correction

parent 038b5236
...@@ -9,7 +9,7 @@ ...@@ -9,7 +9,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": 62,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -28,7 +28,7 @@ ...@@ -28,7 +28,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 10, "execution_count": 63,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -44,7 +44,7 @@ ...@@ -44,7 +44,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 11, "execution_count": 64,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -80,7 +80,7 @@ ...@@ -80,7 +80,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 65,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1045,7 +1045,7 @@ ...@@ -1045,7 +1045,7 @@
"[1586 rows x 10 columns]" "[1586 rows x 10 columns]"
] ]
}, },
"execution_count": 12, "execution_count": 65,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -1064,7 +1064,7 @@ ...@@ -1064,7 +1064,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 13, "execution_count": 66,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1111,7 +1111,7 @@ ...@@ -1111,7 +1111,7 @@
"Index: []" "Index: []"
] ]
}, },
"execution_count": 13, "execution_count": 66,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -1147,7 +1147,7 @@ ...@@ -1147,7 +1147,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 14, "execution_count": 67,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -1174,7 +1174,7 @@ ...@@ -1174,7 +1174,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 15, "execution_count": 68,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -1199,7 +1199,7 @@ ...@@ -1199,7 +1199,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 16, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -1219,32 +1219,9 @@ ...@@ -1219,32 +1219,9 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 17, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f5531bd9ef0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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2TTGikO7swXQBVBEzg80q5QO7KqTFPsvCPa6bfq2+x4OzVng/FJt4Fvt6VpzDCdc9i+N+9kwmbWUJ/nghl9obV1K2sBIHxthKxtib/u9WAPMBjDbcciaAuxlj7YyxxQAWAZhKRKMADGSMvcK8L/MHAGcJ99zh/74PwImkOuZ1I2Sjc2BObTHhENyT57RuQarCZ1RJG5xNWUVuoZRCiV3r76HaxLuTWGnTdnMO603bd+Jj//MsFqxqzaS/pAg4h54sn60REukcfHHPoQBe84u+QUSziei3RDTELxsNYKlw2zK/bLT/Wy6P3MMYKwHYDGBYkrHVGlnoHMLw0Ek4h943qTsjKquLtdKKTTvw4MwVwb/TcGjVfI80z6v0c+hGYiUbnnt3Ld5ftw2/fmZRbTr0QdKPNCLEvgZn4kBEuwD4C4BvM8a2wBMR7Q1gMoCVAK7jVRW3M0O56R55DBcTUQsRtaxdu9Z16J2CTDcyS2OR691gTr+9fHOqeEU2qDZa1atx2chcDobn/uYV/Nt9s4N/i9yG6/et9R6jfnb1C7ntBXcP81oppHf6upO6Ym0FA/Lj5bTBDifiQET18AjDXYyx+wGAMbaaMVZmjFUA3Apgql99GYCxwu1jAKzwy8coyiP3EFEdgEEAYiYcjLFbGGNTGGNTRowY4faEnYQs5hafoDb5eHfTOZxx44v4+l1vpr5f59GrNGVN+cQui3/l5h2Rfy9ZV1tFapr9WG2tpK571UPzndutlZ8DJ8ALV2/FU/NX16RPIJxzgfFDLlaywsVaiQDcDmA+Y+znQvkoodrZAN72fz8IYLpvgTQenuJ5BmNsJYBWIprmt3kBgAeEey70f58D4GnWzTVGWQ6Pn6b0fal/1wLfvWcm7nxlSaf2oVISOoeE0CANUfnaH99IfH8132PD1p2J71Gd8LM49NfKz4HHvJqzfDMuuqOl0/trbevA0f/9FFZtaQMQzrVcrGSHixPcMQC+AGAOEc30y/4fgPOIaDK8w+wSAF8FAMbYXCK6F8A8eJZOlzLGuFHxJQB+D6AZwCP+f4BHfO4kokXwOIbp1T1Wcqzb2o53V7Xi6AnDnepnwjn4rey0eGt2pc7h/reW4/63luMLR43rtD7SJmIxru8avaZqvkeaDUplp5GFSKhW9h87a2xDOnPpJqzY3Bb8O+cc3GElDoyxF6EWaj5suOdqAFcrylsATFKUtwE41zaWzsSXfvc65izfjEVXfwJ1Rbu0LcuDh504dE6/NnQW8xbzc1AkqqlWSe1yGxF1qfA5jV+HaiFmQRxqJlZKGLZi0ZqtGDOkGU31RXtlBeR3k0dndUfuIe1jyfptAIBNO8ymeAEydIKzxlYSZnItc+Am6eqtDzdi4ep05omqZD/VmrKqCFuS7a8WCulU1krqsKxVo1ZipSQxjXbsLOOknz+Hf/nzW6n7kx+LiytzsZIdOXHwMbCpHoBnh+2CWop3ukrnkKSrs296GSdf/7y5PU2DQS5txXEu7SZfq/dUTTdp7lXqHEx9OL6IWomVkpzYuZe7KZS5DfJzBZxDzjpYkRMHHw113qtoE4KvnfbLF3DIjx9X1q/lJl1LbqEr+41wDsp4S+naSnW/M+dQDeuQ/JakYiVXZ69acQ5JuglDXaR/xzoT1pw02JFHZfWh2gj1oaWzNWW1oavyOWRJHF5+bx0WaMROqvAZHN2d+6/18FR0wHToLzMWLHLTWLtj4D0+3mrmoe6purkxZLdAzjn4cJX/h/Wrm1xvfbgx0HPY0FXWSpOufCyzts6/9bXgty7wnuqVmp9Xf61mYqWqGIc0NycTK7lzDnbisHB1a1UiHiCZ2S0PG5MiqkmAQkEjVsppgxU55+CDb8CqBbt6SxvaS9EQv9XOrbNvetm5bldZK7nkRFjT2oYBjfXVdaQQIVVvrWS/MZOzchXfI80GpTqUuIqVTM/rsmlzndKSn55urcsYU+oxkug2+JrMknMIIyHn1MGGnHPwYeIcjvyvp7BOcljqKvFOd5vSU69+Cp+95ZWq2lCF7DaJmlxQO4V0bb9IY71iyZrESo45KrI2Zc3i/b+3disA8xx444ONOOX657F9Z0l5XaZFW3n62e62kLohcuLggwWcg2P91GEdGM435gqOoxKJytr9ZvXsZZurqq8yZeVQldlOn+u3tuPZBWsSjSnWr2vI7qpMWZPfrIw1ZaAOrtFps9Y5yErkFZt2aGqqMXPpJpzzG+/QYXqE/354PhasbsXby9X6Qfne5f44uuM66m7IiYOPSsA5uCod0vWzfWcZLyeU23ZnziENvi8EuwPMyX6UegjLNzr8qiexRJVwRrP/NdQVUp+cq/kermKlta3tYX8JO3Q12cyaOIjf8pl31uDonz6Nx+euMoqvZi7dhHGXPYTZyzZhleDVbALnpGSxL4dO59Ib1lFnIycOPjgn4Lpg006u1jY1+2vsK6Jz6MXTWtQ5BDkeMnxeQ1Npt8ZafI+7Xvsg7E9x3bThunIO9ZooqTtLFWzYljwGlPha5iz3OEUbh8kD8T27YC0GNrmpQxvrPM/pL9w+Aw/NjkcK1hHH3ryMskJOHHyEc6hzxQmtbY4e2AK6ypS1VuBiIpXOoTMfV9xU5ZOzu3ixtkhKjGxBHTl0IWO+ftebOOw/n0jUJyB9S6HcNaBiv0ZX4hCO+8oH345d19HGXCFtR04cfCQ2ZU25LYhOdq7obWIlGabAe5muYcO+lDbef3fYY0zbbZtG3CKjTiNWezJBWG3xlK4S59jWTJp3KRI1VZ86B7rclNWOnDj4SKqQvv/N5an6SXNi6SpT1lpBGXjP/6vaUDoj1EOcc+ieL3r7zrLWMkcF18NIFtZK4tzWbb4un47gvk7EOaMiDnqdi7r877NW4Ll3uzaRWHdBThx8BH4OjnvC/W8us1dSIM2W0+vThPLYShE/Bx5vqUZjSLk31uJ7iArpb98zEwf8h7tzYluHG+dgw70tS611yhHxp/q9uL7mNHYhKjqgIzK69r/557dw4W9nuHXugJ2lCj5wdHbtbujzxOHxuatw8I8eww5/EXW2gjFN++LppzdyDiGSiyKyQoxz6CZKh1K5grte+9BYx0TYsiIOsoUZAGze3hFJFysS8ojzXQrCm8ZqUClW0nAOtdI5XH7/HHz0Z89iSwpdY1ejzxOH/3p4Pra0lQL2u7OnTBpZZ1eIlWppFaUKaWAKqQGHa4n6R/xE29lWa65wCTpnquKqkE7zLr9591v4+l1vYukGz2y4bBErMeZOKNxpsyBWUjyEjgjYvu+VD7yNHTurJ6wvLPREVFm0VWv0eeIgy687/0SRvH1WY7ESYwy/ec6enF5FQB6ZEzcntEHpDV1l+Aynfrm5rNAfR8lRnpV2fDq7fBk3PrUoXQc+3Ilc8gdZttEjCvxZIt7YEcuz8OW6Wiu5+meI7191j64Z23e745UPcOerS5zG0FuREwe5oJP3Xt2kNJ3UXTmHSoXh188swrjLHsK1j75jHMeCVa3aBThv5RZcY7lfHhfH2yuSeUuLSB54LxmMsYWkf5cc01mmHd8/ZtmJ6IZtO/GrZ+zEwXwarx0LJM7hLQp/niRdOHMOInFQTCCtE5wDVU+YtM6InigO7vPEQd4VXL9hWouZNCcZVz+HFxetw88eWwAAuOnZ97T13vpwI075xfO49QU1d6DaGFWOUKrF6HoyVN3j6iGdta2Sqj3XjGVpFv3idducIvLaCLwLaiMe87OrCZ2d9PPn1DVjJsPV6QRE4pxIIe3QdhbhprphJHRnWIkDEY0lomeIaD4RzSWib/nlQ4noCSJa6P8dItxzOREtIqIFRHSKUH44Ec3xr91A/g5LRI1EdI9f/hoRjcv+UTXPJ/3bdbFn7VFrWgyu1kqiKMQ0KZdt9OLLzF7ufsrnjlCimV9WIjhljoKM+1B3LI4hOgiTZ7Eox08zulOufx43Pm3nCBrqqj+7pTEJdYZ0i0rmv7W9ZJS3pxX76OrNl3Kw6K2V7B305I09C7jMvhKA7zHG9gcwDcClRHQAgMsAPMUYmwjgKf/f8K9NB3AggFMB3EREPDv4zQAuBjDR/+9Uv/wiABsZYxMAXA/gmgyezQnyptDZMv1kVtf+NUexUlS2mx6mRbFaiHmjPNWn6FilcwgywSVvLhXqJQ9hUx6EO18Vwlmk2FR3OnIlzfVFeyWYubVODhXm9R+k3oxfm3TlY0bRmO7gM2vZJqe+5XGvl6In6151rZ3geqIJupU4MMZWMsbe9H+3ApgPYDSAMwHc4Ve7A8BZ/u8zAdzNGGtnjC0GsAjAVCIaBWAgY+wV5q2oP0j38LbuA3Aiybt2JyEt55AWeusJV85BD9HLtbNeX5SNV4mVqmhbY+GiH0t20MUWUsFmWlzKSFj9/MJ1VbfhzjlU3ZXVssr2fflvIuDaRxe49Snt8vLzpllvHGlEpL0JifhWX9xzKIDXAOzKGFsJeAQEwEi/2mgAosfMMr9stP9bLo/cwxgrAdgMYJii/4uJqIWIWtau7Rwvxk6n7ynYaJ0ViIxiRpyDCVEFYDZtch8DtSlrbU5cKx2jgALAAEtQuCfnVxcunEMWkaRBZ3IO8j0uFkbyeFSb9H1vuDuYLlkX1d3IprvawHsObWdxvgoDSFbfVq3hTByIaBcAfwHwbcaYadaqXikzlJvuiRYwdgtjbApjbMqIESNsQ3aCPAFcT1rpPWo15UaFtP1+IJoSsRZ8l/JdVdFxrQPvyX2lqa8+DXefnUDk9Mw+I+nH7KofYv7/ov3G6ynDrWsgi+hkQwItN1PjT9QTA/05EQciqodHGO5ijN3vF6/2RUXw//Lj0jIAY4XbxwBY4ZePUZRH7iGiOgCDAGxI+jBpEGMdnRXS5h1l3GUP4fv3zYqVp2FzI34OhvFlFZPfKMMWfyukJ1WNwFGs1NWKQvH91Cr2U1rY3DXGDm3GXiP6p2pbJigu+arl7+kiizdZDcmvWiYW1URlzXJD74G0wclaiQDcDmA+Y+znwqUHAVzo/74QwANC+XTfAmk8PMXzDF/01EpE0/w2L5Du4W2dA+Bp1onHr0/f/DJ+7SvJYqZ1GR4p7m2Js8dpDjLRCa6vGc0XnHyDYoxZT5A2u/J0CmlFyO7OyOeQAHsNT7dhAtmYQGYF62nev5zFW7ZupsxL6xm9x95uXUG/TcnzvN0gVvr0YeHZ1GVaZXHY4k28v24bNm/vWSE0XDiHYwB8AcDHiGim/99pAH4K4GQiWgjgZP/fYIzNBXAvgHkAHgVwKWOM27JdAuA2eErq9wA84pffDmAYES0C8F34lk+dAcYY3vhgY+APEL/eWT377WvKTQur7Mg5qDyMZcxaugm3vbhYee3iO9/A+Msf1neAKPH8S8rggzLCCKxCmSKkhoyn38lGtq/CqMFN+osWsRIRYf8fPorzbkmWDjYtTHuYk2zdtaK2f+7nYK/7+LxoCHCX03ldAmMBWecgHphEowOXsCSNjtZiLrjwtzNw+o0vZNZeLWDNqMEYexF6acGJmnuuBnC1orwFwCRFeRuAc21jyQJbdkQ9N+WThm3OnHzArnhinj7GPWMsyHylQtIokQBQrrjZ1Uc5BzXO/PVL2vtNzxX0Lwzg9SVxyV8qJzhV+AzeX5Vn2ml7DcWr76sllOJIv/bRvfGb50LHQaPJcGR8cby0aB12dJTxyvvJ0sF2Blw4QSJK9Z7lO1zESqr+bdDlmgDihNFkvSQSGZdZmoXVmdgP9y/qKehzHtJyzJyt7VFiYZqr44b1w/lH7gEAOHSPwUF5pcKCiXT/m8vxyV/pN2C9tZK+5w7BY9lkEeJyGnKBq6z1rQ/jtuipxEpBv4qLlqGMu+wh3Kbx9AaA6z4zWRibfnDy/uPqT6L6br9/eYn+Zke4emjbMH9lq7UOIRuOOY2M3kVsKPugiJC/qJE4COIpFzqmd9BjOPUXz+Pvs1aoK4jjk+Ycj0fVE9DniIP8vV1M6zgKBcJHJ3pWUqMGNQfll98/BxN+4EnIFq7Zaulfp5DW3xMxZTW0LRKOasSlRuW48HuNkGeAw7SQdQgWkKJfl0V81UPz9W07jkFOdiN/p/Vb23HQlY9h5tJNVs4hC2xPEMXT9K1thKquSCCqjjjwDX6UEVV1AAAgAElEQVTLDrNMXdWFk87BIFayBc4UaawoVnIhZDrCVaowvLOqFd++Z6a1DRkLV5v3h+6EvkccYt/bblrHUSBSikDuERKh2NhznfWI6QRVsjhdqepV48BjXLCWRZXEmYyD3/G7l5fgmXfWYPmmHYKHdOcpgcR9JeYpL3X76vsb0Npewi3Pv2c1Zc0CtQrxXCwQCCnFSv4tfL4s35RcbBKNOKyGWSEdhVmsZE4puk2SIthyQaQRo/V3zI3dHdD3iIOVGOg/eJEIRPyklcLsyHDZyDmURZ2DvuIvn1wY/FadJt3DIKff8aqJ5fP+2m340u9fx2m/fEGol3ooANw5qKJMHBzbn7HYbHG9YFUrPvHLFxIne3HNw1At6guFqjkH/rZsYUFU37xazkGmDrJoVZzz9QUz5/CB5F+hzT8tPOZjc1fpx6ZAFvGyaoWeM9KswIz/tMiavb8FIr080ta9TiEt3XnbC+/j/Fs9a5dIEDhNB9t3ljBP8KhVdeMa08d0IrI9n+thap0QA0c+tW/e0ZFZ4D0XDopAcfPT2DxRi+xufs4cQO+6xxdg/soteHlRMuV0rWLxcHFamt74GH/+xLv41/+bhesefzd5Gw7f1xRjSv5s8gGonIBzkOeabmhimzzRkSvScBtdhZ7D42QE+dPEJoThXr6QCpQ+2qNrFEpRju6ic/jKH1qkfuI1XYmDaf5aTdkV19dvVekmSPmboxoPae/7JLzHoHOYu2Izfv2MZ8kkExvX4HhJIY//sD0G402FAUC1qC8Sdpb13/X4fUfg2QXmUDUPz3E7Pd/6wuJYmctnakrwjuUpLr7HOovOQS7SbeRi+aDmeuexmdrsjuhznINtArh4IJOGc/CcyKwjUJYuWKW3KnHRObwknUxV1do7XHMUGDgHK/GLX5+7Ih5tRawmK4OjFY3dKSEqxcVT/iKDscCR44dG/i1+39NveDES50gce5bEIarLiD74Z48YCxfc97WjtNfWKYi0p3PQIyuvex2cFMOma/J6NoqVBGslxVKQuTWXA6DNB0N+fa4ZBrsD+h5xkCeATBwMU7EgcA46+antYKBbCxf8dob2nijn4LhbKqqpEvaoYOQc3Hq3QmxHRRxMvg82RKLTOt4zZVyUOHCC/N7aOEGZtTQ8wQ/u15B4fDqYrKDMsurwzkmjB2kJliq4YKjsNStfVcjG/NVex3hYkduTGhStvsSNWp1v2txWcK+jgYjt3u6OvkccbCcNw7fjhwRP56BiS+0fPs3ccLVWivbDUKkw/PyJd7Gm1dsUVCdHFUz+Erb+VQtKqRwXGlKdTt9evsWpv2pgOjNzx8OY1RB5+YU5TjlwN2MfSYhbhYX+DfJtribCTfVFPPQvxzr3ed1nDtEqpJ95Zw3mKbi+LGFbMwMa69yjAiA+d1sFQwCxrmqTlseiW6uuEQuAuOObKYlUd0PfIw7Sv+NiJfvHKxApQwVUmP1kn0bRKHpq6jabeIwo4M0PN+KGpxbiX/9vNp6ctxrXPe4WI78aJbDrndHUp+4nQ69+gjGklIrwVKnVnvTaHEV5HN+6+y3/V7Tffg3u4iujmE7AVWdNwtih/TzioLj+pd+/rvRl4ciCcJvEqQAAg35PNQb5cLIlQhyEekpv/ChcrJVMr+ALt78WKys75ibvDuh7xCHmJOP+sfhEritSJKQFx3fumYk1W8ync90830Vj/7xua7uTQlreDopEgWd1W0cZX/5DS1yhqWnMZPJqe1vOhIUpf6ZvT2xauCWtvwc/4cn9b5AyjdnG19aRzF+BK3flT9C/QW87Ih8MkuoJCNRlAQ4vuqPFeL1/QzLOQT6Zi8SZ2YiDTGh0xMFysCmVK9jaXsILimRNOefQjRGfANF/mxKN1Pty38a6gvJE+NCclXhozkpj/7oJp7N6mHLVk9EAc45zS/Qb0m0VOi5GRzC3tHVg0RrzSU/1eKqyiHWuScehas84gijS6FNP2HdEwK3J30uOl2QbS1vJTBy+ePQ4Zbn83Emcp1wD1fEudJwDxzETYnm3rBgxoDHxPfIzjx/eHweNGZSIc4hJAoTfIgeuNtyTxEoOOgcV53PZ/XMw6crHrPd2d/Q54iBi/x8+GitTUXuOBl/u21RfRLtl0SeFbC0jQgzJ4SqWqisUrHV1Joi60835t76KP89YqrwWjM/xBLpFIwtWtOjUXvSOZPfIBKRYKARcl8361/a8NrGSzgpJfoZEYqXEnIOZQDcUC5jx/5QxNpU4bI/B2HfXAYnGAMSf+czJu1v5vrieQC8mFgmsauOPExp1n2Ift724GG9+GA1D/re3lmvHm1srdWOIE2BHQpafKwV1nEPS/kUM28XN6sWV+y86ZoVTBa3TEQeuJDbBdVv+zP++Et6TlHMw3PD28s2Rb2PaXHTvpa5AwQnPtpht38MmVtKJgOR2XfUIQNxnQwveCZHxu9UVC4k8e9NGeZVRrjAUiCxipfD3sP4NypP5oXsMxu++dAQ+P23PsG0HncNvX1ps7RMAPnXTy5F/m3wfelJGuL5HHBJM2jFDmpXljXXpOYc0IbtF/OoZtUeu7GVcLFhkBT6uVeS1UOlTXFAsqK24VNgkJD4xfZOkXPiT86Nhx9NkZSsWKSAKNjFAtToH3fB4s8P6e4eGJAENXTmHQKwEM8GtL1Ki95hVlNdShYFsCmlh7hSk+bd80w68sHAdVm1uwwn7jkRDXQFPfvc4jBnS7MQ56GCbE4P66YlDD6INfdBDOsHH0dVtqs+ec3AdlipM9rKN22MTNsI5JFTKdqS0qCikjNFjokUqwtHZ66u5viiIlcy92Z7X9i51h3z+3D85cxL2HNYPuw9WH1SUbSZMRWfb9+sKhUTZ7aqP1eShwjkHUx3hYpEoMpeO+enTAKL+HRNGDsBhewzB7GXxdaQikIwxa+RXGUP6NQDYZh1vd0cf5BwS1NVMggJR6twJuruqWUzHXvNMrGy/3Rxlvop+0yrNCBrPcct9WThaLVmnXoxpbJUGNdcH76Casbtcl0fIN2F+W32RMGn0IADAJybFfSpWbW7Di5KezJQcJw3qNJyDbn2kjfIqo1RhiUxZTWFtRBQL6vWrulM1n23rY2CT/sydi5W6MWwKRHFTlWvyews28w4DtGKljM/D/RqKqVv8H00KVRu81xLvVffMfJGZ1pqLySGgTxmaxlqpWAjFStV+FtteoDNDDdUBUe9nGWff9BI+lIK/qfQTqgBxQR+WcdYn5ByQEedQrjDr2MT1TI6HtoLEYXCo5pqq7K7XPoiViSgaQozXKJ5iJrASByL6LRGtIaK3hbIfEdFyKac0v3Y5ES0iogVEdIpQfjgRzfGv3UD+rCeiRiK6xy9/jYjGZfuIUZi+zeB+9WgWrEJiSsEij61UxQlAJ1Zi4u/qZ1CFhW2a0lWqnmO9Y5gNGTpxgs4kMFT2dt6KSSJSu/erR+HJ7x4XeQ5rfg7Nt+IKXDnTIOB5/XLICulCECXVa9c2elVIDJWS+yPXxrlLDpsCuaGukMh3gpDNFy1VKhHjAA7GWGBCygCcN3Us5v/kVBQLZuU1R7GgOf2r5q7UYEe5gj+++qGxfdOr6m2cw+8BnKoov54xNtn/72EAIKIDAEwHcKB/z01ExHfbmwFcDGCi/x9v8yIAGxljEwBcD+CalM/iBNO3KQqWEV+78w2s2hJdeBNG7AIAETmoLUeCfP3tFfr80sE9hibPOXyM9X7A/eTm4pRz4n4jndryLEvi7dmVuvpr6ueIF/IFKRKDlitOMvYrr+Gp44diwsgBEQsZqze25rrJYmXkwNAHQB6DLFYyBePTIYllEx+Dqel+jWozWt0tlBF1KFcY6oqFWC7nv761HKf84nk8NX81KoyhvlhAc0OxU8RKd0um24++rTb/dnV27FU6B8bY8wDMGU1CnAngbsZYO2NsMYBFAKYS0SgAAxljrzBvhv8BwFnCPXf4v+8DcCKpBJyZQf91CoVw039UkcSDhw4WOYc7Xlli7O25hdFwx7pYNeLC1+UPHthUp/WkNrVXLVydqgjqyW+z0DItaFexkgrDd2lMpXQQNxlbX5WAiEQrugaaJQL+8c0wFhK3NGLC9eA+x+d2t2RlQR9G4lBfl5Bz0HMiRl2YdEupzFBfJHRIk4qvoffWbgVjIafkhbWxvyTSHGJU7+DKB+dG/r1pu5qrflhwfjW9qVrl6cgC1egcvkFEs32x0xC/bDQAkdQu88tG+7/l8sg9jLESgM0AkrtkOsK0COoU5jaXf2I/XHXWJO+6b05Iwsly6QZzakSZc+ioMBy11zB844QJ2nt0E7xQcA9zUGEMLR+40nQzXE+iOpt0HXfCN+Bq8kdw6EbosqfFT++hSaSte77Yf/fSkki50ZxUaJTgKZzPOHiU1zcXKwUbN6luE/Rf8eaTnq1sCuT+jUVlP7pvYyI2Hz9wN+w+qMlpXOWKxxXIh6WAcCJqulpwFStpiIjLxr2lLS4m5GPlMIuV7OPrLkhLHG4GsDeAyQBWArjOL1e9FmYoN90TAxFdTEQtRNSydq05AYkOpm+jMpsb2r8Bjb78mKcZFO3Cm+rNrzCWRIYxNNUXsK90ghL71W2mSaykGIBfCGlDq4HzqVHD1utz8Xp/EwfeU3WdgtnU3SPm67ARY35ZVoibzEmj37qivMj717XCr9cl8H/QjsPCOTTVF5P5ORjsNZJIvMqMoa5QCIIgckREbhHOIYFYSTEnVXlHZLQKxGGUQOQixMHAO3RVDKs0SDWzGGOrGWNlxlgFwK0ApvqXlgEQ4wGMAbDCLx+jKI/cQ0R1AAZBI8ZijN3CGJvCGJsyYsSINEM36xwUJ49+DXXBZl0fcA7h5Lcle5HNCivMs92ORVEV+tVyDob0pDKyPKEk4RzUYzFzDqZvUn2a0OQI5f72syRf7LJTpPwudLoD7i8jbtQQSiKcgzAY/l6yMFu1qQjqi4o0qsb29Byux6W4oVTxxUoxzsFr4aqH5mNHRzmSvtdFrKRbRz995B3rvWII8D2G9gt+i4c2I9PYc2hDOuLg6xA4zgbALZkeBDDdt0AaD0/xPIMxthJAKxFN8/UJFwB4QLjnQv/3OQCeZp1IXk3LvVjw2GtRudTcUAiUi9wRSRQ7FC3yeHljrVS8BS9vHuK4dCEbdEmGVMjyFbpyDjorLl2MGuaXGwmA4pKqum6IaTgK/ryixZcO4QlfTwxkiE02+pxnIEbidRScgzhH+HUd4X76ex8V6qofQj6Bc3SUK7jhqZDrLBYKaj8HzVqycQ6uBL9cZihVGNpLFdzbEkqrxdtLFRYQLtfDk9ZayQHtpXAyiyFFKs5ipZ5DHazaTSL6M4DjAQwnomUArgRwPBFNhjcHlgD4KgAwxuYS0b0A5gEoAbiUMcZ32kvgWT41A3jE/w8AbgdwJxEtgscxTM/iwXQwfRuucvinG18Myprr63DCvkPxy+mTcdpBHk0UrTs6SuaPLW8aHucQP9FGJrzGq9b1ZCS3Vy2q1Tloo1syBsYYXn5Pb2rbFQo8/rjeQnYTK8WC9xl2CMY8h7bPHbkn9vYt4Ph5gG/CgcxVaEacFzbOYS+/XcC+EZLEO9zbshQ/f+Ld8FlSHCHT6CNklCoM23xT4J89tgCfmaIOUsjfWaHgdijSJevi+O0Xp2DBqq245tE4JyF+V/Hdu67LnqRzsBIHxth5iuLbDfWvBnC1orwFwCRFeRuAc23jyAouYiUxCmpzgydvPXPy6KBMVEjbTgKqHNWeWEnmHPT3iONzFytlNwtdY/WQpl+TQlrlByBC9RhJCEYaoQsFnIM9Jzh/Xp2/ggoMDE31RRw7cXisnaCOgiMROdqQc7Dv3LJJtm5MHFslpatrcEAOMoS8IIVIVYexQ5uDPrbsEGJxSR3z5lx1clzJrQqNAXjhLwZovJzF7yq++1Kuc+j5MOaIVkxqlU5BFJ/YPrYsIqowhkIhrpiTWWUVkjjfZUkc+ILYf9RAYz3dpvC3meoQxhXN4ozWcRpiKI6RRpDGKJrfw5iLtZK6H6MpK4sTrUA8Jeg75HbE3BAVxXUdzrn5FWW5OHZxusgy/joNAWrS6NsI0FKOApHTYePaTx+Myz6xX8C1iuIceU5wgxFXsdKApjpUGLBNTgErjFFHEEUuSnz3XcHRdzb6HnGwcg7RCqo4+uKksM0JedLwDXGtIZ/zv983W1nuuf1XPwkP3N28ycvgC8JGCEmhE2GMYcZitUktY3q/D44HJMKys1QxLkR5iGkywYkhLGyLORJSRdGGdoyxw0FU5xA8okgcOsQNUt2vCjbOQdYR7JTEmrJYiY91uCbMvEnnQKTXA4nf9cT9R6KxTud8F2290SdSrjo5rkPcLHAj8hh1RFckbKK4NcKxJNQ5vLd2K15apM8jw9FeKtc0WVCfIw4mqOS3qtORaF9tO6HLXAAXK22MhagI681Yot5Mk4iVTMNKEpsfCBeE+KyfOmx0rJ4qKquoSJRRYQzfDnImq/GaRFj2ueIRfOvumfGKVfhNypuVqHOw5gTX6Bxsm7ZMtLijYUCYgvAZYb1xw0LrGD4PknpD68Yibqo7S1HOIWY84Vcd0BT3Auf6NN38K1A0S6GInQLHwvtUPZ3cdnNAHNx0crv4IqNtGpGmUSwk/BbfS0QhLd3zz8eMV97PceJ1z+Fzt8XzTcvY94pH8bnbXrXWywp9jjgYFdIKU1bVRuopvrzftrkoK5e5Qlq8b+SARid2MyuxUkNCDSNfTOLC+9yRe8THh7iib/5KfVrRCstOQadbzqY9WnepIBBD0+uuE/IHyBuovGmL7Xiy7mhb/+k7WgZ6CAXRueT4CWFk1gzeG/dWlk/6MbGSxiJPdZia8YOTjLGa2joqWrGSSJRMxHVNa5Tr5gc4OZ+DDnzzNyrNNffKTncc4isziUrTint5CJFX38/GsdUFfY84mExZFZNaFX5X3ARnLt0Yuy4irnPwJr6oXHS14LBZWYgw1UqagH5ofy8W0HZBRqtqQyZ6tr4qFZY69LkOaVqTleKhQtr+HnXX4/smi/ySL48c0ISxQ5sFzsEfi1CnWKAgnWxAlFKu4Bf//QQcMyFUiEet5SycAx+b4tM21hWMnMM9ry/VzgmRc6CCvo8n5kUTOjU3cJ2D22Ej0OsYvq5u/GK5SDNNCbIYGF74/gnGdm1oL+nb7yz0PeKQgHM4/eBRylOAeLKwUfJt7VGlV8U/NR6/bxjMzjX+vZzMxAQTEUkqgeHVxQigKnGGaMXFYVPMZmW9ETwTl91XIW2JOMGZxidwcvL7jieICX8zph6fKN7hzclWT/zfSXQOKowZEoqoZEMCWecQs6wLnjneLrdG0r22UqWi/TZiYqQkz9VUF4qVXHRy0lSJXyc94WAAdmmsw4wfnBgZoyg+Vq293Xxv6rTzXRb11QJ9jzgYrhWlRaJjf1WboA5yAD+uc5jqnwCP22eEE+cwfJeGhGIl/bWk+4lqgw9kwsI1lUJ6k0bpB3jPYlvLR4wbYq7gg3crn7iNz6q5JjrBmVCgsEMbUYyIlcCUcm3x0MG/s1yLpLGlJQ6RNqUBymKljpI6tpFqo/OeW89RlSt6PcnOksiZmscsgofZd+WsRWs05XXo1zdjDM0NRYwc0BQhmiIHHDfKcJ9TOnQF59AH04QaxEqStZJugibxVH7+3WgMKK5zAICFV38CRSIce83TysV043mH4ohxQ7G1vQND+zfi87e95i6zNHEOCS14VNyTnJSGl8m93vfGMsjgxNAjDubnGTnQLUibrhWdGaaIKXtGCVBEIW1kHPSGCTHPeOH66i3tERFK2C/FiZz06sNTb5xDOnxPN0IqQ5axP7sgOmdVYwU0nANIeUjgYIzpxUoKnYOLh3tzROdgrQ7+FtN4eItmyBGrRaHjh+dED4T77jZAsELLOYduC9OnkSeFbhIT0p8AypVwcdQXCygUSMuJDGyux26DmjBh5AAM7d+Q0AlOfy2xWElRXy1Wcpv8PNlNhdnzYTiz4ZI4hsPlBCobHUSc4Ix+MV5/D81eGfPy1jk5LlrjKej/+lbc94MQvr/HA45TEitJOglxjv7+S0dox2qC/IrWSWbWctyo0Bgj/m5sc6vM4r4tHeUK3vhgY9SRLBXn4DZfrJyDQWkicgHiGHUhYgBg+hFjrX3aIH+DWqDvEQfjpilRB80EVVljqBLi/NMhu8fKKszsPRvpR/q3S1ya86bugRP3G+l8QuHBw3Rx6gEd5xCvpwufIYNHEmWWkzkAZx0Lb4bbrlOCk6cMlZ/DKEWYaR699dI/vRm/Jo/Pb0jWQck38ee467UP/T7ksXl/+fcVLchUpqWuMH2H9g5ZrGTWZ5ne+ND+DbEN/JpH3sGnb34ZS9aHecA5d+vy9SKmrELbw3dpVNa3tanLhQ6EOkPeH4dJIe3pYcwclQ25QromMIlbHDkHhY7g9i8egZEDopNx+C4NkZSQAGerVaNyOfHY7bhL5YpRJ3LpCXtH/s3ly5ffP0ffr6JMReDEk68JovzVVt+VyHHx0Z2vfhCMxRWmDZh3r+OUXEN58HbqDWbEnuxfURYZW1R2rUsMlQTiYUfFyU0ZN1R5n+rbFMiskL5h+qFSfWDeSs8RcuWm0OAhCU1vqhcV0ubxeW3HRaLymLRiMaj1WbqoBvWCSVNaicPKzTtwyV1vJL+xSvQ54qD65vyE0VRfiEwK3fzUKazkjVuWwa9tbcf6bTtjE4RkqqSBKqS4nJ5wS1tHwGGMGdIclE/bK1zgpx80KnZ/qyaJSTA+CSrCaZLViuCetZ7YxgzbYjpmgpcXql6yxU+yucg6mEhUVr9MSRyg32DkUzzfqBrq9ANTcaS60N98E8/CY1Z8DtWGOmHkLpF/B3oRpc7BbH0npkjde0R/jBAOVKUKw/jh/fGbzx8WElGH7yiKlcTx695NoLcx6ByGargOz9LMnSsV51ZB8X1d8MDMFUFSsWH91V7pnYG+RxwUZVedNQkz/+NkNNUXo1KlhApp+fQgn6SvfNCLbP7iwqirvOumqhIrcfEDx6Dm+uDkJlYd6G9WBMJnjwijW3J2VXzWvUb0l/qNvwiVJZcu/aKIMw4ehW98zMuC56KQFttTheFoCERUxmZiWLZxu54gChsw7/9bJ06MVTNl5vv+qftG/s2rmTYUlYd5nKsJ9SGAWw5wGfKziCd92e/kmk8fpG0nDecgzpv6YiFWb8yQZpw6aRSSQBQriWPS6bPs8n/CaZN2w4gBjRGvdO+eUKzkcv6IOM2Ru85QxKbteou/zkTfIw6Kj9NYV8Dgfg2xk6BJrKT6yPJJRV4k7UFiF5mIqDcZ2QNVJVaSZZ0/POOA4IQiTkzu5coQVQi2dZQhR6f82TkHo+WKk4TxxaEyAhI3t7aOMl5XhAGZfsQeQcwcxkKdwmemjInVBcLF1drWgc/8bzyAnLxZhmM2L90/zwiJqm4DZgLncIQkWmkoFoxiAjlgo0tiI5WHuS7MRikl5/CRicPxnZP3ifXMW4kTp/h7NHIOFB524iFiOPHw2mysK0DOmSF777tY1nGxkmywoXOwDIiDoc26YgFH7z0sUqdUruD+t5Zjle/vI74aXVuR7+mgM1RB3C/Wb9uJcZc9hEVC5OjOQh8kDvGPw0UGJrd/ETr2UPaG1tVTiQrEWlz5OW2vaCptcfNds6UNKzbtwI1PLYrUGdBUH5xQxFOl3Ofz/3YCvn783qgwz/lIvEpEEWWes1hJ2Nz2++GjOPc36mignOataW0LzCQHapSp/BF0pnx8GJfJOhPLnmKKDBo4wSGkDnL1uiIZxQSiSM9ry/9rMjF24By4boUThSH90iuho/167d3zuj4Wlgw1caDgsHO3oi1RV6XiNBstaXdVCNevq1iJE3/1ddHHRKzywEwveSVfVyLhMukoOES/mGoxd8XmbBoyoO/5OSjK+AndJEMWoeMceBylaz59EI4YNxT3tCxV1osRB6nfQc31mDR6UEzpWyxQENpg6n89ZRigL7IxEIc9hvXDkH6e/LK9VI4oyeWNU3V61CpoHd4fH8vz79ojUdpOWmmskQCzxVhU58CU/dQXC9p5cPieQ6xexTyWkgzb6+PvnSuiJ40ehPfWbjPdEoHS41/4feWDc61tBMprw8mcsWhKTY5GwWy44B+KxCHFOAfxdK4wgxUhe0hrp46Fc+BERT4sfu//ZmnHJp4LG+oKwWFGHEN9oZCZ1ZHOEitL9D3ioJgRwUYnbW56O2i1QpoXfWTiCOw+uNk7WSiJQ7w9EWU/d278PjcP0ILPikQ5h3g9/tyVSpR4qIiXDF6lsa4g6C3sMlVPrOX9Fp9Fd5vtcXVBBG0kw8Q5iOMLdAVSnTqDf4oqzLus8B2hCHetak8eJp8XpTLDlrYOzFy6SfscKui+pXauK8oCsZKmD9M8FaMcq+rFfE6kfk1nAWexktCeCiFxMM+/iCmrOJc1Nw1oqrMmt1JBJVpLGlk5DfqeWEkxpbkcV/4IWmsGeBNg/spoLgIeMTNMPhJtY5AvAjj/yD0V4wpRqjBlhi8igiaDaARccR3hHBTUQTTZFBedzBWoREiNRW+Ri6kbvdss8YiE9uRq91w8DU9+96ORMhsxPPmAXYPf764OI8D+87HjzWNw4ByYYE0lvwJPfOJut16RiIPed8Smc/DmRanC8KXfvY4P1m8HADz27eOcxqHaXM2ZyxRl/l/dt3F11iTiSv+wTN70vnZ8aHpt5yLDOm0d+twH4bu3iZXMfjtfPHqccmy6Zx/QVK/kpji6W5Y4K3Egot8S0RoielsoG0pETxDRQv/vEOHa5US0iIgWENEpQvnhRDTHv3YD+V+IiBqJ6B6//DUiGpftI0pQcg4Ff4xuH4ibqMqhIa77zCH469ePxjCf5ZPFDv0b6jCwqQ4XSRuXvMl0lCuoV2xeRcv47v/60UF7ss5BZ10EeBN79ZbQK3b/UV4o56vBn64AACAASURBVCv/6QD8+JMHKjeUQf3q8eK/n4AfffJAfHbKWPzui0cEz2v0zgYFxEcmvkfuNSxmNmnbEM6cHDoafueeMM+D/I5lmPIgRMRKAecQrX/Q6IHOTn9A+Ky8vs4UWH5344ZHrWW4CLTkexVz7OuH304L3UFIZQ1lU64Teadv3as5ZMwgAMCg5oZYHTnBz8Cmevzrx/fx+9U06IOLlcoVhv1++Ki2nopzEA9SUc5B3+m44aFVn3i/bs7aOAddV6r2XJN+VQMXzuH3AE6Vyi4D8BRjbCKAp/x/g4gOADAdwIH+PTcREf/aNwO4GMBE/z/e5kUANjLGJgC4HsA1aR/GBVadg1jXMPkrjGH7zuiHbqwr4tA9wvg2shVSW0cZ/RsVkjxJ+lQqM2UMfZtY6TC/b64oFVldXYhtwOt7znJPwSXKy790zHhcePQ4LSs/Zkg/FAuEa845GCfsN9LfLJk5U5sgVnIR4dnWgHgCj8qAzTe6KKTF8Bly9RvPPyymAFWNKRiPxDmoaJM4X+oKhEtP2Bv9GqLzhc/VtP4NScVKspEFEL5b3cZZVCiaRfz4zAPxt0uPwZ7D+sX6VYlLAqc1i0am6Is1bY6BKmslMX5UkLIVOt4iDn6Pyetf1EWo29AQaIW4oBY8hpU4MMaeByDbJJ4J4A7/9x0AzhLK72aMtTPGFgNYBGAqEY0CMJAx9grzZs0fpHt4W/cBOJFUqysj6MzvgARRHf12tppCISBUuHGsaW1X56QGIhVLlUogPoiOk4wxXDgWrtmKpRt2ROLyKz2aFWagOl2HCzjHYnuHcnwgE4IQ1k4jCCF6Ij/7r8fHxyC8D535ZqUicg7RCLG7NNYpAw0CwGm+ePEHp+0fcjaSQtrmROgFaIzX4YeGH/zt7dg1GSfsO0LRh75f1Yau2sw4YdLRJzmMBQD85ZKjg+/QWFfE5LGDAz8gsa5Kh6Q6TCj7Lbj5zqiS/aiCC7oaWAChzsFUv75YiIVDF6GLYKzkHGoggkqrc9iVMbYSAPy/PLDQaACi/doyv2y0/1suj9zDGCsB2AwgasOZIVSnD344kieD7vWTT0R22oJhCWKHB2Yux3PvrsX76+KWJbJVRKnClFm2igU3sRfnAsTFq9LbqmT/pvAONvC8ALZTrarf84XMcofuMTj4zZvaolg4L132sWj/wrl4iOBJKrL/HOL7jXsl876FKwT839eOjrUjL9IFV50aOBl+5bi98B9nHBB5jlDnEGsKO3aW8aGvQ6gw9UbOTVkXK+aRDDGZj/AYijI9x6cSK5UZw3Pvrg3m2X1fOypynUdHFV/N4XsOiX0Hnj9F7FeZeVGjo4o9h78ubfMvJDZevVK5gnV+drmh/RtwmD//XPOsiG3J8+Hv3zg2+F1fLMTCn4u4+dn3lOVKQlAD1iFrhbTSuMFQbron3jjRxUTUQkQta9euVVWxQvWey8KCdRErcVmzVeQRtMOMZpucE+EolZky1LQrZ3PF6fvHylRiFDmIG6BO/ejKyHEZrW6Mk0YPxGF7DBFEKmE9UddwyoG7Bb95W9/8czzX9OjBzbEyV5g2EL4ZdZQruCuI1aR4fwXEZmpjXTHyvkTltvhXxRUsXLMV76/bJtSJj80U5kSGjkuIF3qPobLuEbnPMw72PJcrFeAXT74LwIuwK8deco6OCu/7igRo9Za2WD1xnprEMlysJH9bUS/F+wXCT/fvf5mDj133HADg307ZVwiPkYBz0HBTB/n6FcALnSKK6XaWKvj3+2YH/7ZZT4mogcohNXFY7YuK4P9d45cvAzBWqDcGwAq/fIyiPHIPEdUBGIS4GAsAwBi7hTE2hTE2ZcSIOMvsAtU7DTezqIJRt8nVFT1PZX55oqRE5eAbwE3PvoeH5qxQ1gHik7CjXNGKd3Sb2qTRA4PfTQrRFRdTiZtSaLIZ1lNZSbkmXgmIpmb9/uObH0H/xrpQhuwwwfnY3ltr9whNIowcKnAW8jj4K7i3ZSneWdWqbXvHzjI+3LDdaUwh5+D3oWhw/1EDrXWS5GxQvw4FwQAAzXc74+BwYz1uorfmSpVKMA8PU4zHNE8j/RLnHMKOVRwiJ8zzV27BPlc8om2PW+mJxOaK0/fHL6Vgf4Gfg1/tL2+GQg1RrBUR81meR+YMVagvFiLZ7p5ZsAb3tISCFt06U3WdJkZTUqQlDg8CuND/fSGAB4Ty6b4F0nh4iucZvuiplYim+fqEC6R7eFvnAHiadaJNl6rpXf2EMiQJ/3UTnE9+0ykwbA/42WML0OaHzmhUKdykBVuqaBTSisB7HNd++pDgt8oS56Jjx+OCo/bEVz8amgaSdKoFgEuO3zt2r2tyIJUMWYWCtDhV7XDwsbV12JUtSRRVRQedg5gzW9X2uq070fKBOYd4qEz1wDcZ1UZw5PihGNhUZ1RaNzcUceFRe2Kwg2e00mxVWUZKzqGpvhARBQUpSiuhklR1iHE1ZeWm3qK438TtvPWh2aeDh5cR1606YKJewS16aIt+J7Y5HSrp9XXqi1GFtLwX6Q43KsLULTgHIvozgFcA7EtEy4joIgA/BXAyES0EcLL/bzDG5gK4F8A8AI8CuJQxxlfYJQBug6ekfg8APwLcDmAYES0C8F34lk+dBfGdjh/eH6//4KRAPCGLd3TEoa7gsYd2xVccOqctBs+p6UcPzkVZ4+cgBt6THa0aJM9TGf0b6/CTMydhF8FaSiXLPVhgg4PnSMg5OOscHE4/niNavJ7qPTYrnM90MPXMH1ck5GltJGT5dmAJoxTzUUShr+uTfJPNvRS6lEi9BGUqncPNnz888m/+ystCXZ2n/OYdHcYcB7xeReIcdMQLUJ/K//SVI4XxxeefbnwAAAb87qXFkWuiNSF/L4B+Tv/hn6cCAJ56Z412jBz1RYpYUslN6r63qs1a+ERYPaQZY+dpLp2oqX81gKsV5S0AYjEDGGNtAM61jSMzREQoFAkZLOscVGZ8/D7Rnl+3ySkdzwxhJ3719CL8/uUlAKD0cxCtQCaO3AWzloXxVfYWIqm6J+fx/sqRI13uVYLcrEVcFYyAd0pVrcvLPrFfrGyPof3w6vtKiWQM4uLShckWbe7TkYb4s5r0CcUCIuJKWz6RyWMHKw0cwvYS6IoA/PXNqN/OCftGE1jx8ZQrLFgbqj7+5me5u/WFxbFrcnsyUTLNP9U8EAMi8sOTrT1esqWthB//fV7kmmhNKO4HOuJw3D5R8bZdrCRyDtK4NJ9LxbXUgDb0wfAZECdO9Jrsl2DiHICQeCRh8XQLliFqz6wyZRWTmYhdfvNjEyIEQaV8VvWrSnquHp7bJlMgvSnrr84P5b5JDuE6YqMap0v46jc+2IDD9xwaDd0h6xz8AYqiPT7mP33lyMAr2QW8hTDXtN+H5uAgPq9ub+eGCVbxnenUrBgjP/3qEIRbYQwTRu6C99ZuU1pEbXQMMc3DrUQ3c/34lD4lwm8u7i1ZOQevTOUPIeZHEfcD27vmME1BWecgP8/gZnWuBpVYqTvrHHosWGQjjE6cOOeg/gBFf9OwJf1WLUS1fbvHDovzWK2QVpvMxcJdGMxWVeMT23K2cFFAZRL5qcNGo+WKkyKKzWR+DupNQbXoVc5CMrjc2rTWdQ5qAHD03sNx3tQ94hW0bUk6B8PGzzd9k0Ka38tgJ4Y7dsZNrXX6I8bsorOiwDkcMMoTP04/wv1dxMfiQdwwlZwD96hXHhIoUi8mVjLMZ5Vk4OAxgyP1eEurN8etqFS467UPtNc8PwdRrCQRB40eSfzMD37jGK+sBllDc+IgwFXnwCdcGHlRI1ZyFNHw7UM86elO+ipnG3kBqPvVn6BcYyHZUCggZq1UXyjEIkhy4uVmraT2OFVtZC5J2HmQQGOID5XYK6VcSSbAJn1C0T/5mnwhgJCIlCwekR0ugbgQ+tnYpFB8fnpK3wqI3EVXyvYoyoF7Y1GPz+tXdU1sz3u/IlHUpbMF4oeJfXcdELFiE/eDhQ75E9a2tuPaRxdorzf4OgfdetMRe1WkgxpIlfogcRB+yxNbji+vJQ7+fXyj0X0o1bIxhboWryjFSr6uY/3WdsxdsSVSHqnnLFby/to2aXeVQ1zcYeKeXBXSrpzDdsVJWQYXG0R1DvL4wr45UuqjY969Jn0C/76hRZNO5+DV27IjeYRPFbi40vaI/BDCzUVVPjEqfFwIjhjt1/srbtKmkOK2UCX88PTZW14RyuL9hpxDtL1JowdJ9cL9oMkhz4Q89Ke/99HIv3nmu9AnItq/jtiriEl39pDusWARKqy4LvzWUXK+KAKxkuY7uYuVfE9B4ZrK3puLlf7n8QVSuQvnoB+L7YTpLFbyn0Mkqup34P29/83l1jY9sZK+DRHbHMIh81OlUawU6JSE57C2DNx43qGxMjmxjEmsxDfflxat19bh5YwxbFBkWov07fjdGusLTlxXMcI5MCeu4eAxg/Drzx1mHJ8ttLzsSMhx+sHRdKJcPCseEtRjVOscVMQuVEirnsDDd07igQHD8Q3t34C9RkT9n+p96ze+3mTRkO4wqlpPtVBI9z3iIPyWTylE0QpazsE/1ds5B7cTPId46Q2F/TxXuMmTSmYyVNayJgsmVVwZuV8XqBSMqm01iVmonnOIP+Q2S6wrINyIIm3GFNLe37LlRCvii0ePwz8dsnusXObOwqBu+u9x6Z/e9P6tmSvcBJRH+Jy211B1PeOIQzTWFdDeUcEBu4eOlDcrNvTAzyHgHOzbx+B+DdqQLPydimHXTboxkSP9l49NwK/Pj45RHQVA356sM1Ry4H6XJvNs/ngiB3Tk+Pg34e+Brzd5XuvWYdRghI8x5xwyh/g9jpUsLbxYKiGsOoeyWeeg2k90TjmMRQOt8dOIfK/KGiiuWHffzAG7Yt11lyn4Qto1raHyzpV7EjFmSBimusIAphieyplw20495yD7RbDI7+j7DKxZRFm4acDQn9JDG33v32WDCai8Oem+o2gC+tkpY3H3xUcp6zlzDnVFtJcqGNQcKkR3aYobMoYKaU8EojvoiP2ahsDnQcFSn1//yxsCp+nIHavXmwd5M5ZpGFFcVwSEYUSCfjmnKRAHlal1QzHKsUQPqmoDAiBqrRTqsJRVM0WfM2Xln+SWLxyOE/ePykLJZ9e5DkDn5xATK2ng6m8QipXCsiH945YLfLLK88IlOY9yfP5f23PoJq2qvQoD1gi5IcRIpuH4ov++5QtRZ6vTDtoNf/7KNNzbshSvL9mgMWWNP6NJrCRXN8lsA0VpOb4ote1rtsGAc/C/WofFs1iETqbPObRShRmTFqnGpNLzNNV7VjS2ecAZBW4uqh0fwo3PJHlSiZXU1nJe2Soh7pJS/GQw11a111GKvotRg6KxusTn4AfFJ75zHCbuGs2dUVQcJkwhbDhxEEXH/eqLWp0Zn6tfPHpcIh+hatFnOYexQ/vFFdLwJkNRsTmIKErEIYlCWueUI5sSqlhxnsxE3tjk53ANrMrHsrNs3vzF+EFjhjQHSYVU7TGwyIns7EPHKOuJiC1KIhy197DA49o1ZPE2AxGT5dbiySvu5+D9jch6LbyDK+fADxxqP5bov3Un83B8FeO3VhEC1abCnf1sCn1RIV3WhHgBgK98ZC9hrHYxqupkLIIXHSZE61WL5dzEuLxE1jl8+SPjo/VIFAf6uiJFe0UF56Bav3VCvb/PWoGrHpofXGtuqNO+/zIDDhk7GD/65IFG5XzW6HvEwf+rNpnzJoMoW1WBL4pQrKTuy5XNBXniLPGSOmR3PBSy149eHPGD0/bHL6dPVo/P//q2E+N24UT+jRMmBEmFVHh7+ZbE/h96k02uc4hfU30bU7+8jzte+cDbFIzWSl7ll99bJ9SxKO1N1zj1R8g5qL6v/B1V3IVYTxe9l8N1/+D9iJvTgKY458rnfakS1zlMP2IsPunrXL5zcigSNYk4Q1NW4VsojQ/I798cIkbndS4j0DkIxOHrx+8dy0JX53s08+xygFmvIRIbXbIuwJu7Ly2KRmnu11CMJQ/jqFQYeHNyrK7ORN8jDgaFYLFQ8KwwFJM2Wo/LXr3r2lzTjgqyuoLHEYjX1Ml+1AraGOcgtDNh111w5uTRUIGPjyvWL1fISQHgDEHRalKocw/bx+et0tZRtaEnDqSNrZQ0E5rYxUOzVzp5U4uevjZRnekyY8ANTy8CEJ4uVXkL4hygenmKhgSuIkSOj+03MlYWmmaHxGHy2MGxesHmprBW+umnD8YNvrWWSPhchueaf8GWvEr1Lta2tsfK+NoXDxMqMdDowc0oVRhWbWkzxpLiZSJxUMX+Cj3M4+OvL5J2TlZY+K5Da6XOJw99TuegS/sI+IGxKhXUF72JYlNIB21qvpNSGatY7/NWbMGOjnLEWkQXslt1kjY5wZnTYUaJw26DmpT19hFkrC7mi7YIqnHnQ80JueAtpNul4GiAJxbk+N7J++C6J9517vPbQq5pIL7QVGEVVJuHCFcjgECs5LC5mXQOAPwNWt+XalryREQiZL8dHcRDkUnnIM4R03RRcQ5V1XP0feGvWfzOKj+Ggb6CfvvOUpCIxxQvTRyfSqwUKpNZbF0WCxSxjhNRrrDgm+c6h05EyDnEUVcoxJLuqMAnP49w+qvzdXbcilOGomyH75j1xLzVkbGo7vXEStK4pCZt4in5ts3+CVkXMTYyBgfiYGtngGQJo5OMcCek/33u/Uj5vV89KhJwbZRD0h/jyV76t22TVLbvWC8QK2mcHEXYrIFKmui9HK6e5YHuyaaQ9uut29qOv88y5SehYOwuOgdXzkEcn6svz44OvR5FJA5jBQs5jmLwvDuDAIfKuGWSWOmX0ycbY5l5lonxa7r4Ta8t3hA8O78t1zl0Akw6By4nDM0OzTqHjnIFR+01TMmCAxqFtGFztedyVoeTkImY2IepPz5Zr37YU4ypNizdPSa0WRyq+jVEiYPJ0ke1BvYfNSBWz4YkvhVt0oby5Hc/mln7XDSitFZKqHMAzMYHw/qrA7nF+k3IOVztK1JdIsKa5gspOIKLjh2vrSeaKiu5ckXh6QeNipWpiM2uCq6Zv9tI1GLF+5b9HEwmyIBnCiyvS55ATMaspV4ssJn+35xz6ESEp+74B+SLkcuDT9hPnW2On9baSxWtxQag8XMwLBbxms6kTw4sBsTFIBHdhaPTHaDfjCJjTCBW0inCbeMIy9VpUV11Fq44XFKwD2yOKmOH72LfZF3HwDdCJWcYc2Y06xwA83w65/C4pZgKvA1X4uCyLwXzzihW8v6K1kqiuFCut3TDjnAsKs5BMZH2HBbPecEPI2JkAJOYT6znopDWfZMgH0aFYZEUq4nH1ZIhm2eLoqnORp8jDhxKzsFfjJt3dODjB+yKn5wZSz/h1xNPbvaTuQhTQhrbBsPbk1llmTiIm4zRDj52Uq2Oc+AK7faOMob2b9AqwuPj0PelYt7kjdWFmzEtJtlhSbbGcuEK3MVKep2D3I+OsEc5B/03KxTIieDzObLTwvHxfm36F29c7pyDSscTqecYaUAsaq4v4mfnHKzp1/srWiuZFM0ih2FWSLPYOKL9ehcemLUcLyyMWivxcO0y5JJAIa3uIlP0OeJg0jmIC2nS6EHazdL1ZK66ct25hyhKPby3Vs+mA+Gmv0aywNgkxc+nlJyDSyA1EzHk+Y3bOspO+gsOfcYz9aYuW/o4iXQMq0klTttDOMHqnvk/zwoPD6YhTBByjLeXKmgoFtT28jFFvR221+yS4pW34co5bNgWtwCSURcQB8PY/Gs2nYNKb2CS6QPAMROG49wpceW72G/E9FSVeVFhxWX0c/CNDWxipXdWtsau1RVIqeOMqRcFvUVno+8RB+jlguImYdoERVGSyc5cPjVNGLkLRg5UWwS5gI95/sotkfLxUrrI6MkyAeegMK+UYdqMeHttpYrSVFN7n6acO8GlvV9EUjZc/MY6McEXpu2JAb5RgmkT/sjE4UG99o6KMvQHEP9W6zSB9eQcBtWCt2fL0Rw6wdnb5ByNWSHty+At32azKgilhbg2GqKoqkxZVeJhOTS/3EcwFq47sXAOobd8FF8+drxWIR3PUuiX5zqH7GHiHMTFaTpFi/WWbtRnBZMnXP8EOY5VkBdac30Rz//bCfjUYVHxTdGROMR0Dg6B1FysT9o6yomIgympjcum7iJWSrqWXG31+TVTHc9z3EN7qYxGjVhGbuOYvYdp2lOPU92o+TLgnpNBnh6TRg9UV0Q4LlPLrtZKKl8FUxIfQB17S64nciQ6p1MgylG5+Dlo5zPX2Uhz+oozDvAcXB2oLidstYitVBVxIKIlRDSHiGYSUYtfNpSIniCihf7fIUL9y4loEREtIKJThPLD/XYWEdENlDabuwMC4qDoQRQrGTkH4ZqYVyFWTzhmHzJ2MG6SErYnhXxqZ2DYY1g/dXRZxVhlxGTcVSqk+aJILlbStycTB7Ws3t5HUs5BlOWbnrnosAmS0H+bI+fw9eP3xjApSRJHxBotg6ViUmpH6knv4Y8XHWmta1rKfKOzZfA7ft+4YYhqeonvQvZ2jvbrYXu7ObS3ysRX9e1kxbU+7Em8/DNTxgT3qPw4ZMIZch89Q6x0AmNsMmNsiv/vywA8xRibCOAp/98gogMATAdwIIBTAdxERPwL3gzgYgAT/f9OzWBcSoS2SmaZZVJFswr1QhvfP2VfjHawxzdB7le33xUdNw/5Efs32H0iXZzqKkztAayDTiTDA8yJWHj1J2L1xKTwV5y+P174/gmxOklPWq4WQQUH1oGnr2zrKOMvby7D8k07lPXEfkzfTcxh7WJEYIPrWUzluKUDP2i46BzmrdQfsABg2l7DsOewqBWTOllS+NuUnIffKprGqsTDQZgcgTiYgmmWA52Dut/AgEuo8C0/+nJRo5CWCWdTQxGfmTIGew3fJVY3a3SGWOlMAHf4v+8AcJZQfjdjrJ0xthjAIgBTiWgUgIGMsVeYx2/9Qbgnc3CWzmYn7apzMCEaC6b6E54cYlgf00kUj7nrRPo36k9b/HWYrZ/C37Kjmwk6+bDn5xA+5HlTxyoX58Rdw4Vy4O6DlOaQSQ9aIkdoFis5bILwOIcVGqLAEeUI9PWOnRiGmrfNRZdZ5y5WcicObk5w7msiCWECzJwDfys7LEmBwsCUbor60FrJzDmIc5pzwnUFtSmrbMk1sKke155zCI7SiByzRLXEgQF4nIjeIKKL/bJdGWMrAcD/y4O5jAawVLh3mV822v8tl8dARBcTUQsRtaxduzb1gHVwJg6Oi6nOUUwlQ+W4AwB/fOWDyL+/ffJEZT2xK5MaQZ7Dqhj+HHz8rhzVOIV9uQ4600jZlHVIP7W/gct3q4Y2G0Uj/DRo2IaJeGBF8yDE66Y+xwvv1qYncnluV+ZDnvcua8RFX8MhJ+8x1bWtp5ED1CI5sS0xtIZJ5/DI2yuNfYXhMyw6B4oTJV6VJ/KSwQnTMRM6nxjIqJY4HMMYOwzAJwBcSkTHGeqq3hgzlMcLGbuFMTaFMTZlxAi1g5oVBp2DqyjBZFsuQly4prn8WcHk7qvH7aVNq7hua2i98m+n7IuvHz9BWU884SXhHEynrTAxi0l8Ev52ybnL0awlDt6J+xDfA/1bJ+mIoZ04/OUSdZjx33xevyG5gPdmVkiHeUJMiPinGCqLvjKuXKwJrid4U4DHeF3vYVyisnLIaT+NfVuIw3ATcfD/ivlaigZrpbeXe1zkSfurc2GH4TPcrJXEQxh/B0Ut5+CV/fRTap+NzkRVxIExtsL/uwbAXwFMBbDaFxXB/7vGr74MgGh4PAbACr98jKK8U2AyZSWHTQZIxzmYxDE/PvPA4Pe0vfQnhGsFpx4e10mFqKmjfnziKzjtoN30FRE+syvn4BKKg0PnqBV6hFdwwr4jtMQrQtQ145OTxwPAfrsNwKmT9BuSC/gzm2YEEYLkPC5teb/19UROyxoeXRjZPruq5dTiO5s0eiBarjhJWU/Wb7isERedgwtkQqIiTKKYtd7QsSwGAtTxwOS188/HjLO053MOOoW0Xy4qtSPEQSEn5m0m0eFlhdQ9ElF/IhrAfwP4OIC3ATwI4EK/2oUAHvB/PwhgOhE1EtF4eIrnGb7oqZWIpvlWShcI92QOkymryyYDuNuW1zvYygNRYmM6Ce4nxBQaaoibI/blyjnsv5veLFGs6+pUZ1qcMnSnS9FD1URsopySe78unr42OJuyMoYv39FibMvVf0HkykwJjsRxXflPB+Dx76hjRInzZdcBTRiusZIS322BzFxBEg9pF8jtmJzRdNc5VButygrJlVuRoxvrY2J5fyMKbqFtmXNoL5Vx+f1z/DZrTxyqCdm9K4C/+h+4DsCfGGOPEtHrAO4loosAfAjgXABgjM0lonsBzANQAnApY4zP7EsA/B5AM4BH/P86BabAe5lzDgnNIQHzJBD7HWaI9yM+m5OlDewEj59qzFYg4vurfjKLi8kUBsJVVyTDdBqr05gWyuCHDRPxInicw2JDoDogOnbTvimKK22esiT9VUH0u3Cdp7b37KJzSPCpYv3JwRG99twOY+pw2nqxEofu4Bb4Q3Tw0CjmyArPLFgbK1PFVlq2MTRgcAmDkjVSEwfG2PsAYrEgGGPrAZyouedqAFcrylsAqAMZZQxTsh9XzsF1AxInk4vFC2AmDuLkH9ZfL1MVN3qVLFU1JtshjpvZueglAHdZ+CFj4uKecEwC52DkgMLfSYiDqWZzfRGthpzUHPy9JPEn0UF8fxs13tFA9Pva/Df4VRPxF7lQ0/wTn8Pmx8K9mo2cg/AFJo40m2bKwxfNeTlciZeriEaupzvw8FfBoxHr5r7qXVCBtxF3gvtgfXiY6ArOoe95SBuS/biePGT2Wod6x3Ac0XtM/YbtuYqVzJyD+h4V+Lw1hSWIiJUcicMfv6x3pBJNCc3Rb9NxDqZHNgVIFMGXszlMSfTfRZBE1QAAEgZJREFUN/oZ02SITdjyOXN0WBzIuJ28aXMR40i5EnWdlzfHQj/qqIloijL2f/zLscb2ZOK2TZFS05UTdnXQjKUNtYiV/vTah8b21TkofM5BwanOF2IwJXEqzQp9jzgYdA7itzMtuUiYDUcxkKsXqpFzEC6Z/AhcN2lxU7VZrLCknIOjWEmVq5gjCAjXUXHWdbi+Z8BsftrPlTg4cA7yu9WJBF3Dt4iQQ6fI6PAtckybS7FAuPCoPWNjMKHJ8fRt2qQ3bA3DYthMcuXvesFR4+J1HNeb/C5+IhiEiJBFqDrCKe8Vuj3BZCGpisraYUmL2tnoe8SB/7BwDqZvIU7Caz+tNzETN3pX0YJZ51BwqheJyuooprJNPn6ocfE8BZKd4HWIcg5uz5Gk3xEGc0dXZTU3LzbpWOQRaaP9Oh46RIwaZPa65/uNTZTC54xLfC0A2GnhWFywvcMc7VSETGB3NyTn8doztFUIQ5lPHjtYSWgAd85hh8Tl6eqpDnSioYesc+Bcn8rjvxboc8SBrxZb+Aw5W5kIcQM661D9yS2NE5zppO8qU3X2eBWq2Uwif/fFI/DxA3a1nkCzBAnEwWT9lJY4/OiT6hMjEA3H7QIj5yBd05khd4hRQjN+lzbiwN9hP4OXvIh1W81hu7+syOgmo83fVHUmtiLkzV6pQI74FZnfH1/fpvkiWzDpDnhbJd2U7l2PHKCPyFyguFipo+JFN1Z6/NcAfY44mKyVxHkyuJ9e3OEqMolYK6VQSspIs+mbIBLIB2YuN9Y9bp8RuOWCKc5OTVlkquLPwZjFGkgYUpJN1aS3EXNUuyAJUdKJrA7YPTQnzprQ2ogDz1lg2sCSwOSExsGjon76MHvGOpf3kUSkOMrnPEqG0BgyUde1PlWaK7p6zQ3F2PwUdQ6yQrpUZolMwrNG3yMORp1DWHqQwmmKw/V71TtaK7nCdcNwSfACSDqWDII8iu1lEi3U0f8jiYklx9Vn2zmDfzlxIqaONxMJHqbBND75XehEVqL+JYv5IqLRIqbi6SgHNpsNGM+avLtTf6Z1xjF57BD/rzoHuwidF72IvUeGYUVs8/mdVZ6yd9ayzcZ6RzvEMBrSvyFSzyTylQ9NfLrWKZzgShZxamejGj+HHokw8J5KrBT+NsfTcVu5rsmDRGQhLrIlT+EQT0aXnbafoaYbsk5CEzHxdXTmc31HLtYf3z15H2udg0YPwlPvrHE2tQXMcX84XAm8K2ycAz+02nQO/Qye+Ulx+sGjcMS4E50SYI1w4GhGDWrG1HFDMWPJhsxCWk8ZNxQvv7feWo/PuyH96jHEZElYIFQEfU0QlkbQOTDG8NjcVWi3+Pd0NvoecfD/VvvK37jiJKOlDeCea1rE7oaw3q4iE37KsslyeXP1RcIJ+4401nVBfQoxmgmu/gtp/RyyAH9MF1PWEQMacdRew5wOFxf41kNZwWaayw8UWcRqAkI/B1OYFwDOmRFNyXtEBFPQQhua64vK9KMyGhzfB9/kjxxv5jSKBUJH2YuzxZgwfwQnuMfmrsbX/vgmAGC3KjJHVou+RxwMgfeSxPzXJWIREbVWcm9bB9cF0txQxKz/+LgxyiognFoykmFEFfDVtyeOy9Uk15U42PwD3EH+GPQ1xKQxrptvNelkVTAZWAAI5N2u74/nC9fhc0fugdnLNuFz07Ihcvz9XnH6/vjSMXplt5hTxATXg5bob7KnQ6ThccPNdfih6SefPBDnH7lnMHe9fA4e17BeyNFdi6Q+OvQ94uD/VbHtWShRRbjaXbuCiPCpw0Y7pRMcZFCoB+35f7MiDmlMd00Q16+r7NV1cxOTxlcHbv1mx85SJTNnpo/uMyKWO9wEW4paPvdtnrh8iZxtsNIDgLFD++FPX5nmPD4bxPXqwqW5bqp/MjhhAsBLgkjJ1C+3WNptoPnQyMWt9f+/vXOPlaK8Avjv8BAqD1FeKg8BFfT64nGLlYegqQKipam21VhBr0atNLVNMGqlMalpgk1LKtrEEguB1tbGtLZobY1tQaO1FagvEFFRoihRLIJwCRcvnP4x33CHfczM7p2dmb33/JLNnfvtt99+Z8/unO9xvnO6dim5V3bwkB6xX/LRZ+FeYbWk8xmHkJ2ypI1DkF4JrdUu/sbYRNqBtht4Um6TwdH9+OHhI8s4BB1JqolnFUaU625c9rt4OmHnIuKe9K6EFU0TK6ofuazkPo7ogUL5CAO1JO77xZ05+EQNono7196bpo0Krbd3v2cc+pXJOeJTLrrxYeNQw3tQpXQ6byWf9i4rVUrUoar7rxrHwxGjmKQJns5MguBs4ZSIWDlxOBAY3ceNLRMmytq72kJRtyRkHPx167Cbr/+xHDyksY1X0kSlgPUHTUl7xCWF/25R907/OxgVkNB/Nmom54d0v3bSiNB6fjiPKG8v/yxG4SDBNxpR+bTTpNMZhzAXu1rMHBbOPp3zR0cnJrrsnBOZfMqAyHpJEicuUJYE0zPGHXGHLWcFT0QnNXMYPdgLoz4wZA8qOBpPOy6/vyEcfQI+PFFN1sRdLrpwjPdbi9of8ENTRA06vnXucN64Z2bkSXR/Mzk8PWnbXlzhiXr/e5HU9zIJOt+yUkiyn6jRRjXcMHUUN0wNn5Jmhb93kdSeQ9IcqOGJ4ai8wHG5+7IGrpgwNHQjspLzH7fNGMO6rTsT6RvAPxdMY19L9P6Kf5MszFlcSNarHlHvP2/SCOaMHRLqTgpw+8zT+NETr4d6B4J3n4gTSsU/3Rxl/P29x8LDbb5RaWk9xJYdeyPfLw06n3EImzm430XfCC+fjsJh3/YMfanDaDnCOCQ74k5qhNaze9dIz53gQOTRde9zx6zyZ0rmX1A69Wu1DOrTE/pE1/NPbceNBps2/t5OnBhRUYYBoGnKSK6bPCIRxwlomzlEzUQ+3L0fKB6c+J6ILa0HWf781kT61F4637KS+1t6z8F7dmKEr3JHYXDfHtwwZSQrK9zcTIvgDTyppa/bZowBkvRWiibY8/+F5GnIki+4PYko43DJWd4a/BdHtN/hoBJ2uXMTYWFtKiUpwwBtYTjieqO9V5CPwg+Ff6D1UKIytofOMUQOMOvM4xk9uHfJtUF/JJ3XddekEREWXtqQaJsrmyYy5NjwqXpcgjOHqBHZ1kWzY7U5zoVqOHlg+zfM4xJcqrk+RkC6LFhw8WiaW1pDA0mCF2Mr7medJN+edjIbPtjN9NHtP6xZCw7GXFbyGX38kdM536hcv2Idu/Z9frh84ezTE+ph5XQ643BS/15lN6v8E8Uzzjg+zS51KOJsvsclOPW+4LRk2p10ygD+NH8yZ4fEzkqaoJHL8sceRv/ePVhSJglRHmg4sS+rF0zPuhtlOapbF5oPHIycOaxeMJ217+4susf4yZPe29k2oxjYp0emg4ncGAcRmQncB3QFHlLVRWn3YdTA3rxxz8xEEs8b4Tx2y6TIdf9vNg47nF0r6oRvJcQJ9JYkRySUz+nmv9E+xg7rx+rNOyLPY4wc0Kvk4cXCfc6H5jby5YbBSXaxYnJhHESkK/AL4CJgG7BWRFap6utp98UMQzqMi3FI7pyUb+K1pikk7INR3yy5ahzPvLmj6twLhedkzh1VWcj4WpAL4wBMBN5W1XcAROQRYA6QunEw8sWaBdNzdWq0GvzzFRlGXzZqTJ+e3bn07HjhzEtR6FIbFbAwDbLvgccQ4P3A/9uAdI8LG7kkKpBZPfC18UPY+kkzt0xP1k3V6Dj07dmdrYtm09zSyid7W3Kx/JgX41DqkygaLorIjcCNAMOHD691nwwjEXp068qdl+RzI9rIF716dEssDlt7yctEdxswLPD/UODDwkqqulRVG1W1ceDA5LxiDMMwjCPJi3FYC5wqIiNF5CjgSmBVxn0yDMPotORi/qKqrSLyHeApPFfWZaq6MeNuGYZhdFpyYRwAVPVJ4Mms+2EYhmHkZ1nJMAzDyBFmHAzDMIwizDgYhmEYRZhxMAzDMIqQWmQ/SwMR2QNsLvHUcOC9GE0cA+zOcT2TI1/1TI721Ytbt6PIUUm9tGUZo6rRKaBUtS4fwLoy5Ttivn5pzuuZHPmqZ3K0o17cuh1FjjzLUu7eWfjoiMtKu2LWezzn9UyOfNUzOdpXL27djiJHJfWylKUs9bystE5VG+OW1xsmR74wOfJFR5ED0pcl7vvV88xhaYXl9YbJkS9MjnzRUeSA9GWJ9X51O3MwDMMwakc9zxwMwzCMGpF74yAiy0TkYxHZECg7R0ReEJHXRORxEenryo8SkeWu/BURmR54zQRX/raILJGUs2kkKMcaEdksIi+7x6CU5RgmIqtFZJOIbBSRW135cSLytIi85f4eG3jNne5z3ywiMwLlmekkYTky00mlcohIf1d/r4g8UNBW3egjQo66+o2IyEUist599utF5MJAW9ndt+K6b2X1AM4HxgMbAmVrgWnuugm4x13PB5a760HAeqCL+/9F4Dy8xEJ/BWbVqRxrgMYM9XECMN5d9wHeBBqAnwB3uPI7gHvddQPwCtADGAlsAbpmrZOE5chMJ1XI0QuYAtwMPFDQVj3pI0yOevuNjANOdNdnAh/kQSe5nzmo6rPAzoLiMcCz7vpp4HJ33QD8w73uYzwXsUYROQHoq6ovqPeJrwS+Wuu+B0lCjhS6GYmqblfV/7rrPcAmvDSvc4AVrtoK2j7fOcAjqtqiqu8CbwMTs9ZJUnKk1d9yVCqHqjar6nPA/mA79aaPcnLkgSpkeUlV/eRmG4GeItIja53k3jiUYQPwFXf9ddqyyL0CzBGRbiIyEpjgnhuCl23OZ5sry5pK5fBZ7qbLP0x1mlmAiIzAG/X8BxisqtvB+3HgzXigdH7wIeRIJ+2UwydzncSUoxz1po8oMtcHVCXL5cBLqtpCxjqpV+PQBMwXkfV407YDrnwZ3ge4Dvg58C+glZg5qjOgUjkArlbVs4Cp7nFNqj12iEhv4A/A91T1s7CqJco0pDxVEpADcqCTCuQo20SJsjzrI4zM9QGVyyIiZwD3Ajf5RSWqpaaTujQOqvqGql6sqhOA3+Gt/6Kqrar6fVUdq6pzgH7AW3g32qGBJkrmqE6bKuRAVT9wf/cAvyWDpQ0R6Y73pX9YVf/oij9y02B/ieJjV14uP3jmOklIjsx1UqEc5ag3fZQla31A5bKIyFDgMWCuqm5xxZnqpC6Ng+99ICJdgIXAg+7/o0Wkl7u+CGhV1dfdFG6PiHzJTTHnAn/OpvdtVCqHW2Ya4Mq7A5fiLU2l2WcBfgVsUtXFgadWAfPc9TzaPt9VwJVuDXUkcCrwYtY6SUqOrHVShRwlqUN9lGun7n4jItIP+Atwp6o+71fOWieZ7OZX8sAbUW8HPsezpNcDt+J5ALwJLKLtMN8IvEitm4C/AycF2mnE+5JsAR7wX1NPcuB5aKwHXsXbuLoP5zGTohxT8Ka2rwIvu8clQH+8TfS33N/jAq+5y33umwl4W2Spk6TkyFonVcqxFc85Yq/7LjbUqT6K5MhaH9XIgjcwbA7UfRkYlLVO7IS0YRiGUURdLisZhmEYtcWMg2EYhlGEGQfDMAyjCDMOhmEYRhFmHAzDMIwizDgYRg0QkZtFZG4F9UdIIGKvYWRNt6w7YBgdDRHppqoPZt0Pw2gPZhwMowQuYNrf8AKmjcM7qDgXOB1YDPQGPgGuVdXtIrIGLwbWZGCViPQB9qrqT0VkLN7p96PxDjM1qeqnIjIBL47WPuC59KQzjGhsWckwyjMGWKqqZwOf4eXZuB+4Qr14WMuAHwfq91PVaar6s4J2VgK3u3ZeA+525cuB76rqebUUwjCqwWYOhlGe97Ut1s1vgB/gJWN52kWB7ooXEsXn94UNiMgxeEbjGVe0Ani0RPmvgVnJi2AY1WHGwTDKUxhbZg+wMWSk31xB21KifcPIDbasZBjlGS4iviG4Cvg3MNAvE5HuLgZ/WVR1N/CpiEx1RdcAz6jqLmC3iExx5Vcn333DqB6bORhGeTYB80Tkl3iRNO8HngKWuGWhbnjJmDZGtDMPeFBEjgbeAa5z5dcBy0Rkn2vXMHKDRWU1jBI4b6UnVPXMjLtiGJlgy0qGYRhGETZzMAzDMIqwmYNhGIZRhBkHwzAMowgzDoZhGEYRZhwMwzCMIsw4GIZhGEWYcTAMwzCK+D9WgO71XWMGPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [ "source": [
"sorted_data['inc'].plot()" "sorted_data['inc'].plot()"
] ]
...@@ -1258,32 +1235,9 @@ ...@@ -1258,32 +1235,9 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 25, "execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f552f61c320>"
]
},
"execution_count": 25,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "outputs": [],
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [ "source": [
"sorted_data['inc'][-180:].plot()" "sorted_data['inc'][-180:].plot()"
] ]
...@@ -1313,18 +1267,18 @@ ...@@ -1313,18 +1267,18 @@
"modification ne risque pas de fausser nos conclusions.\n", "modification ne risque pas de fausser nos conclusions.\n",
"\n", "\n",
"Encore un petit détail: les données commencent an octobre 1990, ce qui\n", "Encore un petit détail: les données commencent an octobre 1990, ce qui\n",
"rend la première année incomplète. Nous commençons donc l'analyse en 1991." "rend la première année incomplète. \n",
"Nous commençons donc l'analyse en 1991 et on l'arrête en 2020 car l'année 2021 est également incomplète. "
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 26, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", "first_august_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
" for y in range(1991,\n", " for y in range(1991,2019)]"
" sorted_data.index[-1].year)]"
] ]
}, },
{ {
...@@ -1338,7 +1292,7 @@ ...@@ -1338,7 +1292,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 27, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -1362,32 +1316,9 @@ ...@@ -1362,32 +1316,9 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 28, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f552f563470>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [ "source": [
"yearly_incidence.plot(style='*')" "yearly_incidence.plot(style='*')"
] ]
...@@ -1401,49 +1332,9 @@ ...@@ -1401,49 +1332,9 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 29, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [],
{
"data": {
"text/plain": [
"2020 229363\n",
"2002 502271\n",
"2018 543281\n",
"1996 553859\n",
"2017 557449\n",
"2019 584926\n",
"2000 605096\n",
"2015 613286\n",
"2012 620315\n",
"2011 645042\n",
"1995 648598\n",
"2001 650660\n",
"1993 653058\n",
"2005 654308\n",
"2006 657482\n",
"1998 660316\n",
"2014 673458\n",
"1997 679308\n",
"1994 682920\n",
"2007 701566\n",
"2013 708874\n",
"2004 736266\n",
"2008 745701\n",
"2003 770211\n",
"2016 780645\n",
"1999 784963\n",
"1992 821558\n",
"2009 822819\n",
"2010 848236\n",
"dtype: int64"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [ "source": [
"yearly_incidence.sort_values()" "yearly_incidence.sort_values()"
] ]
...@@ -1458,32 +1349,9 @@ ...@@ -1458,32 +1349,9 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 30, "execution_count": null,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [],
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f552f54a550>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KONRmgMz8GfBx4NXNC2Qv4DHNLL4APBW4KzMvBd4DXAicRekN3L1lWblIn35R9i+9jLKy3g08A3geZcPHvaNQwxw7Aw8B9ouI5cB+lB5F52uIiB2B64DnA2/LzOc1dx08Z9mdriEzMyKWAX8JvCMzJzLzekoPbiRqiIhHU4YjjgBOBW4BbqJsFByJ11LjFZT39Dso5zQ+prl+zwjV0J55fgruDBw65/rxlA0KxwFfnXP77wK3NpdfQTksdo/m8ZcAj5oz7fLt/ekFPGzO5ddRVvLqUaqhWe5xwNuA04CXAn8GXDkqNQAfA1ZvddsLgCtGqIYTgH9qLm/psR8zKjVQQvshc66fQ/mQfc6o1NAs8xLgr5rLLwVe1byWRuo93dbffMfQfwV8tdnZHspXmEMz8zxKL3FvgMy8FbguIg7NzLOAG4EPU04ofXlm3rRlhpl52zyX3ZrMvD0ido+IcylDLsspK3S/iBjreg1znv8dgP+h9HQPz8xLgH1HoYbGOcDpEXFmRMxExOuB/6aco3avpl1dr+E24E8jYjWwLiLOo/QK/7D51tTpGjLzniwbCrdsAwjKj01dQlkPI/GeBv4TOC4iPgq8AXgccC2lhj2bdnW9hvYs8NNwS0/kPODE5vL7gX9uLj8cmKb5xKOMbx0EPHTYn1xb1XEC5avlFGVM/cvA6ykv6s7XAHyU0sNaRtmn9lTKi/i0UVkPlHPRngI8kvLmOhH4yqisB2D/pr3/SuntvQh4O2U/5ddRPnQ7XcNW9VwNHNNcPn+U3tPNe/gcSgftDcDpwPXN62uk1sOgfwvayyUzMyL2AfamfDLSPIFExKWUMeol2XziZebdmXltZv5qIctZbJl5dpat3GdTxj3/nfL162I6XkNE9Ci9w3cDn6JspT8UOBbYIyIuoeM1NJ6bmW/JzO8Bb6HsUvYuRmQ9UMab7wKWZhmnvbS57VLKRt9RqIGI2JIBl1M2KAK8udw1Mq+lA4GZLL3r91I6Ox9idF5LrelnP/SDKVuDN0TEyyhfW06hjFt9KzOvarF9i+0nlA2Kp2bm+yLixcB1mXn1kNv1QDZTAuNuSs/8HuCUzLwG+LsRqYH8zYMwbqcE+mmZ+cFRqCEz74yItcCbmpt2oOwksDYzrx6FGqBs7IuILb8ceGNz23rgdc1w0je7XENELKFk0GHA+4BNlB0dTsjMDaOyHtqy4BNcRMSXgN8HNlL23XxjZn6j/aYtjmbvhCMoX5EPpAy7nJWZdz/gAzuqOfjhGOCCzPzBsNszXxHxEOBIytF2f0TZ5ezszNw81IYtUES8mfJ+OBj4NOVkBz8bbqsWLiKuB16fmR/ecpzJsNs0XxGxH+V9fBdlXfwH8KYsR3Y+qCwo0Jtdzk4HNgDnZ7NRZZRExFLK7zncSalhJL92NT2Te0fpjbe1iHg5ZZfR94/qegCIiAOA745iDXMOEnw8ZSP75lF8TTUdm/2BL2fmL4fdnmHp9CnoJEnz14kzFkmSBmegS1IlDHRJqoSBLkmVMNAlqRIGuiRVwkCXpEr8H2u0Kz6b8qgwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [ "source": [
"yearly_incidence.hist(xrot=20)" "yearly_incidence.hist(xrot=20)"
] ]
......
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