToTlSYzlSZFpVI423BZLJjwNnngZbJhUlacyvjXpbWiUUOjNgoAGhuNeaeGxkZtbGsEp9agm97orNdm600KzK6qBZsVbBawWhoxmzVKNZ4JnM4KoBoaG1rt5b+tgjyDiPCJIMI7wnhtPnlHEOodisVkuezjdzqtjZKXc7pBcb06TrZM7+l/bjcoATFGCU1D3ZmqUGe9qyq17szU0LSt7jxp613VqM3mWxyn/qw+9pott1dHyC6NKMqVH6fxp4gATjr9ONHoT6H2p0j7U0iA8ar9KcGXRs4NnGwWEz42C15WMz42M14eFnxcD0LU1De6A6SmAOqiJXWu0remKlM/rzPLfl7nrgvwthJq98TPyyI1O12IBFlXyZQpU3juuee45hrjWh85coTHH3+cJUuW4Ofn1+bjFBQU8Mgjj/DWW291VFbP60qudXlRoRFwHdhPwcH9FOblonUjKEVIdIy7pKtPwmD8wyNafEnU1DspqaqjuNIIZIor69zLJZV1FFfVG6+VRvBzutKozmiNUhDgZTWCMVdQ1tTgt7ahsUWpU1MAVVF77qPATTzMphYNhQO9PQj0ObfBcNN8vbPRGAj8lIPsQgfZJ41OYZu3gQj3sxkBV2hT4OXLwDA7IXaP8395NvXOfzrbaDxu9gAPb1fjah/XvGvy8DbWmS3NdtfUOGsodJSRW3KaIyWlHCsr5nhFKYWV5ZyuKqe0poKKOgdOalDmGsD1a1pBU/WUxWS03bCYjaqIprYbZjNYTCbMJmO92ZWu+avJBGaljCBYaXeNl8VkOWcyKzNWk/XMOmXBbDK7l60mKxblStu0Xp3ZZjaZ3ctKKYqqizhRecKYqk5wsvIkJypP4Kh3tLjMJmUixCuk9UDMtRzsFdx9+0Crq2zZ91zzAKzk65aDzLeJMqojmz8UYGmatxklnBbXq9nWct7cfDgu12gQ5rOWL7i9lensob/MHkbJk0+Iu7S1SWOjprr+TNcczV8ra51U1xsPHDR159G8W4+qWqer6w9j2WhfZnFXY144cLJit1m6VpszcdmuKMhSSs0C/giYgZe11r87a3sgsAwYANQA92mtM13b8oAKjG/qhtYycbaeFGR1R+15retqqo0qRlfQVXAwi7pqo8TK2z/A3Zi+T8JgwvsPwGy5tPZZ1XVOiqvq3MGXOyhrCsjO2lZSVY/NYmoRELUIkpoFTs0DqvboTLLB2cjRkmp38HXoVAWHXfPNH1X297IyMMxOfFiz0q9QO1EBXm0q8q93NnKirIaCUuPR6IKyamO+tIZjrnVl1S3/iZoUhPsZDVD7BHgZk78nkQFeBPt4YPc0+mrytVnxsZm7bPXt5XLUOdyBV1MQdrzyuBGEudbVOltWKVlMFsK9wwn3Dm8RhPX17UucfxyRPpHdMwhrdBrtvUqPAPqswKl5cGQ9E1iZLDLgsOjVLjvIUkqZgYPAdCAf2AbcobXe1yzNs4BDa/1LpdQg4EWt9TTXtjzgGq11UVszezWDrG9961scPXqUmpoafvjDHzJ//nxWrlzJz372M5xOJyEhIXz22Wds3bqVRx99lOrqary8vHj11VdJTEykurqaefPmsW/fPgYPHkxeXh4vvvgi11xzDatWreKpp56itraWAQMG8Oqrr2K324mNjeXOO+9k3bp11NfXs3TpUp544gmys7P58Y9/zIIFC8jLy+OGG24gMzMTp9PJ448/zvr166mtreWhhx7ie9/7XrtfiyYdGdA2Njo5ffQIBQf3u6sZy04ZVRdmq5XwuIFExicQMTCRPvGD8A0J7fFF4lprTpTXGIHXSVfJ1ykHh085OF15ppGtl9XMgDAfd8lX3yBvTjvq3MGUEUBVc6qilrNv6wBvK338jX5k+gR4Edlsvk+AF+G+3fvJno7W1Alt81Iw93zlCU5WneRk1Ul3X2hgjAQQ6x9LnF8ccQFxxPnHEecXR6x/bM9oEyaEcDtfkNWWRgdpQLbWOsd1oDeB2cC+ZmmGAL8F0FpnKaVilVLhWuuT5xyti1m2bBlBQUFUV1czatQoZs+ezQMPPEB6ejpxcXEUFxtD1AwaNIj09HQsFgtr1qzhZz/7GW+//TYvvfQS3t7eZGRkkJGRwYgRIwAoKipi8eLFrFmzBh8fH55++mmef/55fvGLXwDQt29fNm/ezI9+9CPmzp3LF198QU1NDUOHDmXBggUt8vjKK6/g7+/Ptm3bqK2tZfz48cyYMYO4uLire7HagclkJrRfHKH94kiZ/k0AHCXFrsb0+zmefZDdqz5hx3/fB4zSrsj4RCIHJhIZn0jEgHg8vLw78xTanVKKSH8j8JkY37JT0pLKOrILXcGXq+pxW14J7+0qcKfxtJpcJU9eTE4IJdLfi6gALyLdAZUn3h7duH1RF6CUItAzkEDPQAYHt/4DpFE3crr6NEcqjpBTlkNuWS65ZblkFGWwMm+luw2ZQhFljyLOP47+/v2N4Ms1dfu+0YQQLbTlmzcKONpsOR8YfVaa3cDNwEalVBrQD4gGTmK0uFillNLAX7XWS1t7E6XUfGA+QExMzKWcwxV54YUXePfddwE4evQoS5cuZdKkSe4AJijIeOqmrKyMe++9l0OHDqGUot41KHN6ejqPPPIIAMnJySQnJwPw5Zdfsm/fPsaPHw9AXV0dY8eOdb/vTTfdBEBSUhIOhwNfX198fX3x9PSktLS0RR5XrVpFRkaGu31WWVkZhw4d6pZBVmvsgUEkjB5PwmjjWjkbGig6ksfxQwc4nn2A44cOcHj7FiOxq21XxMBEIuMTiIwfRHB0X0xX2nVBFxXo48EonyBGxbZ8+quytoGC0mpC7DYCvK09vrSvOzApE6HeoYR6hzIyfGSLbdUN1Rwpbxl85ZTlsPXE1hbVkIG2wBZBV9PUx6fPlXfPIUQvorWmoLKAI+VHGNtn7MV36CBtCbJa+/Y+u47xd8AflVK7gD3ATqCp3Hy81rpAKRUGrFZKZWmt0885oBF8LQWjurCtJ3Al1q9fz5o1a9i8eTPe3t5MmTKFlJQUDhw4cE7a//3f/2Xq1Km8++675OXlMWXKFPe21v7Baa2ZPn06b7zxRqvvbbMZ1QUmk8k937Tc0NCyAbbWmj/96U/MnDnzck6z2zFbLIT3H0h4/4EMn3k9ANWOCk5mH6Tg0AFOZB8ge9tmMtetAoyhgSL6DzRKulylXvbAznsk/WrwsVmID+9CHZOKC/KyeJEYlEhiUGKL9c5GJ8crj7uDrqYAbO2RtZTUlrjT2cw2+vn1c5d+9Q/oz7DgYUTZoyTAFgIorysnszCTPUV73FNxTTGeZk823bkJq6lz+mNsS5CVD/RtthwNFDRPoLUuB+YBKOOOz3VNaK0LXK+nlFLvYlQ/nhNkdYaysjICAwPx9vYmKyuLL7/8ktraWjZs2EBubq67ujAoKIiysjKioqIAWL58ufsYkyZNYsWKFUydOpXMzEwyMjIAGDNmDA899BDZ2dkMHDiQqqoq8vPzSUhIuOR8zpw5k5deeolrr70Wq9XKwYMHiYqKwsfHp12uQ3fgZfcldvhIYocbJQRaa0pPFHA8+6BR4nXoANs/etc9ELZvSKhRxTjQKO0K6z8Aq4e0gxFdi9lkJto3mmjfaCZGT2yxraSmhLzyPHJKXcFXeS57i/ayKm+Vu+oxyDOIpJAkhoUMIzkkmWGhw/DzaPtTzEJ0R/XOeg6UHDCCqUIjoGo+WkacfxwToiaQFJJEUmgSZtV5pcBtCbK2AfFKqTjgGHA7cGfzBEqpAKBKa10HfBdI11qXK6V8AJPWusI1PwP4f+16Bldg1qxZLFmyhOTkZBITExkzZgyhoaEsXbqUm2++mcbGRsLCwli9ejU/+clPuPfee3n++ee59tpr3cd48MEHmTdvHsnJyQwfPpy0tDQAQkNDWb58OXfccQe1tUZ1wOLFiy8ryPrud79LXl4eI0aMQGtNaGgo7733XvtchG5KKUVgZBSBkVEMmTgVgIa6Ok7lHXYHXcezD3Lwy40AmMxmQmJiiYwfRMywZPolDcfm3XuCVNH9NLUBSw1LbbG+1llLdmk2mYWZZBRlkFmUyYb8De7tsX6x7n8uySHJJAQmYDX34FEVRI+mteZoxVH33/qewj3sL95PvaubkWDPYJJCk7hpwE0MCxnGsJBhXWr4sbZ24fBN4A8YXTgs01r/Wim1AEBrvUQpNRZ4HaObhn3A/VrrEqVUf+Bd12EswD+11r++2Pt15y4ceoKedK0rS0s4nn2QE662XScOH6SuuhqT2UxU4hDiRoyif+o1BEX1lWoX0W1V1FUY/4CaqkoK93C65jQAHiYPBgUPMkq6XCVe0b7R8vcuWmjUjZyoPEFuWS4FlQV4mj3x9fB1T34efvh6+OJt8e7Qv53imuIWf8uZRZmU1ZYBRrX7kOAhxo8I1xThE9El/palM1LRZj35Wjc6nRQcyiL3q23k7txO4ZE8APxCw4gbfg1xqdcQMzQZq2fHDOAqxNWgteZ45fEW1Sn7Tu+jxmkMgxVoC2RYyDB3iVdSSBL+Nv9OzrW4Gmoaavi6/Gtyy3PdbQBzy3LJK8tz/31ciEmZsFvtLQKvpuUW6zxapmlKZ7fa3Q9x1DTUkFWc1eLvNN+R736fAQED3D8OkkKSGBAwoMuOxCBBlmiz3nStK04XkbtrO7k7t/N1xi7qa2swW630HZJEXKpRyhUQEdnZ2RTiijU0NpBdmk1GYYa7pOBw6WF3+64Y3xh3wJUckkxiUCIe5gsP6C26Jq01JbUlLZ5kbZovcBS06E6kj71Py6dZ/eKI9o2m1llLRV0F5XXlOOocVNRVuJcr6ipw1Le+rrK+9XFVm7NbjUHtT1efpkEbD3pF+ES4S6eGhQxjaPBQvK3dp7seCbJEm/XWa91QX8+x/XvJ3bWNnJ07KCkwflEFRkYRl2qUckUPHobFKu1bRM/gqHOw7/Q+Mooy3CUJhdWFgNGjfYhXCIE2o21YgC2AIM8gAmwB7vZizdf52/y7bClDT9XQ2MAxx7EWJVJND0k0VbHBWR3jNguoYvxi8LJ4tXueKusrLxqcldeVE+Yd5g6sQr1DL37wLkyCLNFmcq0NpSeOk7trOzk7t3N0bwbO+nqsNk9ikobTP/UaYoePxC+ke38xCHG2E5Un2FO0h71FeymsLqS0tpSSmhJjqi05b0mFQuFn82sRlAV6BrqX3euaLXd0+57uqGl80abg5OzpZNVJ8srzyC3L5evyr90NwAFCvELcpVHNg6kIn4juOcRTNyJBlmgzudbnqq+t4ejePeTs3E7uzm2UF54CICQmlrjUa+ifeg19EgZjMkuHkaJnq3PWnQm8aksorSmluKaY0tozr6U1pRTXFlNaU0pJbUmL4Yaa8zB5GKVgnv4E2ALcJWKBtkD8bS3XNc372fy6dMCgtaaqoeqc4OhC1WxNk6PeQXld+XmvF4BZmd3jYzafYv1ipV1dJ5IgS7SZXOsL01pTfOyoK+DazrGsvTQ6ndi8feiXMoL+rqpFbz/5whNCa42j3nFO4NVUOlZaW0ppbSlltWUt5p3a2erxmpeYNQVf5wvIAjyNV7vVTn1jPTUNNdQ566hxnnmtddZS21BLbaPr1XnW1Nq686x31Dtw1DnOm/cmXhYvfK1nntxrrZG4r4dvizRNk7/Nv9M61hTndyVjFwoXs9lMUlISDQ0NDB48mNdeew1v77Y1zNu+fTuvv/46L7zwQgfnUnQ0pRTB0TEER8cw6sabqa2q4sieXeTsNJ5YPLj5c0xmMwOvGUPydd8gZlgyytR1f3kL0ZGUUu4AoW+Lfq3PT2tNRX0FZTVnAq/WArHS2lJOVZ3iYMlBSmtLqW6obvf828y2cyeLDU+zJ54WTwJsAXiYPfC0eOJj9cFutZ8TLLV44s7qK/2W9SJSknUJ7HY7DocDgLvuuouRI0eycOHCi+7X0NCAxdJ94tmucK27K601p3IPs3/jevZu+IwaRwUBEZEkXTuTYVOuw9s/oLOzKESPVeuspbTm3ICssr4Sq8nqDo48zB5nXi1nLZs9sVmMYMrD5CFtxkSb9KiSrF9+uJd9BeXteswhffx46sahbU4/ceJEMjIy+PDDD1m8eDF1dXUEBwezYsUKwsPDWbRoEQUFBeTl5RESEsL8+fN57rnn+Oijj9iwYQM//OEPAeNXXnp6Or6+XaeHWnH5lFLucRcn3H4Ph7Z8we41K/n8n8v54l//ID5tLMnXfYO+Q5Pky1uIdmYz2wj3CSfcJ7yzsyIE0E2DrM7W0NDAJ598wqxZs5gwYQJffvklSilefvllnnnmGX7/+98DsGPHDjZu3IiXlxfr16937//cc8/x4osvMn78eBwOB57S8WWPZPHwYPDEqQyeOJXT+UfIWLOSvemfcWDz5wRGRpE8bSZDJk+TtltCCNFDdcsg61JKnNpTdXU1w4cPB4ySrPvvv58DBw5w2223cfz4cerq6oiLi3Onv+mmm/DyOrcPkvHjx7Nw4ULuuusubr75ZqKjo6/aOYjOERwdw9S585lw570c3LyRjM8+ZcM/lrHxzdeJHz2e5OtmET14mJRuCSFED9Itg6zO4uXlxa5du1qse/jhh1m4cCE33XQT69evZ9GiRe5tPj6tD0D8+OOPc/311/Pxxx8zZswY1qxZw6BBgzoy66KLsHrYGDp5GkMnT6PoSB4Zn33KvvS1ZH2xgaA+0SRfN4shk6fhZZfqYyGE6O4kyLpCZWVlREVFAfDaa6+1aZ/Dhw+TlJREUlISmzdvJisrS4KsXigkJpZr532PiXfey4HNG8lY8wnrX3+Zz994jYQxE0i+bhZRiUOkdEsIIbopCbKu0KJFi7j11luJiopizJgx5ObmXnSfP/zhD6xbtw6z2cyQIUP4xje+cRVyKroqq82TYVOuY9iU6yj8Opfda1ay//N17P98HcHRMUbbrUnT8LTbOzurQgghLoF04SDOIde689XX1JC1OZ2MNSs5kX0Qi9WDhLETSL7uG/RJGCSlW0II0YX0qC4chOjprJ6eJE2dQdLUGZzKyyFjzSfs37iefelrCenbj+TrZjF44lQ8faR0SwghuiopyRLnkGvdNdXVVJP1xQYy1qzkZE42FqsHMUkp9B+RRv8Ro/ANDunsLAohRK90RSVZSqlZwB8BM/Cy1vp3Z20PBJYBA4Aa4D6tdWZb9hVCtI2HpxfJ02aRPG0WJ3Oy2bvhMw7v2ErOV9sACO0X5w64IgbGYzLJYNVCCNGZLhpkKaXMwIvAdCAf2KaU+kBrva9Zsp8Bu7TWc5RSg1zpp7VxXyHEJWrqVX7q3PkUHzvK4R1byd25na3v/4ct7/4LLz9/+qdeQ/8Ro+iXPAJbG8fYFEII0X7aUpKVBmRrrXMAlFJvArOB5oHSEOC3AFrrLKVUrFIqHOjfhn2FEJep+WDVabNvodpRQd7ur8jZsZXD27ewd8NnmMxmogcPdZdyBUZGdXa2hRCiV2hLkBUFHG22nA+MPivNbuBmYKNSKg3oB0S3cV8AlFLzgfkAMTExbcm7EOIsXnZfBo+fzODxk2l0Oik4uJ+cndvJ2bGV9a+/zPrXXyYwMor+I66h/4g0ogYNwWyxdna2hRCiR2pLkNXas+Jnt5b/HfBHpdQuYA+wE2ho477GSq2XAkvBaPjehnxddWazmaSkJLTWmM1m/vznPzNu3LjLPt7cuXO54YYbuOWWW9oxl0IYjBKsYUQPHsakO+dSduoEOV9tI+erbez69L/s+O/7eHh5E5sygv4jRhGXeo2MoyiEEO2oLUFWPtC32XI0UNA8gda6HJgHoIwOfHJdk/fF9u1Omg+r8+mnn/LEE0+wYcOGNu3rdDoxm6Uhsug8/mERpM66kdRZN1JXU82RPbvJ+WorOTu3c/DLjaAUkQMT3NWKof3ipD8uIYS4Am0JsrYB8UqpOOAYcDtwZ/MESqkAoEprXQd8F0jXWpcrpS6672X55HE4seeKD9NCRBJ8o+0PPpaXlxMYGAiA1pqf/OQnfPLJJyilePLJJ7nttttYv349v/zlL4mMjGTXrl3s3buXhx9+mLVr1xIXF0fz7jN27NjBwoULcTgchISEsHz5ciIjI/nb3/7G0qVLqaurY+DAgfz973/H29v7nFIwu92Ow+Hg3Xff5cUXX2T16tWcOHGCyZMnk56eTkRERPteL9GteXh6MXDUGAaOGoNubORUXo6rlGsrX/zr73zxr79jDw6hf+o19B2SRFjcQAIjIlEmU2dnXQghuo2LBlla6wal1A+ATzG6YVimtd6rlFrg2r4EGAy8rpRyYjRqv/9C+3bMqXS86upqhg8fTk1NDcePH2ft2rUAvPPOO+zatYvdu3dTVFTEqFGjmDRpEgBbt24lMzOTuLg43nnnHQ4cOMCePXs4efIkQ4YM4b777qO+vp6HH36Y999/n9DQUP71r3/x85//nGXLlnHzzTfzwAMPAPDkk0/yyiuv8PDDD583j3PmzOHtt9/mxRdfZOXKlfzyl7+UAEtckDKZ3E8rjr3lDipLS8jZuY2cHdvYv9HolwvA6ulFWGwcYXEDCI8bSFhsf4Ki+mK2SJ/GQgjRmjZ9O2qtPwY+Pmvdkmbzm4H4tu57xS6hxKk9Na8u3Lx5M/fccw+ZmZls3LiRO+64A7PZTHh4OJMnT2bbtm34+fmRlpZGXFwcAOnp6e50ffr04dprrwXgwIEDZGZmMn36dMCoWoyMjAQgMzOTJ598ktLSUhwOBzNnzrxoPv/0pz8xbNgwxowZwx133NERl0L0YD4Bge7e5p0NDZzOP8Kp3MOczD3MqdzDZK5dzc7aDwEwW62ExsS2CLxCYmKxeHh08lkIIUTnk5+gl2ns2LEUFRVRWFjIhXrN9/HxabHcWhsXrTVDhw5l8+bN52ybO3cu7733HikpKSxfvpz169cDYLFYaGxsdO9fV1fn3ufYsWOYTCZOnjxJY2MjJqniEZfJbLEQFtufsNj+DJtq/AhobHRScrzAHXgV5h3mwObP3SVeymQiJDqGsLiBhMX1JyxuAGH94vDwkr66hBC9iwRZlykrKwun00lwcDCTJk3ir3/9K/feey/FxcWkp6fz7LPPkpWV1WKfpnT33HMPp06dYt26ddx5550kJiZSWFjI5s2bGTt2LPX19Rw8eJChQ4dSUVFBZGQk9fX1rFixgqgoo4+j2NhYduzYwbe//W3ef/996uvrAWhoaGDevHn885//5PXXX+f555/nscceu+rXR/RcJpOZ4Ki+BEf1ZfCEKYAR6JcXnnSVduVwKjeb3F3b2bthjbGTUgRGRhEW25/wuAFG4BU3AC+7b+ediBBCdDAJsi5BU5ssMP6pvPbaa5jNZubMmcPmzZtJSUlBKcUzzzxDRETEOUHWnDlzWLt2LUlJSSQkJDB58mQAPDw8eOutt3jkkUcoKyujoaGBRx99lKFDh/KrX/2K0aNH069fP5KSkqioqADggQceYPbs2aSlpTFt2jR3idlvfvMbJk6cyMSJExk+fDijRo3i+uuvl7EIRYdSSuEfFoF/WAQJo8cDxj1SWVLMqbwcTuZmcyr3MAUH93NgU7p7P7/QMMJiBxAxIJ6owUOJGJCAxSr9dgkhegYZIFqcQ6616EjVFeWcynUFXnk5nMo9TMnxYwBYrB5EJgwievBQogcnEZmQiNXD1sk5FkKIC7uiAaKFEKK9ePn60S95OP2Sh7vXVVeUk5+1l/x9meTvy2Tz22+CfgOzxULEwASiBycRPXgofRIH4+Hp1Ym5F0KItpMgSwjR6bx8/YgfNZb4UWMBqKl0UHBgP0f37SF/f6Z74GuT2Ux43ECihwwjesgwohKHYPP2ucjRhRCic0iQJYTocjx97PQfMYr+I0YBUFddRcHBLPL3Z3J0XyY7/vs+2z54G6VMhMbG0XfIMKIHJxE1eKg0phdCdBkSZAkhurymMRZjU0YAUF9bw/FDB8jfb1Qv7l71CTv++z4AITGxRA8e5gq8huHtH9CZWRdC9GISZAkhuh2rzZOYYSnEDEsBoKG+nhPZB4w2XVl7yVy/ml2ffgRAUJ9oV/ViEjFDk/EJCOzMrAshehEJsoQQ3Z7FaiV6sFFyBeBsaOBkTrarpGsPWV+cGR4oNLY//ZKGE5s8gqhBQ6R3eiFEh5Eg6xI0DcIshOjazBYLfRIG0SdhEGmzb6HR6eRU7mG+3rOLrzN28tXHH7D9w3ewWD2IHjKMfknD6ZcygpC+/VodlUEIIS6HBFlCiB7PZDYTMTCBiIEJjJ7zbepqqsnfn8nXu3eSl7GTDf+i+BZvAAAdCklEQVRYBv9Yhk9AoDvg6pc0XKoWhRBXpFsGWU9vfZqs4qyLJ7wEg4IG8dO0n7Y5fWNjI4mJiWzatInQ0FAaGxtJSEjgyy+/pLKykvvuu4/CwkJCQ0N59dVXiYmJYe7cufj5+bF9+3ZOnDjBM888wy233NKu5yGEuDgPTy/6p46if6rx9GLF6SK+zjACrpxdO9j3+ToAQvvF0S85lX7JqUQNGiIdowohLkm3DLK6ApPJxN13382KFSt49NFHWbNmDSkpKYSEhDBv3jzuuece7r33XpYtW8YjjzzCe++9B8Dx48fZuHEjWVlZ3HTTTRJkCdEF+AaHMGzqdIZNnY5ubORUXg55GTv5OmMnOz85U7UYNXgo/ZJTiU1OJSQmVqoWhRAXJMPqXIKz22QdPXqU2bNn89VXX3H77bdz9913c8MNNxASEsLx48exWq3U19cTGRlJUVERc+fOZfr06dx1110A+Pr6usci7Eq6wrUWoquor6khf3+mO+g6nX8EAJ+AQGKShhPrKumSqkUhei8ZVqcD9O3bl/DwcNauXcuWLVtYsWJFq+ma/9q12c5UN3TFAFcI0ZLV05O41GuISzW+PyuKi/g6w2hAn7f7K/a7qhZDYmLpl5xKfNo4+iQMklIuIUTbgiyl1Czgj4AZeFlr/buztvsD/wBiXMd8Tmv9qmtbHlABOIGG1iK97uy73/0ud999N9/5zncwm80AjBs3jjfffJPvfOc7rFixggkTJnRyLoUQ7cU3KIRhU65j2JTrjKrFr3P52lXKtWvlh+z46F1CYmJJmf5NhkycgoeXd2dnWQjRSS4aZCmlzMCLwHQgH9imlPpAa72vWbKHgH1a6xuVUqHAAaXUCq11nWv7VK11UXtn/mqrqqoiOjravbxw4UIefvhh5s2bx7x589zrX3jhBe677z6effZZd8N3IUTPo0wmwuMGEB43gLTZt1BXU03WF+nsXv0xn73yF9JXvMrgCZNJmf5NwmL7d3Z2hRBXWVtKstKAbK11DoBS6k1gNtA8yNKArzLKx+1AMdDQznntdI2Njees2759OykpKQwaNMi9LjY2lrVr156Tdvny5S2Wpc8tIXoWD08vkqfNJOnaGZw8fIhdqz9mX/o6MtasJDI+kZTp3yRh7AR5SlGIXqItQVYUcLTZcj4w+qw0fwY+AAoAX+A2rXVTRKKBVUopDfxVa720tTdRSs0H5gPExMS0+QQ60+9+9zteeuml87bFEkL0TkopIgYmMGtgAlO+8132pX/G7tWfsPIv/8f6119m6ORppEz/BoGRUZ2dVSFEB7ro04VKqVuBmVrr77qWvwOkaa0fbpbmFmA8sBAYAKwGUrTW5UqpPlrrAqVUmGv9w1rr9Au9Z1d9urC3kGstRPvTWpO/bw+7Vn9C9tZNNDqdxCQNJ2X6NxgwcjRmizyHJER3dSVPF+YDfZstR2OUWDU3D/idNiK2bKVULjAI2Kq1LgDQWp9SSr2LUf14wSBLCCF6GqUUfYcm03doMpWlJexZu4qMz1by4fO/xScwiKRrZ5I8bSa+wSGdnVUhRDtpS5C1DYhXSsUBx4DbgTvPSnMEmAZ8rpQKBxKBHKWUD2DSWle45mcA/6/dci+EEN2QT0AgY26+jbRv3ULuzh3sXv0xX77zJlve+Rf9R6YxfPo36JecijKZOjurQogrcNEgS2vdoJT6AfApRhcOy7TWe5VSC1zblwC/ApYrpfYACvip1rpIKdUfeNfVX4wF+KfWemUHnYsQQnQrJpOZASPTGDAyjbJTJ8n4bCWZ61ZzePuX+IdHkDxtFsOmTsfbz7+zsyqEuAzS47s4h1xrITqPs6GeQ1s3s3v1x+Tvy8RssRA/ejwpM75JVOIQ6eRUiC5IenxvB0opFi5cyO9//3sAnnvuORwOB4sWLWLJkiV4e3tzzz33dHIuhRDdmdliZdC4SQwaN4nT+UfYveYT9m1YS9YXGwjp24/k6d9gyMRrsXlLJ6dCdHVS4X8JbDYb77zzDkVF5/arumDBAgmwhBDtKjg6hmvnfo/vvfQaM773CGarlbXLlvDXBfew5uW/uMdRFEJ0Td2yJOvEb35D7f6sdj2mbfAgIn72swumsVgszJ8/n//7v//j17/+dYttixYtwm6389hjj5Gdnc2CBQsoLCzEbDbzn//8hwEDBvDss8/y73//m9raWubMmcMvf/nLdj0HIUTPZPX0JOnaGSRdO4MThw+x69P/krl+NbtXf0zMsBSGz7qBASPTMJnMnZ1VIUQzUpJ1iR566CFWrFhBWVnZedPcddddPPTQQ+zevZtNmzYRGRnJqlWrOHToEFu3bmXXrl3s2LGD9HTpyUIIcWkiBsQz6/uPMv8vy5lwx72UHC/gg+d+zSuPPMDW99+iuqK8s7MohHDpliVZFytx6kh+fn7cc889vPDCC3h5eZ2zvaKigmPHjjFnzhwAPD09AVi1ahWrVq0iNTUVMIbUOXToEJMmTbp6mRdC9Bjefv6M/tatjLrxZg5v38LOTz/i838uZ/N//smgCZNJnXWjjJcoRCfrlkFWZ3v00UcZMWJEi0Ghm5zvaU2tNU888QTf+973Ojp7QohexGQ2Ez96HPGjx1F0JI+dn37Evs/XkbluNX0Sh5A66wbi08ZJj/JCdAKpLrwMQUFBfPvb3+aVV145Z5ufnx/R0dG89957ANTW1lJVVcXMmTNZtmyZe1DoY8eOcerUqauabyFEzxYSE8v0B37A9/7yGlPu+S5VpSX894/P8Lcf3Mfmt96gsrSks7MoRK8iQdZl+p//+Z9WnzIE+Pvf/84LL7xAcnIy48aN48SJE8yYMYM777yTsWPHkpSUxC233EJFRcVVzrUQojfwtNsZef23uO8Pf2XOT58iNCaWTf9ZwdLvz+PjPz1HwcGs85a6CyHaj3RGKs4h11qInqe44Bi7Vn3E3vVrqKuuJrx/PKmzbiBx7EQsHh6dnT0hurXzdUYqJVlCCNELBPWJcve5Ne2+B6mvrWHlX/6PpQ/NY+Obr1NxuvWSeSHE5ZOWkEII0Yt4eHkzfOb1pMz4Jkf27Gbnpx+y5b3/sPX9txg4agyps24kevAwGb5HiHYgQZYQQvRCSin6JQ+nX/Jwyk6dYNeqj8lcu4pDWzYREhPrrkq0eft0dlaF6LakTZY4h1xrIXqn+toa9m/cwK6VH1J4JA+zxUJM0nDi08Yx4JrRePv5d3YWheiSZIBoIYQQF2S1eZI8bSZJ187g+KEDHNzyBYe2bCJ35wuopSaihwwjPm0sA9PG4hsU0tnZFaLLk5KsLmLv3r3k5ORw4403dnZWevy1FkK0ndaaU3k5ZG/dxMEtmyg+dhSAyPhE4tPGEZ82joCIyE7OpRCd64qeLlRKzVJKHVBKZSulHm9lu79S6kOl1G6l1F6l1Ly27tud2O32y9pv/fr1+Pv7k5qayqBBg3jsscdabD9y5Ai//vWvmTx58hXlb9y4cVe0vxBCnE0pRXjcAMbf9h3mPf8Sc3//EhNuvwdnQwPpK17llR8+wOs/eZjNb71B0ZE86X9LiGYuWpKllDIDB4HpQD6wDbhDa72vWZqfAf5a658qpUKBA0AE4LzYvq3pqiVZdrvd3WP7pVi/fj3PPfccH330EdXV1aSmpvLKK68wfvz4DsjllesK11oI0fWVnTpJ9rbNHNyyiYKD+0FrAiOjiE8bS3zaOMIHxMtTiqJXuJI2WWlAttY6x3WgN4HZQPNASQO+yrib7EAx0ACMbsO+l+zzfx+k6OilBzsXEtLXzsRvJ1zyfh9++CGLFy+mrq6O4OBgVqxYQXh4+HnTe3l5MXz4cI4dOwYYA0c/9dRT1NbWMmDAAF599VXsdjuxsbFs376dkJAQtm/fzmOPPcb69etZtGgRR44cIScnhyNHjvDoo4/yyCOPAGeCQK01P/nJT/jkk09QSvHkk09y2223ufcPCQkhMzOTkSNH8o9//EO+BIUQl8U/LJyR13+Lkdd/C0dJMYe3f8nBLZvY9uE7bH3/LXyDQ90BV59BgzGZzJ2dZSGuqrYEWVHA0WbL+RjBU3N/Bj4ACgBf4DatdaNSqi37dmsTJkzgyy+/RCnFyy+/zDPPPMPvf//786YvKSnh0KFDTJo0iaKiIhYvXsyaNWvw8fHh6aef5vnnn+cXv/jFBd8zKyuLdevWUVFRQWJiIg8++CBWq9W9/Z133mHXrl3s3r2boqIiRo0axaRJkwDYuXMne/fupU+fPowfP54vvviCCRMmtM/FEEL0WvbAIFKmf5OU6d+k2lFBzo6tHNzyBbvXfMJXn3yAt38AA68ZQ3zaWPoOS8ZssV78oEJ0c20Jslor5ji7jnEmsAu4FhgArFZKfd7GfY03UWo+MB8gJibmghm6nBKnjpKfn89tt93G8ePHqaurIy4urtV0n3/+OcnJyRw4cIDHH3+ciIgIPvroI/bt2+euNqyrq2Ps2LEXfc/rr78em82GzWYjLCyMkydPEh0d7d6+ceNG7rjjDsxmM+Hh4UyePJlt27bh5+dHWlqaO+3w4cPJy8uTIEsI0a687L4MnTyNoZOnUVddRe6uHRzcson9G9eT8dlKbD4+DBiRxsDR44hNTsVq8+zsLAvRIdoSZOUDfZstR2OUWDU3D/idNhp4ZSulcoFBbdwXAK31UmApGG2y2pT7LuDhhx9m4cKF3HTTTe7quNZMnDiRjz76iIMHDzJhwgTmzJmD1prp06fzxhtvnJPeYrHQ2NgIQE1NTYttNpvNPW82m2loaGix/ULt7C62rxBCtCcPL28Sx04kcexEGurq+HrPTg5t2cTh7VvY9/k6zFYr0YOHEZucSmzKCIL79pMmDKLHaMvThduAeKVUnFLKA7gdo2qwuSPANAClVDiQCOS0cd9uraysjKioKABee+21i6ZPSEjgiSee4Omnn2bMmDF88cUXZGdnA1BVVcXBgwcBiI2NZceOHQC8/fbbl5SnSZMm8a9//Qun00lhYSHp6emkpaVd0jGEEKK9WTw8GDByNLO+/yMWLP0Ht/x8MSnTv0nF6SI2/GMZr/34Byz9/lxWvvQHsjalU11R3tlZFuKKXLQkS2vdoJT6AfApYAaWaa33KqUWuLYvAX4FLFdK7cGoIvyp1roIoLV9O+ZUOl5VVVWLarmFCxeyaNEibr31VqKiohgzZgy5ubkXPc6CBQt47rnncDgcLF++nDvuuIPa2loAFi9eTEJCAk899RT3338/v/nNbxg9+tKasc2ZM4fNmzeTkpKCUopnnnmGiIgIsrKyLu2EhRCig5gtFvewPgDlRYXk7f6Kr3d/Rfa2zexdvwaUImJAPLEpI4hNHkFkfCImszSeF92HdEYqziHXWgjRmRqdTk4cPkje7q/I2/0VJ7IPoXUjNm8fYoalGEFXygj8QsM6O6tCADKsjhBCiG7CZDbTJ2EwfRIGM+7Wu6h2VHBkz24j6Mr4ikNbNwEQ2Cea2BSjLVffIUnSgF50ORJkCSGE6NK87L4kjp1A4tgJaK0pPnbUXcq1Z82n7PzkQ8wWC1GDhrpLuUJiYqUBveh0EmQJIYToNpRSBEfHEBwdw8jrv0V9XS3H9u91B13pK14lfcWr+AQGEZucSr+UEfRLGo63n39nZ130QhJkCSGE6LasHjZ36RVAxeki8jK+Im/3Tg5v38LeDZ8B4O0fQGBkHwIjowmM7ENQn2gC+0QREB4hHaOKDiNBlhBCiB7DNziEpKkzSJo6g8ZGJycPZ5O/P5PigmOUHD9GzldbqSordadXJhP+YeEERkYR1CeKwMgoIxDr0wd7YLBUOYorIkGWEEKIHslkMhMZn0hkfGKL9TWVDkqOH6PkeAElBfkUu16P7t1DQ12tO53V5mkEXa7g60wQFoXN2/tqn47ohiTIugRms5mkpCQaGhqIi4vj73//OwEBAedNv2TJEry9vbnnnnuuYi6FEEJciKePnciBiUQObBl86cZGKopPGwFYwTGKj+dTcryAE9kHOLD5c2jW5ZFPQOCZ4MsViNkDg/Hy9cPL1w+LzSalYEL6yboUdrsdh8MBwL333ktCQgI///nPOzVPHaErXGshhOhKGurqKD15nJLjx9xVjyWu19Z6prdYPfD083MHXV52X7yaL/v64eXrj5efH56ubVYPWyvvLLqDHtVP1rrlSzn1dU67HjOsX3+mzp3f5vRjx44lIyMDgMOHD/PQQw9RWFiIt7c3f/vb3xg0aBCLFi3Cbrfz2GOPMWXKFFJTU9mxYweFhYW8/vrr/Pa3v2XPnj3cdtttLF68mMrKSr797W+Tn5+P0+nkf//3f7ntttva9TyFEEJcOouHByF9+xHSt98526odFZQUHKOqrJTqivJWp4qiU1SXl1NT6Tj/e9hsZwVhZ01+fnj7+eMTGIw9KAgPT6+OPGXRDrplkNXZnE4nn332Gffffz8A8+fPZ8mSJcTHx7Nlyxa+//3vs3bt2nP28/DwID09nT/+8Y/Mnj2bHTt2EBQUxIABA/jRj37E+vXr6dOnD//9738BY1xEIYQQXZuX3RevhEFtStvodFLjqKC6ooLqirIzgVj5mYCsxlFBdXk5ZSdPUF1RTm1VZavH8vDywicwGN+gICPwCgwypqBg97JPYBAWqzw92Vm6ZZB1KSVO7am6uprhw4eTl5fHyJEjmT59Og6Hg02bNnHrrbe60zWNQ3i2m266CYCkpCSGDh1KZGQkAP379+fo0aMkJSXx2GOP8dOf/pQbbriBiRMndvxJCSGEuGpMZjPe/gF4+wcAfdu0j7OhnhqHg+ryMirLSqksLcFRfBpHyWkqi4txlBRzLGsflSWncTY0nLO/p68fvoFB+AS1HojZA4PwDgjAZJJxIdtbtwyyOouXlxe7du2irKyMG264gRdffJG5c+cSEBDArl27Lrq/zWbUt5tMJvd803JDQwMJCQns2LGDjz/+mCeeeIIZM2bwi1/8osPORwghRNdntljxCQjEJyCQkAuk01pTXVFOZYkReJ0Jwk4by8XFFH2dS2VpKVo3tthXKRM+AQH4BAbjExjorqL09LEbr76+ePr44uXra8zbfbtEGzKtNfU11dRUOqhxOKitqqSm0kGta76hvp7R37r14gfqIBJkXQZ/f39eeOEFZs+ezYMPPkhcXBz/+c9/uPXWW9Fak5GRQUpKyiUft6CggKCgIO6++27sdjvLly9v/8wLIYTokZRSePv54+3nT2i/uPOma2x0UlVa6grEiqlsFoQ5Sk5TUVTIqbwcaioqWnRpcTaLhw1PX1+87EbQ5WU/E4AZ834t1jcFbSZzyxKzRqfTCIyqKql1ONzzNc3mz15fW+WgprKS2koHurHxPDkEs9VK2uxbOu1JTwmyLlNqaiopKSm8+eabrFixggcffJDFixdTX1/P7bfffllB1p49e/jxj3+MyWTCarXy0ksvdUDOhRBC9GYmkxl7UDD2oOCLpq2vq6XGUUFNhdGOrKayab6cakeFsc3Vxqwo/4hrvvyCgY/N2wdPu51GZyO1VQ7qqqsvnF+zBU+7HZuPHU9vH7z8/AiM7OM+js3bx9jmmvd0z9vx8Pbq1K40pAsHcQ651kIIIS6X1pq66ip38FXTLCCrrjgTmJnMZmw+dnew5Oljx+bjCphc854+diweXb/PsR7VhYMQQgghuiallFG65O2Df1hEZ2enU5nakkgpNUspdUApla2UeryV7T9WSu1yTZlKKadSKsi1LU8ptce1bfu5RxdCCCGE6HkuWpKllDIDLwLTgXxgm1LqA631vqY0WutngWdd6W8EfqS1Lm52mKla66IrzazWussXGXZ3XbH6WAghhOiO2lKSlQZka61ztNZ1wJvA7AukvwN4oz0y15ynpyenT5+WIKADaa05ffo0np6enZ0VIYQQottrS5usKOBos+V8YHRrCZVS3sAs4AfNVmtglVJKA3/VWi+9nIxGR0eTn59PYWHh5ewu2sjT05Po6OjOzoYQQgjR7bUlyGqtfu58xUk3Al+cVVU4XmtdoJQKA1YrpbK01unnvIlS84H5ADExMecc2Gq1Ehd3/n4/hBBCCCG6krZUF+bTsu//aKDgPGlv56yqQq11gev1FPAuRvXjObTWS7XW12itrwkNDW1DtoQQQgghuq62BFnbgHilVJxSygMjkPrg7ERKKX9gMvB+s3U+SinfpnlgBpDZHhkXQgghhOjKLlpdqLVuUEr9APgUMAPLtNZ7lVILXNuXuJLOAVZprZsPFx4OvOt6ItAC/FNrvbI9T0AIIYQQoivqkj2+K6UKga87+G1CgCvuVqKb6s3nDr37/HvzuUPvPn85996rN5//1Tr3flrrc9o6dckg62pQSm1vrQv83qA3nzv07vPvzecOvfv85dx757lD7z7/zj73NvX4LoQQQgghLo0EWUIIIYQQHaA3B1mX1SlqD9Gbzx169/n35nOH3n3+cu69V28+/049917bJksIIYQQoiP15pIsIYQQQogOI0GWEEIIIUQH6DFBllJqmVLqlFIqs9m6FKXUZqXUHqXUh0opP9d6D6XUq671u5VSU5rts9K1bq9SaolSytwJpyMuQTt+9ne41me4/g5COuF0xCVQSvVVSq1TSu133bM/dK0PUkqtVkodcr0GNtvnCaVUtlLqgFJqZrP1cu93E+38uct9341c6mevlAp2pXcopf581rE6/p7XWveICZgEjAAym63bBkx2zd8H/Mo1/xDwqms+DNgBmFzLfq5XBbwN3N7Z5yZTx3/2GCMSnAJCXNueARZ19rnJdNHPPhIY4Zr3BQ4CQ1yf3+Ou9Y8DT7vmhwC7ARsQBxwGzK5tcu93k6m9Pne577vfdBmfvQ8wAVgA/PmsY3X4Pd9jSrK01ulA8VmrE4F01/xq4P9zzQ8BPnPtdwooBa5xLZe70lgAD0CeDOji2umzV67JRxnjQPlx/oHQRRehtT6utf7KNV8B7AeigNnAa65krwHfcs3PBt7UWtdqrXOBbFyD1su933204+cu9303c6mfvda6Umu9Eahp5Vgdfs/3mCDrPDKBm1zztwJ9XfO7gdlKKYtSKg4Y2WwbSqlPMX7dVABvXb3sinZ0SZ+91roeeBDYg/ElOwR45epmWVwJpVQskApsAcK11sfB+FLGKLUE48v4aLPd8l3rmo4h9343cyWfu9z33VsbP/uLHaND7/meHmTdBzyklNqBUaxY51q/DOMm2w78AdgENDTtpLWeiVEkaQOuvZoZFu3mkj57pZQV48s2FegDZABPXO1Mi8ujlLJjFPc/2uzXaatJW1nn/vUq9373cqWfu9z33dclfPYX1NH3fI8OsrTWWVrrGVrrkcAbGPXwaK0btNY/0loP11rPBgKAQ2ftWwN8gFEEKbqZy/jsh7u2H9ZGJf2/gXGdlH1xCVz/KN8GVmit33GtPqmUinRtj8T4pQpGgN232e7RnFU9JPd+99BOn7vc993QJX72F9WR93yPDrKUUmGuVxPwJLDEteytlPJxzU8HGrTW+5RS9mYfkgX4JpDVKZkXV+RSP3vgGDBEKdU0ivp0jLp+0YW52tG8AuzXWj/fbNMHwL2u+XuB95utv10pZXNVF8cDW+Xe717a63NH7vtu5zI++/Md56rc8z2mx3el1BvAFCAEOAk8BdgxniYDeAd4QmutXfW4nwKNGDfZ/Vrrr5VS4cBHGMWGZmAt8COtdQOiy2qPz951nAXAD4F64Gtgrtb69FU7EXHJlFITgM8x2tQ0ulb/DKONxr+BGOAIcKvWuti1z88xqpMbMKoaPpF7v3tpr8/dtV7u+27kMj/7PIyHGjwwHnaaAZzmKtzzPSbIEkIIIYToSnp0daEQQgghRGeRIEsIIYQQogNIkCWEEEII0QEkyBJCCCGE6AASZAkhhBBCdAAJsoQQQgghOoAEWUIIIYQQHeD/B5tKwYqcvn1KAAAAAElFTkSuQmCC\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -882,15 +881,16 @@ ], "source": [ "from sklearn.cluster import AgglomerativeClustering\n", + "from scipy.cluster.hierarchy import dendrogram\n", + "\n", "ward = AgglomerativeClustering(linkage='ward', compute_full_tree=True).fit(df)\n", "dendro = [ ]\n", "for a,b in ward.children_:\n", - " dendro.append([a,b,float(len(dendro)+1),len(dendro)+1])\n", + " dendro.append([a, b, float(len(dendro)+1), len(dendro)+1])\n", " \n", - "from scipy.cluster.hierarchy import dendrogram\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(1, 1, 1) \n", - "r = dendrogram(dendro, color_threshold=1, labels=df.index,\n", + "r = dendrogram(dendro, color_threshold=1, labels=list(df.index),\n", " show_leaf_counts=True, ax=ax, orientation=\"left\") " ] }, @@ -911,7 +911,7 @@ { "data": { "text/plain": [ - "['.\\\\salaries11.dbf', 'varlist_salaries11.dbf', '.\\\\varmod_salaries11.dbf']" + "['salaries11.dbf', 'varlist_salaries11.dbf', 'varmod_salaries11.dbf']" ] }, "execution_count": 12, @@ -938,121 +938,7 @@ "output_type": "stream", "text": [ "convert dbase into sqllite\n", - "SQL 'drop table if exists salaries11'\n", - "SQL 'create table salaries (A6 TEXT, A17 TEXT, A38 TEXT, REGR TEXT, DEPR TEXT, REGT TEXT, DEPT TEXT, SEXE TEXT, PCS TEXT, CONT_TRAV TEXT, CONV_COLL TEXT, TYP_EMPLOI TEXT, DUREE REAL, DATDEB REAL, DATFIN REAL, CPFD TEXT, DOMEMPL TEXT, DOMEMPL_EM TEXT, FILT TEXT, AGE REAL, CS TEXT, NB_PER REAL, NB_PER_N REAL, NBHEUR REAL, NBHEUR_TOT REAL, TRALCHT TEXT, TREFF TEXT, TRNNETO TEXT, POND REAL)'\n", - "moving line 0 to table salaries\n", - "moving line 20000 to table salaries\n", - "moving line 40000 to table salaries\n", - "moving line 60000 to table salaries\n", - "moving line 80000 to table salaries\n", - "moving line 100000 to table salaries\n", - "moving line 120000 to table salaries\n", - "moving line 140000 to table salaries\n", - "moving line 160000 to table salaries\n", - "moving line 180000 to table salaries\n", - "moving line 200000 to table salaries\n", - "moving line 220000 to table salaries\n", - "moving line 240000 to table salaries\n", - "moving line 260000 to table salaries\n", - "moving line 280000 to table salaries\n", - "moving line 300000 to table salaries\n", - "moving line 320000 to table salaries\n", - "moving line 340000 to table salaries\n", - "moving line 360000 to table salaries\n", - "moving line 380000 to table salaries\n", - "moving line 400000 to table salaries\n", - "moving line 420000 to table salaries\n", - "moving line 440000 to table salaries\n", - "moving line 460000 to table salaries\n", - "moving line 480000 to table salaries\n", - "moving line 500000 to table salaries\n", - "moving line 520000 to table salaries\n", - "moving line 540000 to table salaries\n", - "moving line 560000 to table salaries\n", - "moving line 580000 to table salaries\n", - "moving line 600000 to table salaries\n", - "moving line 620000 to table salaries\n", - "moving line 640000 to table salaries\n", - "moving line 660000 to table salaries\n", - "moving line 680000 to table salaries\n", - "moving line 700000 to table salaries\n", - "moving line 720000 to table salaries\n", - "moving line 740000 to table salaries\n", - "moving line 760000 to table salaries\n", - "moving line 780000 to table salaries\n", - "moving line 800000 to table salaries\n", - "moving line 820000 to table salaries\n", - "moving line 840000 to table salaries\n", - "moving line 860000 to table salaries\n", - "moving line 880000 to table salaries\n", - "moving line 900000 to table salaries\n", - "moving line 920000 to table salaries\n", - "moving line 940000 to table salaries\n", - "moving line 960000 to table salaries\n", - "moving line 980000 to table salaries\n", - "moving line 1000000 to table salaries\n", - "moving line 1020000 to table salaries\n", - "moving line 1040000 to table salaries\n", - "moving line 1060000 to table salaries\n", - "moving line 1080000 to table salaries\n", - "moving line 1100000 to table salaries\n", - "moving line 1120000 to table salaries\n", - "moving line 1140000 to table salaries\n", - "moving line 1160000 to table salaries\n", - "moving line 1180000 to table salaries\n", - "moving line 1200000 to table salaries\n", - "moving line 1220000 to table salaries\n", - "moving line 1240000 to table salaries\n", - "moving line 1260000 to table salaries\n", - "moving line 1280000 to table salaries\n", - "moving line 1300000 to table salaries\n", - "moving line 1320000 to table salaries\n", - "moving line 1340000 to table salaries\n", - "moving line 1360000 to table salaries\n", - "moving line 1380000 to table salaries\n", - "moving line 1400000 to table salaries\n", - "moving line 1420000 to table salaries\n", - "moving line 1440000 to table salaries\n", - "moving line 1460000 to table salaries\n", - "moving line 1480000 to table salaries\n", - "moving line 1500000 to table salaries\n", - "moving line 1520000 to table salaries\n", - "moving line 1540000 to table salaries\n", - "moving line 1560000 to table salaries\n", - "moving line 1580000 to table salaries\n", - "moving line 1600000 to table salaries\n", - "moving line 1620000 to table salaries\n", - "moving line 1640000 to table salaries\n", - "moving line 1660000 to table salaries\n", - "moving line 1680000 to table salaries\n", - "moving line 1700000 to table salaries\n", - "moving line 1720000 to table salaries\n", - "moving line 1740000 to table salaries\n", - "moving line 1760000 to table salaries\n", - "moving line 1780000 to table salaries\n", - "moving line 1800000 to table salaries\n", - "moving line 1820000 to table salaries\n", - "moving line 1840000 to table salaries\n", - "moving line 1860000 to table salaries\n", - "moving line 1880000 to table salaries\n", - "moving line 1900000 to table salaries\n", - "moving line 1920000 to table salaries\n", - "moving line 1940000 to table salaries\n", - "moving line 1960000 to table salaries\n", - "moving line 1980000 to table salaries\n", - "moving line 2000000 to table salaries\n", - "moving line 2020000 to table salaries\n", - "moving line 2040000 to table salaries\n", - "moving line 2060000 to table salaries\n", - "moving line 2080000 to table salaries\n", - "moving line 2100000 to table salaries\n", - "moving line 2120000 to table salaries\n", - "moving line 2140000 to table salaries\n", - "moving line 2160000 to table salaries\n", - "moving line 2180000 to table salaries\n", - "moving line 2200000 to table salaries\n", - "moving line 2220000 to table salaries\n", - "moving line 2240000 to table salaries\n" + "La base de donn\u00e9es est d\u00e9j\u00e0 renseign\u00e9e.\n" ] } ], diff --git a/_doc/notebooks/td2a_ml/td2a_correction_session_3A.ipynb b/_doc/notebooks/td2a_ml/td2a_correction_session_3A.ipynb index dbea7e090..b88d83baa 100644 --- a/_doc/notebooks/td2a_ml/td2a_correction_session_3A.ipynb +++ b/_doc/notebooks/td2a_ml/td2a_correction_session_3A.ipynb @@ -459,13 +459,13 @@ "Bordeaux 253551 252644 249658 247708 247499 245757 244992 243047 \n", "Caen 145435 144369 141883 140658 139585 137704 135613 133255 \n", "\n", - " 2001 2002 ... 2004 2005 2006 2007 2008 \\\n", - "acad\u00e9mie ... \n", - "Aix-Marseille 249331 250871 ... 250622 248208 245755 243832 242309 \n", - "Amiens 183357 180973 ... 175610 172110 168718 165295 163116 \n", - "Besan\u00e7on 103336 102264 ... 100117 98611 97038 95779 95074 \n", - "Bordeaux 243592 245198 ... 244805 244343 242602 242933 243146 \n", - "Caen 131206 129271 ... 125552 123889 122550 121002 119857 \n", + " 2001 2002 ... 2004 2005 2006 2007 2008 \\\n", + "acad\u00e9mie ... \n", + "Aix-Marseille 249331 250871 ... 250622 248208 245755 243832 242309 \n", + "Amiens 183357 180973 ... 175610 172110 168718 165295 163116 \n", + "Besan\u00e7on 103336 102264 ... 100117 98611 97038 95779 95074 \n", + "Bordeaux 243592 245198 ... 244805 244343 242602 242933 243146 \n", + "Caen 131206 129271 ... 125552 123889 122550 121002 119857 \n", "\n", " 2009 2010 2011 2012 2013 \n", "acad\u00e9mie \n", @@ -487,8 +487,9 @@ "import pandas, numpy, matplotlib.pyplot as plt\n", "from sklearn.decomposition import PCA\n", "import pyensae\n", + "\n", "pyensae.download_data(\"eleve_region.txt\")\n", - "df = pandas.read_csv(\"eleve_region.txt\",sep=\"\\t\",encoding=\"utf8\",index_col=0)\n", + "df = pandas.read_csv(\"eleve_region.txt\", sep=\"\\t\", encoding=\"utf8\", index_col=0)\n", "print(df.shape)\n", "df.head(n=5)" ] @@ -701,13 +702,13 @@ "Bordeaux 1.0 0.996423 0.984646 0.976955 0.976131 0.969261 \n", "Caen 1.0 0.992670 0.975577 0.967154 0.959776 0.946842 \n", "\n", - " 1999 2000 2001 2002 ... 2004 \\\n", - "acad\u00e9mie ... \n", - "Aix-Marseille 1.017315 1.024574 1.033038 1.039419 ... 1.038387 \n", - "Amiens 0.956400 0.937947 0.924733 0.912710 ... 0.885662 \n", - "Besan\u00e7on 0.928961 0.906250 0.887972 0.878761 ... 0.860311 \n", - "Bordeaux 0.966243 0.958572 0.960722 0.967056 ... 0.965506 \n", - "Caen 0.932465 0.916251 0.902162 0.888858 ... 0.863286 \n", + " 1999 2000 2001 2002 ... 2004 \\\n", + "acad\u00e9mie ... \n", + "Aix-Marseille 1.017315 1.024574 1.033038 1.039419 ... 1.038387 \n", + "Amiens 0.956400 0.937947 0.924733 0.912710 ... 0.885662 \n", + "Besan\u00e7on 0.928961 0.906250 0.887972 0.878761 ... 0.860311 \n", + "Bordeaux 0.966243 0.958572 0.960722 0.967056 ... 0.965506 \n", + "Caen 0.932465 0.916251 0.902162 0.888858 ... 0.863286 \n", "\n", " 2005 2006 2007 2008 2009 2010 \\\n", "acad\u00e9mie \n", @@ -749,9 +750,7 @@ { "data": { "text/plain": [ - "AgglomerativeClustering(affinity='euclidean', compute_full_tree=True,\n", - " connectivity=None, linkage='ward', memory=None, n_clusters=2,\n", - " pooling_func=)" + "AgglomerativeClustering(compute_full_tree=True)" ] }, "execution_count": 9, @@ -773,12 +772,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -788,7 +789,7 @@ "\n", "dendro = [ ]\n", "for a,b in ward.children_:\n", - " dendro.append([a,b,float(len(dendro)+1),len(dendro)+1])\n", + " dendro.append([a, b, float(len(dendro)+1), len(dendro)+1])\n", " # le dernier coefficient devrait contenir le nombre de feuilles d\u00e9pendant de ce noeud\n", " # et non le dernier indice\n", " # de m\u00eame, le niveau (3\u00e8me colonne) ne devrait pas \u00eatre le nombre de noeud\n", @@ -796,7 +797,8 @@ " \n", "fig = plt.figure( figsize=(8,8) )\n", "ax = fig.add_subplot(1,1,1) \n", - "r = dendrogram(dendro, color_threshold=1, labels=df.index, show_leaf_counts=True, ax=ax, orientation = \"left\")" + "r = dendrogram(dendro, color_threshold=1, labels=list(df.index),\n", + " show_leaf_counts=True, ax=ax, orientation=\"left\")" ] }, { @@ -813,12 +815,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -831,7 +835,7 @@ "\n", "# x ywidth height\n", "ax1 = fig.add_axes([0.05,0.1,0.2,0.6])\n", - "Z1 = dendrogram(dendro, orientation='right',labels=df.index)\n", + "Z1 = dendrogram(dendro, orientation='right',labels=list(df.index))\n", "ax1.set_xticks([])\n", "\n", "# Compute and plot second dendrogram.\n", @@ -975,10 +979,9 @@ " b = float(spl[1]) if \"+\" not in spl[1] else None\n", " if b is None:\n", " return a\n", - " else:\n", - " return (a+b) / 2.0\n", + " return (a+b) / 2.0\n", "\n", - "values[\"montant\"] = values.apply(lambda r : process_intervalle(r [\"MODLIBELLE\"]), axis = 1)\n", + "values[\"montant\"] = values.apply(lambda r : process_intervalle(r[\"MODLIBELLE\"]), axis=1)\n", "values.head()" ] }, @@ -1074,9 +1077,9 @@ "data = pandas.io.sql.read_sql(\"select TRNNETO,AGE,SEXE from salaries\", con)\n", "con.close()\n", "\n", - "salaires = data.merge ( values, left_on = \"TRNNETO\", right_on=\"MODALITE\" )\n", - "salaires[\"M\"] = salaires.apply( lambda r : 1 if r[\"SEXE\"] == \"1\" else 0, axis=1)\n", - "salaires[\"F\"] = salaires.apply( lambda r : 1 if r[\"SEXE\"] == \"2\" else 0, axis=1)\n", + "salaires = data.merge (values, left_on=\"TRNNETO\", right_on=\"MODALITE\" )\n", + "salaires[\"M\"] = salaires.apply(lambda r: 1 if r[\"SEXE\"] == \"1\" else 0, axis=1)\n", + "salaires[\"F\"] = salaires.apply(lambda r: 1 if r[\"SEXE\"] == \"2\" else 0, axis=1)\n", "data = salaires[[\"AGE\",\"M\",\"F\",\"montant\"]]\n", "data = data [data.M + data.F > 0]\n", "data.head()" @@ -1123,17 +1126,37 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2240691, 2)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nonull[[\"AGE\",\"M\"]].dropna().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 310.98873096, 4710.02901965]),\n", - " 4927.219006704247,\n", + " 4927.219006697269,\n", " 'R^2=',\n", - " 0.13957345814666167)" + " 0.13957345814666222)" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1141,8 +1164,9 @@ "source": [ "from sklearn import linear_model\n", "clf = linear_model.LinearRegression()\n", - "clf.fit (nonull [[\"AGE\",\"M\"]], nonull.montant)\n", - "clf.coef_, clf.intercept_, \"R^2=\",clf.score(nonull [[\"AGE\",\"M\"]], nonull.montant)" + "clf.fit (nonull[[\"AGE\",\"M\"]].values, nonull.montant.values)\n", + "clf.coef_, clf.intercept_, \"R^2=\", clf.score(\n", + " nonull[[\"AGE\",\"M\"]], nonull.montant)" ] }, { @@ -1154,16 +1178,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(2229, 5)" + "(2188, 5)" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1171,7 +1195,7 @@ "source": [ "import random\n", "val = nonull.copy()\n", - "val[\"rnd\"] = val.apply( lambda r : random.randint(0,1000), axis=1)\n", + "val[\"rnd\"] = val.apply(lambda r: random.randint(0, 1000), axis=1)\n", "ech = val[val[\"rnd\"] == 1]\n", "ech.shape" ] @@ -1185,23 +1209,25 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "homme = ech [ ech.M == 1]\n", - "femme = ech [ ech.M == 0]\n", + "homme = ech[ech.M == 1]\n", + "femme = ech[ech.M == 0]\n", "\n", "predh = clf.predict(homme[[\"AGE\",\"M\"]])\n", "predf = clf.predict(femme[[\"AGE\",\"M\"]])\n", @@ -1225,9 +1251,17 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\python372_x64\\lib\\site-packages\\statsmodels\\tools\\_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + " import pandas.util.testing as tm\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -1253,10 +1287,10 @@ " Method: Least Squares F-statistic: 1.817e+05 \n", "\n", "\n", - " Date: Sun, 29 Jul 2018 Prob (F-statistic): 0.00 \n", + " Date: Thu, 02 Jul 2020 Prob (F-statistic): 0.00 \n", "\n", "\n", - " Time: 16:23:36 Log-Likelihood: -2.4023e+07\n", + " Time: 10:43:44 Log-Likelihood: -2.4023e+07\n", "\n", "\n", " No. Observations: 2240691 AIC: 4.805e+07 \n", @@ -1308,8 +1342,8 @@ "Dep. Variable: montant R-squared: 0.140\n", "Model: OLS Adj. R-squared: 0.140\n", "Method: Least Squares F-statistic: 1.817e+05\n", - "Date: Sun, 29 Jul 2018 Prob (F-statistic): 0.00\n", - "Time: 16:23:36 Log-Likelihood: -2.4023e+07\n", + "Date: Thu, 02 Jul 2020 Prob (F-statistic): 0.00\n", + "Time: 10:43:44 Log-Likelihood: -2.4023e+07\n", "No. Observations: 2240691 AIC: 4.805e+07\n", "Df Residuals: 2240688 BIC: 4.805e+07\n", "Df Model: 2 \n", @@ -1332,7 +1366,7 @@ "\"\"\"" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1355,29 +1389,31 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import random\n", "val = nonull.copy()\n", - "val[\"rnd\"] = val.apply( lambda r : random.randint(0,1000), axis=1)\n", + "val[\"rnd\"] = val.apply(lambda r: random.randint(0,1000), axis=1)\n", "ech = val[val[\"rnd\"] == 1]" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { 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\n", 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"text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1412,7 +1448,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1449,55 +1485,43 @@ " \n", " \n", " \n", - " 2256\n", - " 59.0\n", + " 1772\n", + " 17.0\n", " 0\n", " 1\n", " 750.0\n", " 1.0\n", " 1\n", - " 10964.552450\n", - " 44765.693650\n", - " 1785.414617\n", + " 10964.554865\n", + " 31704.171684\n", + " -11276.116818\n", " \n", " \n", - " 2369\n", - " 42.0\n", + " 3409\n", + " 44.0\n", " 1\n", " 0\n", " 750.0\n", " 1.0\n", " 1\n", - " 10964.546316\n", - " 44188.902222\n", - " 1208.647232\n", - " \n", - " \n", - " 5120\n", - " 19.0\n", - " 0\n", - " 1\n", - " 750.0\n", - " 1.0\n", - " 1\n", - " 10964.553439\n", - " 32326.146350\n", - " -10654.136560\n", + " 10964.546573\n", + " 44810.880186\n", + " 1830.624191\n", " \n", " \n", - " 6408\n", - " 67.0\n", + " 3683\n", + " 18.0\n", " 1\n", " 0\n", " 750.0\n", " 1.0\n", " 1\n", - " 10964.558948\n", - " 51963.645255\n", - " 8983.340747\n", + " 10964.553468\n", + " 36725.186695\n", + " -6255.096328\n", " \n", " \n", - " 7894\n", + " 3701\n", " 21.0\n", " 0\n", " 1\n", @@ -1508,20 +1532,32 @@ " 32948.121273\n", " -10032.156559\n", " \n", + " \n", + " 4655\n", + " 33.0\n", + " 1\n", + " 0\n", + " 750.0\n", + " 1.0\n", + " 1\n", + " 10964.546785\n", + " 41390.004562\n", + " -1590.252265\n", + " \n", " \n", "\n", "" ], "text/plain": [ " AGE M F montant one rnd pred up down\n", - "2256 59.0 0 1 750.0 1.0 1 10964.552450 44765.693650 1785.414617\n", - "2369 42.0 1 0 750.0 1.0 1 10964.546316 44188.902222 1208.647232\n", - "5120 19.0 0 1 750.0 1.0 1 10964.553439 32326.146350 -10654.136560\n", - "6408 67.0 1 0 750.0 1.0 1 10964.558948 51963.645255 8983.340747\n", - "7894 21.0 0 1 750.0 1.0 1 10964.552144 32948.121273 -10032.156559" + "1772 17.0 0 1 750.0 1.0 1 10964.554865 31704.171684 -11276.116818\n", + "3409 44.0 1 0 750.0 1.0 1 10964.546573 44810.880186 1830.624191\n", + "3683 18.0 1 0 750.0 1.0 1 10964.553468 36725.186695 -6255.096328\n", + "3701 21.0 0 1 750.0 1.0 1 10964.552144 32948.121273 -10032.156559\n", + "4655 33.0 1 0 750.0 1.0 1 10964.546785 41390.004562 -1590.252265" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1532,12 +1568,12 @@ "prstd, iv_l, iv_u = wls_prediction_std(results)\n", "\n", "val = nonull.copy()\n", - "val[\"rnd\"] = val.apply( lambda r : random.randint(0,1000), axis=1)\n", + "val[\"rnd\"] = val.apply(lambda r: random.randint(0, 1000), axis=1)\n", "val[\"pred\"] = prstd\n", "val[\"up\"] = iv_u\n", "val[\"down\"] = iv_l\n", "\n", - "ech = val [ val[\"rnd\"] == 1 ]\n", + "ech = val[val[\"rnd\"] == 1]\n", "ech.head()" ] }, @@ -1550,23 +1586,25 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "homme = ech [ ech.M == 1]\n", - "femme = ech [ ech.M == 0]\n", + "homme = ech[ech.M == 1]\n", + "femme = ech[ech.M == 0]\n", "\n", "predh = results.predict(homme[[\"AGE\",\"M\",\"one\"]])\n", "predf = results.predict(femme[[\"AGE\",\"M\",\"one\"]])\n", @@ -1581,14 +1619,14 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [] @@ -1610,7 +1648,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.2" } }, "nbformat": 4,