diff --git a/module3/exo2/analyse-syndrome-varicelle.ipynb b/module3/exo2/analyse-syndrome-varicelle.ipynb index e6ffbdc4f75d4ac392e65c4a77db0912bef95e42..292b3115880fbd31e65b6b4729e36d4b65756180 100644 --- a/module3/exo2/analyse-syndrome-varicelle.ipynb +++ b/module3/exo2/analyse-syndrome-varicelle.ipynb @@ -7,9 +7,22 @@ "# Incidence du syndrome de la varicelle" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour mémoire : \n", + "\n", + "En épidémiologie, le taux d'incidence rapporte le nombre de nouveaux cas d'une pathologie observés pendant une période donnée - population incidente- à la population dont sont issus les cas (pendant cette même période) - population cible -. Il est un des critères les plus importants pour évaluer la fréquence et la vitesse d'apparition d'une pathologie.\n", + "\n", + "Le taux d'incidence s'exprime généralement en « nombre de personnes pour 100 000 personnes par année », afin de permettre des comparaisons entre les populations et dans le temps.\n", + "\n", + "Source : https://www.insee.fr/fr/metadonnees/definition/c1060" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1030,7 +1043,7 @@ "[1549 rows x 10 columns]" ] }, - "execution_count": 3, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1056,16 +1069,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -1100,22 +1113,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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2MsYMxpgJ4L8AHG1vvhHAXGH3OQA22+NzJOOefYgoB6APwC7/PBhjVzPGljLGlk6bNi3aFbY53v2jP+Er//vseE8jFpJ8nVyHdHNHTYU52P+zkC655K0R1dccEmoTunPYYgAjZQOmybBiwx6P5rBjqIRfPPZ6zX7c52CarO37ObSrIz0JRIlWIgDXAHiBMfYjYXyWsNkHATxnf74dwFl2BNJ8WI7nJxhjWwAMEtEx9jHPBnCbsM859uePALiftetqEnDnqi04/fI/488v7x1ajgP7ySXxBCmhUNY0zUpZ0A8uweoa6vocknp1xFDdXz+zCR/42V/w1OtWpdPRioFzr1uOi3/7HNbvHPHsx6OVDMaETnDt+Tq3PxVqHFFqKx0H4JMAVhHRCnvsawA+SkSLYZGCdQA+AwCMsdVEdAuA52FFOl3AGDPs/c4H8HMAnQDutP8Ai/ncQERrYWkMZzV3Wa2Be57fitWbB/Dka7vwjoV7h6YDuJpDEvSA08FmiUua0U5Z+RyAiJpDQucUz9I/WutjWLXRyoT2mw8ds5LJMJ79HJJAuzK1JFCXOTDGHobcJ/CHkH0uAXCJZHw5gEMl42MAzqw3l3YDd6JyVXxvQxK276RCWdMov+FEUmXAHLjpStcIOUkoq2fbxOfDsE9f0fmW1wkVw3U2l333VjQruUlw7Ulklc9BIRXwMtONMgdRIm1EOq0YJn7zzMbM7b0shfDFZpPg0sywztasFMPn0GRAQND+MyYUPd/LvvU97DErtXco65vAut0wFHNIERWjOc2Bq+dAY+rtlQ++gi/d/Cx+v3JLQ+dvFHymSbxXnCg275BO0+eQneagEdXPc0h4Pox5JejDZvd5fvczB1dzEHtIJzqlzNCu804CijmkCC7t8sShuNgpZKE2Qhu3DlglDvZI7MVpIsms2KQa1Ffa3ecQQ3PgaDaSmEc7MXjX36y+Tsye2Ol8rzErVWpDWdtVAt+bfQ6KOaQIbuf2S1ZRIe7Xymr50+t344EXt9WMJ/FecaLSrM8gzdpMWSR4cSKlxwhlbRZitJIYrluqGlg8d6Lz3b++uX9ITIJrVyLbyu9d2lDMIWF85ZZncbrdBatZs5KoyrfyIv3QFY/gb3/+pPOd1/ZJYs6cqLSy5pCNWcn6r2nZmZUc5gDmOeaekQoOn+OalvzMQXxWnKm0q2O3ld+7tKHahCaMW592s5mrTWoO4ksWRhy39I9icncBHTk9cJsswd+nJEwJ/LJb2+eQ2qEdiHkO0R3SzRmWxCQ6cf3tGi7jCEFz8As/4rZc42tXzaFd550ElOaQIjhBa9TnIJorgtaoaTIc+7378fkbn2noHGnA9TkkcSzbrNRkOHAa0Uqu2SXbPIesQ1kZ85qqxqqGxyldNkzsHi7jZw+sBWMMVdN0tBt+35t9fs2gmeezN2sOijmkiETNSgHEjWf+3rV6a/CBxmmBr3ljEHc0GSnFX86mM6TbVHO4e/Ub6B+pOPdB1wh6nYb3iU1HOA0//+mHz8IPzzwC3R053Hr+sQAszfirt67E9+9ag8df2wWTAYWcRVq4xtZs4cRm0Iz0vxcrDsqslCaadUh7zEoBBD5NW3qzuPi3VkWV0w8/veFj8Hvgj4iJi3QL7yV/7P6RCr50ywrc/+I2nHDANFz03oMAWA7prMpnOMeDu/6+/r5FTp7D7IldAKz1PTBWcT4DVoFAwHDWZ5pmvXowGGuY0CmzkkIqSDIJLogAhTGe8eqIkSRx4odq3qyUQoZ0iv0crnroFdxvR4Bt3DXimpU0crLGg+AW3msO4v6cRorn5tpBqWq4fibfb/y+Z92syfPuNPHoVcluhVTApaYkNIegBZ6muaRRJPk6ccLb7HWmm+eQ/DELuvtq5nXNNStFSoJLdi6MMSEJT5ijzQDKVbMmt4XPnzOFZjW/uBCfSSORUlmWY29VKOaQIppNgosSytoo48kSzWgShsMcmoxWSrUqa/IUpKvgRp7ldHLzHDSCphGIrDacMvBQ4mZVBzHaSfR5cHAGUK6aboE9e558btwnlmb5EhnEZ9KMaahdQ3CTgGIOKaJZh7RIz4IWeJhENl7lkv3vU1MOQfvympU809Ac0pQuuzpcK3lO0Bw0mzjnNEJPh9ySntR8RN7Cn6HIMPK2Y7xsCMzBPjfXKgwhIS7LLGnxHjRy3ix7dbQqFHNIEU07pD2F98LPEYaspDansYvPsNQMYW42Qzqpkt9hSEVzyLuaQ0Enp8aPbhPnOZO6sP/0HvnOCbZp5YfjlyhqDkSEQk6zzEr2mGGKDmlvlFKWwRNJaQ4qlFUhFVSb1hwiRCtV6y/erF5Kfh7/VJtptMNvQaPMgROzNKNl0pCICzmvz8F1SFtj9335RPztcfOlc0lMcxC4C19/fndHR05DqWo65xyrmJ75bx9064Nl6R9r1ufg7Ks0B4U0wO3chskaIk5RMqTLRn1/xmjFwKY9o7HPHxdBdv1mIo0cn0MEJigDj65Jxaxk/0+D5okSa87nkAYs81Jeku9gMpdZNZshzSGWz/BHSnXkNJQN0zkn96+JDnWOLCOWvDlC8ffn905pDgoNY2Csgp/c93IN8WaMoWIwxzHXiM3ca1YKckgHL17+y+X3vYzjLr3fKaWcFhzNwTfejFmrWbOSozm0mUNaPGRe8zqkOTRJ1JJh+o16jYMfXSy852cOBV3zRCtxLbkgcZan2arVD49ZqQmfQysFA/73n1/Fk+t2ZXY+xRyaxHfveAE/vOcl3PO8N0OZE0TuNFyxfk/sY0cyKwmrd8dQCc9t6nf38UlqvLdvWuDakX+qzURUBXUbi4o0NQeONMxK/gRIx6wjMARdohmYCZqVvMe1z+ljSK7PwdYcKsHMIUvNgYmlZ94kPofv3PECzrzqUVx460o89urO1M+nmEOTGCxZBNcfrspfhFkTrWzSH9y9JtZxS1UDf3llh/M9SOgSCe/pl/8Z7/vJw+4cfC/FWMphr+75WMB4fHAi2ajmQCk6pF3TQ+KH9hClUsV024QKDEGWDMdYcsyKXx9jEMxK3m04c/BHlcnMSln6HNrdIb16cz9e2joo/e2mJzfg9Z3Dqc+hLnMgorlE9AARvUBEq4noC/b4ZCK6h4hetv9PEva5iIjWEtEaIjpVGF9CRKvs3y4ne/URUQcR3WyPP05E85K/1HQQZNXlKvT7j9gHs/qK0DXCH597A/MuvANb+uvb///43Bv4xWPrne9Bi1R84bYOlDy/+U0poylrDkEvfzNEwU2Ca+wldc0D7RWtJB6zbJhSs1LQfon1c7D/M7jSt9+P0VXIYbhcdeZbshv9SM1KGTAH02S45ckNTsMhoLkkuPFySJ93/VN4z48fwtptcgbR05FPfQ5RNIcqgK8wxg4GcAyAC4hoEYALAdzHGFsI4D77O+zfzgJwCIBlAK4gIh6XdyWA8wAstP+W2ePnAtjNGNsfwI8BXJbAtWUCUboSwTWHjpyOg2b2Yqxi4uYnLWL/4hb5AxcxOOYl5IFJcCEvnF+NHy2nrDkERSs1QRSaLZ/hhlimyRzSPWapagQ6hP0wGHNMPE27o4WqsyaTM6apPQXsHCo7z+ny+9cCCHBIZ0Bon1y3C/9860pc9OtVzlgjZiW3NEpiU4sFHkDy0tYh6e89xfTL4tVlDoyxLYyxp+3PgwBeADAbwBkArrM3uw7AB+zPZwC4iTFWYoy9BmAtgKOJaBaACYyxR5ml917v24cf61cATia/iNKiCJokt7/ndEJnQcdYxQCn1VGuzE9QA6OVQoim/xiiNJUG+Mvvn2kz9v5mC++l2WzGddimpzks2W8SShXTzXMQCLTM9czM5Aiap58DYzUmJQCY0t2BncOlmrmMl+bA78+fXtrujDXz7L9zx/PjUoXASTCscj+e9xqCEiCTRCyfg23uORLA4wBmMMa2ABYDATDd3mw2gA3Cbhvtsdn2Z/+4Zx/GWBVAP4ApkvOfR0TLiWj59u3b/T+PC8RuWSI4MctrGoo5HaMVw7UbR+gB7F+QwWal4IXvl9TSZw7yhdxMjkGztZVSbVOZYlVWvlY687plVhKa/YTuJ5iVkhKvmH1cmdYypaeArQOlGgk3P06hrDLtpJlnv2ekgt89u7mZKTUETiM4HfBfV28raA4cRNQD4FYAX2SMDYRtKhljIeNh+3gHGLuaMbaUMbZ02rRp9aacCfjE/Quff8/phCLXHCROxSDUMgf5dkFEc+vAmFPVkyPtUNagl7+Z0hduQbfGXnKnH0SqbULTO2Yxr3sc0jICfexbpuCb7z/E3o8lxqycU9mhrHLm0CHdd7w0B9kaaSiCdpztFryhU8kwsXLjHqzY4I12zEJziHQGIsrDYgy/ZIz92h7eSkSzGGNbbJMRp0QbAcwVdp8DYLM9PkcyLu6zkYhyAPoAZBfQ2wS49ctPAPmLkNc1dOZ1jFVMaThiEJoxKzHGcOZVj9aMj1aycUj7Z9oMYTYZg27H+VcME7oWrxWqv1poknDq76QYytpZ0FGqGqEOaU1z15RoQqEmKZx4fWE+BxnkzCF9zUHGgJo1KebqNFdKA6Lm8P6f/qXm95bwOdi2/2sAvMAY+5Hw0+0AzrE/nwPgNmH8LDsCaT4sx/MTtulpkIiOsY95tm8ffqyPALifZVmlqw6iSKyliukxp5ScpieEYl7DUKmKJ16z+F09pyJgSQwiggiQLPPZMBnW7xqpGU/dIc19Dn7nfBPJTwZLJpEwzSS4NFYqf96deStU1C1fUbt2CORoo2LCWnJzsdaUbNkGrWWxYizvN53mM+CQvauNaJziVcmc62mDl2UPqujcU2gB5gDgOACfBPAuIlph/50G4FIApxDRywBOsb+DMbYawC0AngfwRwAXMMb4FZ4P4L9hOalfAXCnPX4NgClEtBbAl2FHPrUC/rJ2BxZ87Q+e5DIRfBGJ9WX4d8BSDzvz8aRdQGJWkrxXT72+Cz9/ZF3NeJCklLbPoWKYuOGx19E/WvGMh2Vxh4HZ9vOiff8aiVjiRDZNi8b371qDp17fnegxXeagW2urjr+KD5sswQxp8Zi2BufHYpvw+8EJal4nfOOvFgEYP59Ds5pdLoA53P7s5sih6XHh9zn4EcX60Czqsh/G2MMItsCdHLDPJQAukYwvB3CoZHwMwJn15jIe+OXjrwMA1m4bwqFCU3U/SlXDIxlxjp/TySFuHFEkGb96LFvgG3fLF2WQgDaWtkPaYPi/dmtQz3iDEiO/ZKc3QEziwpkL4FYLTRJiQN2f1mzDkv0mhWwdD47PoaCjajKnuqlIoI+aNxknHzQdF512MJ62mZPJkjdzMTtDW6YlzJ3chcs/eiQ+f+MznnEebaNr5Dins2j4k5jmIFxqTicwxnD/i9vwroOmO8/9N09b8TUrN/ZjVl9nYxMOAJ/xePZrURnSdbB2mxWFMTXA8cZf2lLV9CxC16yk1TCHKC+vf1Fc/+g6XH7fy56xvk55Ikyg5pCCQ1o0YQQW3muQKPDrcJlDvOOItyGNGHvRjChKl/MuvANf+80qnH3tE7jXV1YlKvha6spb8tuwnYkvEuhiXsc1nzoK+0/vcaV8M8kkODfW32TBJqSejlrNuJCzxnKa5jCHdtUcdCLc9OQGnHvdcvzqKTfgcoL9/vlzkpKAE8KtmEPrgjOHIILLM0JLFdOzMMVG636zUhRJxr8o7n1hG350z0uesaCXLej4IykwB/G+BEn2jToi+UvNmWtcydNbmTMN5uB+zumEW57cgD8+twUA8P8eX4+HXtqOT1+/vMFjWwdfML0bAPDCFitAMNis5FYR5dNKysDEzUpBlgxZti5n6LpGjkO3WZ/D8nW7sPhbd6N/pBK4jSxsuqGqrL4cj9d3Wj687UNuFYIJReu6/WbUJBCW3/Oug6bXjKWB9L0abQ43Tl6+wvjDK1UNT6E7Ttx5EpyIKNETUQhqELEMIoRp+BxERhTErBrVHPxmpa39Y1jzxiAOm92HuZO7AAAbdo3gtR3DOOGA2tBmUWJMRXMQPuc1Df9868rEjs1vGTdVLV9nmY2CwqA50xBLdjerQYid7oyAUFZAHlbJo5VyGiGvNWYW9OM/7nsZe0YqWLFxD06UPG8gIM+hyRth2pFygNe/4WqQAAAgAElEQVQ5za9x28BYU8cPOidQKyT+x1mLccbi2bJdEofSHCIiiL7xh1eqejUHx6ykaSjmvbc5ihQbpUEQP/e0Xq/Ja0TCBKb1dqTiczAimJW+e8cLTeUodNgmis/d+Az+4ZdP4x3/9gDuXv0GAOCdP3gQZ1/7hHR/kSakXf8oLLGxkcA7fuyZE4rYp6/oRKVpAW+s13lsnzf2WeXHDCufAYQzB1FzGK88h3MC1kecY/K554R7wDXxLf1y5vDIKztw5lWPNNbLhcmZgyy5MC0o5hARgZqDwBy8PgfXIe3fNZJZKUIRO77NVZ94q2eb3cPlmv16i7lUXs4oZqXhslGTxBPp2PZ9Ktqa107huniobphG4NEcUrB3exvyBDOHRrQWk1mho0SEOZO6nPG6ZiXTTYJLKhrcZAxmQCgrII+55xJ2TnBIN9uNj19XWJxOUhqieK0mE/KWhBBdXgJfFjYOAF+55Vk8uW43tg6WpL+Hga/9oZLXnxGlukJSUMwhIoLWNZfwxyreaKWykOcw5otVjiLFBoVtDgj2TX6O3qLX5ivaQD969L74xblvQ05oGJMk3nbJfc7nMObTLXFa1gOf7kTb8Se+sNMnFCPvb31O2ecQJNKj8cxubkISNcMg047rc4Dgc2gWokNaHsoKyJ+toznobse6uGalh1/egRsee712ViH00UhIAPJrnTwcOy885+GS9V6/sGUg8Ta0fL36nd05xRxaD0F2yyDNQXRIH7KPNwQ2inQTpDncsWqLU8aXE2O/Ws8ZyLWfWorvfegwHL9wKjSiVOzuoh9jcCzMURj/3FzyndRlMQePvTeCeu01eaXvkA5CIxqbYboEX2QOQQSa3w6xfMar24dx7s+fjH1uP0zGYIREK3GznwhOxHKa5jCKqAEF2wbG8JtnNuIT1zzuCY12akaF6A5BzzmuFiW+7x6zkv2cR8pVrN9l9VQoVU1p9dRmCjPytTvge6eCci7SgGIOEVHXIV0xPJKRkwSna5g/tRv/86mjhGPFj1bi+Pptq/HuHz3k2cav1vMF1SVkUVrmrXRDCb/7hxcDf2uMQFrzndhllWhgkt84ZC8g873gSUPURsKy3hs5N2OuGcfDHALO4+l5LJzuPl99rTgQw2PNkGglAFjznWWe73w+GlmJfBq54bj18Kn/eRJfuvnZuvPyY9vAGK57dJ30t7jCgbh2TMZq1u851z6Bl7YOYZ8+S4MNaswDxH/+3McDKM2hLRBoVuKhrEGag/0wxXICkcxKEYgpP0dnXvdIlHxBiRqFrmmJS89xFn1jdnfr/0RbcxAZpt/5LTv8NQ+/5nxOgzl4TA8hx2/U58Cf6TQhxyYoM5YzJ8aSM6G5tZWCC+9x+LUHTlxzmgYiQk9HLnI+wNrt8h4G9S7r73/xFDbskieGxtVcxUdmaQ7WAH+WT9rRY5Pt2lI7hmr9CpxBxjWniWvVrzkon0MLop7mUDXNgAxp6xZ3CBFLUYToKMkvYgSFyHy4WalbZA6UPIGMEv3U2UTpC05gCjkNXf5wYN+1yCKlfmI3nrF+T1dzCAuXbOS+B5mVgsBphpFkEpwQARXmc5CBr3vO2HuL+RpCF4SgtV+vidEuSSDGSQdaIa+VmMkO/jajfH35n2W5akLXCLtHas/NETe/Q1xLfoaaz7AIoGIOEVHPIV01mFRz4DbKgu4St2ZDWWfZqmzJMFHIWZKZWAVzwF5Q3QJBzWla4oXPoiTVvffQmQDcTPI4EIvN+bPB/cS+HgFOw6QmHjKM+TRiUhPNOFMCKp+K0DTXrJT0pVp5DrUtQsNw8KxeXPTeg/CTjx0JwIqWazSTmD87GdNbv3PEcQbL5sd9U0YM6V0suwJ4zUr/8ptVeHr9bkfo2TlUxqSuAnYNBzO+SszaYuJr6l/XekjgQ9JQzCEEIkGRSYaMMceOWjHkeQ4FmeYgOdbOoZKnaXgYQZlhR+pUqgwd/PgCc+AvoUdz0GpDapuFTHM4zFd/ioehNhLN4fTE0MjJRuWSU63mEP4CptOiUrBLhxy/0WglTvAndkZgDp5opaRCWK3/zCm8F33fnKbhMycuwPRea632FnMYapA5+B3Z/P3ZOjCGE77/AC77o+XrkvEuLjTF0Rz8j8swXQJvMuBDVzziBGLkdMLk7jx2DcvMSoh9biBcC1U+hxaBJ2JBQtxGK4azkKpmgOagcc1BNCvVPvzjL3sAJ37/QXd/yfnOO+EtnmOWDcOJuxZtvgNjFRDBU7ZD1yhxzUGWce0Payza87ptxebYZQbEnhhcc+ClNGo0hzqSYToO6WjHb9jnYFOXvq76zeQ5zfBLvc2AH4eblaKUmufwE7HeYh6DpcbKTJQq1jrgl8Xv53Y7f+CRV3YCkJubOHOI43Pw+2wMxgIjrX756bdhcncBuyWag8McYppUw9ZSlr0lFHMIgeHRHGp/FxNUqgbzLECuOXA7rdfnUHswP6GV2V1nTijinQdOcxZquWo6TKfg8zl05XWP81JPIc9BVsiv21dnvrNgzev2Zzfj2O/dV7N9GLgjL69rmNBpHZczPL+kXq9EQtrRSmFO4LjO0J/c9zJ+8dh6x0wyIUJjF064LZ9DMtfKj2Mya/3HMSv5HefNmJX8PQ38ZibNiYyqnV9HAsxBLJ8h4jMnvAX7T+/F5O4Cdko0B464wkGYFqo0hxaB+FBlDmmuJnfmdVSM2gzpvE7OCyVK9o2U7AYsBlDIaQ7jqBgM+VxtNNTAWNVjUgKsRdVsjRk/ZD4H/3mLwnWPlI1YhEuMLefHDdIc/v3el/Dv93oLE4pIO1rpO3e8ELhdXI3th06BRdsBG4Eoy5LgmoWoOTDG0IzQGtWsJDNVOv43QUsHBJ+UTTBlt8nJzo7xDPh1f+ZES1M3fMyBB0fwPs6TuwtSZzjPx2i0YOSMCbWBCGHJlklDMYcQeDQHyfPlmsPErjyqJvOYTUpV0/MgCxFDWZldqkAW/mYxBx3lqonnNvXjN89scs4hlgUfHKvUJMbpGiVeQkL2IvujivxFB+O8KJwIFHTNYTJcczBMLzP+xWPr8e/3vlx7EBtJM0Ygeshoo4wpzm6iWSmpUFbuu2AsvPBeFPR05CNpDjJttH+0grGK4cyHS9ZuT3ZrO9n8Cg5ziH5PDGHdAdwh7e4/yc674WM9HXkMhwRnxA6jtc+/35Tumt9UKGuLQHypZS8cl4QmdhVQMUzc8/wbzm/lqukJOxMl+zBiMf+iP2BXQFhcR05DQddQqpr4wk1WcxVekE2U2AdGK+jy2f5TMStJfQ4+zcFXrnysEp05iJoDZzKOg9tkgS0UZUhbcwjD+3/6F2yWtHOthzhzdqOVkmtbyk/vJMFFJEx/+Pw7asZ6izmUDbNu+LOMiL/vJw/jhH97wLkuvg1/J3VHc5AwhwZ6gfDjcsHLrznw8FwuHBZ0QsUwa7Rix+fQoObwlqm1zEH5HFoEoir6x+fewNLv3ONZ3IP24pjUlUfVYHj01Z2OxF42TE8FRdFWWE+K3TkUwhxyFnPgDlo3EU6o+VI2nCYxHHoKZiWZlNdV0HHDuUc73/0azBHfvBvrdgz7d5PCzeNwGybx6zQMFspoRLttLgVnPBCvLMKjttM0DuJoAE6eQ4KhrK5ZyQqvjCq0LtpnQs0YD6uu13Aq6Jq3DZYcc5nb+tVrdgtzSMdhtHxTTogHx6oeH+Dx+08FYHXiAyzTFdeuZIjLHLimMU/GHFrJrERE1xLRNiJ6Thj7BhFt8vWU5r9dRERriWgNEZ0qjC8holX2b5eT/USJqIOIbrbHHyeiecleYuMQH/aarYPYMVT2JPIMO8yhgKppYvdIxc1BqJgeLi9KNfVi7oMWWSGnoSOnoVw1HNWWw+/T6PCVCU+j8J6sNLiuEd6x0K217zczAcCT63ZFOj5X2ws5csqe8w5jVZOFSqFi+GBe1xIP4wXimX0asciI60RmfxYhNvtJyuvgOqSjJcHd/tnj8LvPHi/9LR8xpDRK1Bcnnrz6MBe8ZHTT1Ryi3xM3u9s67k8fWIttQmXVpfMmY8XXT8EyO4cnL5zjuU39NcEkcTOkOfOb1tMBXSOcsmiG81urOaR/DmCZZPzHjLHF9t8fAICIFgE4C8Ah9j5XEBGnDlcCOA/AQvuPH/NcALsZY/sD+DGAyxq8lsQhC039wo0rMO/CO/Dje17y+BwqBkO5ajpEu1Q1arj8y5e81z5u+HmDmvIUdN1ySBumU2+IQzRbyb5rafgcJFKgf/HKav1HrUlfFTQH7mvgHcmMOsxBfHZ5PR3NwWQMH1i8T6RtG7HXi5revV8+EY9/Tdqy3XN8y2cV+1RS8LOH9ZAWcficiThsjrzPOn/m9QhlGHN41i77bjCG3z27Gef/8mkAgllJojsUGigXzucQtE7zOnneP77dK9uH8L6fPIxv//55ez6IfW7x/LpGeOW7p+Gryw50fmspsxJj7CEA0UQ94AwANzHGSoyx1wCsBXA0Ec0CMIEx9iiz2PL1AD4g7HOd/flXAE6mKOEZGUC2UB991TIPXPvwa46DTZTiJ3Xb5h7DrEl154uoXrP7IKLnag6mE9rJ4bft+2vdpKE5yJiYP4OzqwnmIIayOlFKBrOzvVloZzuRCGkaRSpZEhcMwMyQxvLiKo6zot2Cd+5YbzHvJD/K4PZzSLY9qPU/vId0FHAiXa8sTBRTmmkyPLDGLSgoFvnzwwlljbj2TZNh5aZ+AMGlKvzrt2Bvx/uN+DXjuGYlfg+4j2dKt6s1tpRZKQSfJaKVttlpkj02G8AGYZuN9ths+7N/3LMPY6wKoB/AlCbmlRjCFtTMviKGSlXkdfI4fx3NoWJKiWAU23+QXZY7pE1Wu+D83eb8moOuacn7HKTMwfvd3z8biC79uElwJEQpWeYNk7FQ+7UnmMBkdRlyIwjrqwx4cz7iyDt8yzjPix8+HZ8DswvvNX4sV3No3KzE4X8vN+8ZxbHfuw+bJR3Z8jGjlS789Ur87f9YZc6DHPD+95p/5+Yofq7GC+9Z/3kS5EQhCbIdopWuBLAAwGIAWwD80B6XzZyFjIftUwMiOo+IlhPR8u3bt8ebcQMIW6gz+4rYM1JGX2fB0wCEq5tlw5TWXtepvhQrs+UDViIdt6HyRiNfOHkhAInmkPczh+QjdkbLBnqLOdx6/tsxpbtgn8cnVeVq70FUCZSbgnK65lyPwZjlYDZYnfBB9yabLK3Ce+EagZi81sgrHc8h7ZqVEsuQduYR3uwnCrgUHkdzmDNJrpX5y5Kv3TaELf1jTsa0CDdDOppwcMtyV4YNWqdBFgHOBLYPlvCFm55xCmDGjlZyzErWd1GwaDWfQw0YY1sZYwZjzATwXwB4eMpGAHOFTecA2GyPz5GMe/YhohyAPgSYsRhjVzPGljLGlk6bJm8wniTCiOmEYh47hsqY2lPwSMKcy1uaQ+2D1LT6L73Mlg8AU3s6nMU+VKpiVl8RXzrlAAAyn4PfrKQl3q1qtGygq6BjyX6TnDH/4pUxh6jzcM1KruZQNRl0nWCYJkbLwXHzIjPgkm/SqFdSYoJQLDAOoSeH0EefCyfcVihrwmYlk9mMsAnmEDGklD+3Kz7+Vtx6/tvl2xj1DWd83fH3IK70DgRHZ9VoDva5eNvQ/tEKblux2TEzxc6QFgpO1syp1ZmD7UPg+CAAHsl0O4Cz7Aik+bAcz08wxrYAGCSiY2x/wtkAbhP2Ocf+/BEA97OkVneTCGMOg6Uq3ugfw9SeDo+GMFnUHCQP0tIc6jCHgPj9yV0FQXOoehZprc/BrzlQ4tU6RytGjdnIL13KOrZFrdAq1lbieQ6GadqhqczRnkTweys6303GUusEF0YwJwjtW9PoYS2C33aTJeVxgCOdJ2FWKsR0SGtENWuYIwqj5fe+kVBWjqBnG+RzCKpS3KjmIAqdvKlQlqhbtIWIbgRwEoCpRLQRwL8COImIFsNaPusAfAYAGGOriegWAM8DqAK4gDHG79j5sCKfOgHcaf8BwDUAbiCitbA0hrOSuLAkEERQZk/sxEMvWWatMxbv4zT0AVzNwTCZ1KykRXAMBy0yTSPnJRsuVT2Lp6MOc0gj1n+0YtQwpRrmIHnBoxQi2zFUwr/8xpI5/A5pntAnM79VDBO6pnuuNUlpmoMfL4xeippDHALRCA3mhMzqPZCGQ7pZs1I0zYE/Nl0jaftRwHov6z3PCZ057BgqucJChLXvfy+DTDhBZqWgTnex8xzMWs3hd587Hut2jsQ6TrOoyxwYYx+VDF8Tsv0lAC6RjC8HcKhkfAzAmfXmMR4IcmL2deadzGS/5iD2HZCZlXK2M1WE38wS5mgVzUqiVF70m5V8RDsKU4oLblYS4ScgMukvysty6Z1uy9GczyHtRCtJzEqlqoliXvealUyWuDOeHz7UrCT4HBrp6RAHbvkMq5R1EuC3jIeyNmVW4j6Heg5pJ+tZvnaAaFrAIfv04dXtww6Bj2JW8jOQroKcPAY5pIOEuvhd6NxQVo4pPR2Y0lO/6VOSUBnSIQhax2L0AGNeJpAXFnRQtJJfsuMvzOF2jHhY/H6H4JAWj/92O2vTvx1H0qGsv3lmIx5eu6OmdlKNz6FBs5LIQPOa5kRjGYxBs53rMrMSJ8L+F5KxZBv+MMcuHLyN2Nu7nLJZyfU5MGzaHb9Uhwyu5mA5uYP6V0eBoznU0RpFs1KQfd0w60dkXfbhw/Czj73VydaO4ufyrxlZjg4QzBx+dI+88GPswntOzajxjehXzCEEQaqomNdQNrzJbronskAeqeMnUryRCO8VfNsKy1f/n59cggf/8STPtlzVHrbDaDlmT+z0bBvkc2iWQA6Vqli/c8RpAF/P5yB7wesRiAfXbMOvn97kfM/r5KlzE5bnwKNh+LObOaGIT7/Dqq5545PrQ88bhnLV9Nw7/jHs/RUlz1hmpQZoAtdgylUTW/qTYQ5itJLRrM8hYqayTGr2o14CJGDd+9MPn+UIK1FMbf5t/PXJOPyh2DLTqee4DRbey9L5LINiDiEIkrTFMNEvnHyAZ7GIZgaZWUlWAK9kWAudF5V7wzYLHDSzF/OmduOKj78V9375ROvc9kIc9Dmk+bGdOfrstZxpNWte+ejVj+GE7z/gfPf7HKIk6dQjlJ+y48w5dI2ca+M+B9NkUhuvoznY9/jSDx/mJAxyH0YjOODiO/HFm1c43zkRCzO1iCa3RnpoxwGfxqY9o+nkOcQovCdD3DyHMKnZqJMA6Sk3ESND2r9NVM1Bph2LaLTwXpY5DTIo5hCCIObAJYFvnXEIpvV2eJiAuKZlJXc1qk2C49Jul4/QconktMNmYf/pPQBcBgLULlLx5a3JcwhorxkXq+zsUY5an0P9Y8R1mBIRpk/oQG8xh6+ddrDjXJf5ZhzNwWkxqgU6CuPi9mc314yF+Rw8zCGWQzo+UeDzWL/LclpO723ePs1NZ9wk11SGtL2W6/ocTC9hlDmFjZAEyP9z3Hz819lLne9ccIuy5vzvhr/CMIefGfCeKkGInwQXHMqaJRRzCEEQIeUEiIfLidKy+EDPOmou/OBSr4iBUbtpkI/QynwWohnHr5mI75HM5wCkU7paRJQG6PUSoWToyOlY9Y1Tcfrhsxzta7hcrbnOks+slNMJr6cQ5eFqDsHbiGalWD6HBmgCJ6bbBqxEsCScl3zGd6zags39Y02ZJPlajaw52NfjfycA4MYn1mPHkLzzmp9QN2NW6pacG6g1K9UrB9No+QylObQwghYUf9hcMuSLJa+T54HOndxVs69VPsM7dtrlfwZQa7+X2TK7QjQHURX3m5U400o63t9fNjssg/PAGb0Amo/c4XkOI2UDvUVvf2W/QzqnkWOfrmcbDoKMobrRSsH7if20045W4o9+u000ecZ6M/BH1f3ppcarEhSiOqR9dYVk5Vf2jFQCwzr9Uj0X3BpxSAdFK0UJuvAcN2YIOZ9qltnQMijmEAK3OqP3IXHVmBMbp4+zrnmIhYzzW1KvfLH47feyRefRHCSVVznS0BzekNSu8TfckV1zbzGH7oKOu750Ajp9YaaNwMlzKBs1BQi5VuImEmn49gesCOpDJH0GokBG2N1opeAXWGTQaec5cMFg68AYdI1q7ksj8Lun3n3wDPmGERC1Kqvp8znINIco53G/Nx7KGiRM+P1M9TT8uA5pTh+UWamF4W8XyMFfdD7OnV6FnFY3FjwsQ9ovqcmYg8fn4CPEHs2hxufQeKYoxzHfu69mzK85yJjDUxefgqe/fgoA62VtxKwkwioFwrBnpFwjIXPG7TYKIszq68RJB05r+NplhD3KocSQ57Q1B05EB8eqmJyA1gB412NOI3z3Q4c1fCxOQOP6HJYdMjPWefwmHyKK3AWxUaFFms8kjMVdd39Za1V+VmalFobDHHwSxD+dehDmTenC4XMnAnCl8kJOq/tAw8pH9xZzNdv64fU5hGkOAdFKDb4AQRmp3GTD+ZLs+q1S47oz52YJJX/Ztw2WMMtXMpsf21+CIKdpDdXXAeSSX5jm8LvPHo/LPnwY3jZ/sjNWrkY/dyMCYzGnO/tN6S4k3tyot5jLtPAev6//vOwg3Ph3x0Q+jyzCSNdI2mRorGLg+3e96AQsNFrixK/BA/D0y47DdEpVAzc89jqAaMEdaUIxhwA8uW4X7nlhK4Ba5rBkv0l48J/e6SzEvKA51Ht/dEnhvd6OHN42fzLeddD0uvPK65rDjPyLUnx5/XN2HXONUY09IxXp+OfeZVWF5ZdUz06a17Wm6wzpGmG4XMXgWBUzfTVnOPHhiXbOvdKp4cKDMsKy274ffmJ0+2ePw2Fz+vA3R+3r0SKjMsSdQ6VYfbY5NI2caLepPR2xCv0FQTxElECDMBAR8nav5TA45art56ZrhGMXTMGqb7ynZttvn3GI07KTQ9pcKqDR1e9XbsHPHngFP7h7DYDG3w2/hk8E/N075uP2zx6Hg2dNiHVckXmOt1mpecPkmxRnXvWo87meI5M/Q8vnEN+sVDFNHDF3YuQXsDOvY9BXPgPwOkf9WoiTQdugRLluZ23f508fPx/HL/S+nPWky3yuPoGoB10jx/8x09cAh0cFcbstd0hGNS3IINM4Vm+2Qnr9/ZKDrj/qNS/5zr0xZ+eiqyOH4bKByd2FwFIOceDJUk+gA1kUrZET0toyLLW+h8ndHTXbyZhDTpdXJJ5ol7pZu23IPnejZiXve/jqd09zBIPeYi6WMCQyB2VWagMEFQDj4A+0IKj2QdCktZWsHgWi1D13cnCHMe53qA1ldb/7e0y78d6NEWYePy9Cpk7XZQ6aFrucgB85jZxyyPtM9DIHXm+JE3Td0Ry0uv2Lg+AnLKWqgVUb+5HXCQtn9Pjm5r0nT//fU7D/9J7UfQ6AG3o5qSufSKFBr+aQFHNoLENaxpwmdedrNFV/9BrgRrf5wQNANtrlRjgRP/+kBbjh3KNrtg+Cf66ixpjX4wklng6GSnNofXAJff7Ubhw1b1LN77zY3tsXTKn7Evk1B2aXk87pmsdncMtnjg08Bvc7+Ku+iuf2Rz5pTfoc+kdrzUqixOT3Ofzv3x8rDUNMyqzE4W/TudWO8/f3Ac4FmBaCsHXAah5z6Oy+GoJ24MV/BAAcMKOn1rfj45eTuwvo6cilXlsJcJ95X2deysyj4lu/ex49HXqNQ7pZ5PX6goG/CxoHEWHh9B68bEv5gHVv/X45v8YMWIKR7NlzQWmDfa/49xMWTsOxC2qbUd5w7tGxgyl0TUPVjK7FiULEeGsOijlEAJeQf/e546Vq69zJXbj7SyfgLVO7HYk2CP7Ce/xz3qc5hC0MTnTD8hz8cEJZI0iUjDH8Ze1OHLf/FEcKkmWkFmRRGrbkfNS8yTW/AfHNSssvfnftOYTzzhW6hU3r7cDmPVwK9JoncrpcegzC8Zfdj4rBsO7S0wO1rQkSKVUWiFrQtdTLZwCu1D2hM99UCY1r//IaAOBowaGeBKEq6FT3Prh1hWp/u+fLJ2LehXc43yd3FWqYltSspMm1RrecN8O2gTF87L8eBxBsQjti7sSAZx6MuAUvSy3kc9jrzEqGXZMnjtrNcwZkkjDHATN6kdO1umalnE/NdJK1fP6KfIj/gWeB+olzWO0bsTZREBhj+M8/vYKf3L8Wn7jmcU+5CJkNW2RO/HbWIyK5ELPSu3/0J9zy5AbP2FRJpi/3zRw6e4InE3ifiZ1OKXWH6QrRSnEc0qK2UAmINOqSlleo3ZYzxO/94QX89plNkn2SAX+2fZ35RBzS4qXUywKOgnyuvs8hTl2hiV2FWp+DRHMIMu2IY/e9uM35HHTusGS3b59xiHRc1+IJQ+K246w47H3M4eqHXsUh/3pXrIiQjpxVMjrKguXSe9BC8jvluERjVR51j++P1xbBmYismVDgvCIkwb34xiC+d+eLTunhjULpZ1kVzKCS5GEoBJiVGGNYu20I/3zrytD9AWDTbssM4E/Kmj2xKGgOvho9AaaFKBClTlGo6JFU7ZTRZG5O+c+HXvUU70sanOmKPUWagchgsvI5RC1X/d5DZ0pDx2VmJT3ApCi+C6LwIyse+ey/vqfGVCvik8fOk47H1Rw4bfj7Exdg+oTsu7+J2OuYQ9SmIyIKuobugFR6P7gZxp+EJh5LtFuKZR5EyT9MUlu50YqUOXBmb6Q5AQJzCJEoZfbUl7YOYt6Fd+DPL++o+U3mkK4byhpgVopj8uEv8seO3tcZe/fB07FPn6U5PPTSdkfr4S96XtcajkYRCYtI3GTlFWSnmNxdwM6hcHNjEuDznNhV8BD2Rp3T4l5Z+Ryi1hW68hNLANSaXmTBI0FRUuK7IDaOkglmjTLcnK7FYg78HXy7xOeRNfY6nwM3EcVxLBULeuQ0fn7cIBNUIednDrxAnObVHEJejiX7TcJTr+/GCQunRZqTdbz6GdIyxnGvnevx/JaBmt9Es1ZYEpx/HkNGbdjxcM4AACAASURBVJXUOFL9f35yCTbvGXMkq5XfeA868zpufWojxiomzr72CWdb/rx1rfE2qaI5SiwXIivMNrWnNjt5n75Opwy7DGMVA//4v8/iq8sO8oy/7/BZAXsEzNN0NQfxUk0GNBKJKq6VxHwO9UJZjWjMgSOKySbI3yRe34CQtJZkTaOgSKkgcOaZhBmvWUTpIX0tgPcB2MYYO9QemwzgZgDzYPWQ/mvG2G77t4sAnAvAAPB5xthd9vgSuD2k/wDgC4wxRkQdAK4HsATATgB/wxhbl9gV+hCldDC3W3N84m374V0H1k9QA6xSyR9+6xyc8/b9As8vOp3cxeAt2hf2cvz8b49CqWpKtzn72P1w4gG1TINrymEvk7/qJmMMu4flyW/WnBvQHHTv9XPEIdz7Ten2lEPnTkJ/zkFBiADLa4SKYfUejtPukjHmWSvi3P0+h+e/dapUm9hnYmcoU35wzXb8fuUWj6nzPYtm4Kcfe2vkeQKuVuP3ORhmY/2fxVLncUyYQYiS5+BkSEecbxTzsK7JtUZRINklBJIkca3uuRsLZW20SGSSiKI5/BzAT2ERcI4LAdzHGLuUiC60v3+ViBYBOAvAIQD2AXAvER3AGDMAXAngPACPwWIOywDcCYuR7GaM7U9EZwG4DMDfJHFxMhQiaA7HXXq/57ssrC0Imkb44V8fEfh7R86rWvMFmte99tMwAtZbzCPIoPStM2radDvHB8I1B789+Ad3y9se+o8JuLb2eoS3Iy83LTQb3gpYQQEiioJpLydcf5g/xw/DZJ65iczBHxkTVMVz1sRw23GHRGAJa2YThCX7TcL9L27DhM6cx/fRqHN6YMwVDJIyKwU59znitsjkmtw/nXpgYGFAK0M63Ky0bdAtAZ685hA/Q7pepdcsUJc5MMYeIqJ5vuEzAJxkf74OwIMAvmqP38QYKwF4jYjWAjiaiNYBmMAYexQAiOh6AB+AxRzOAPAN+1i/AvBTIiKWRBaPBAXdMgUEMQf/aZPIDPUezys9uX0HtFR7xvLFFsYUx6rxCFIjqm+Hz+fC0WiCmohiXsf03g7nRRcdiE60lslQJ6fRg6rJPC93SSDa3HQ4rbcD2wfl/QUAq4VrGDhBLAv3f56kUVQ9/OSjR+K1HcPoKuR8PofYhwLg5owACTmkcxpGJfkyIupFK/3dO+Z7apNxZr1gWnegDy4oGEEUlLYI1gJReFgwrRuvbK+tDiDDPy870FNTCQh2hgfBKerZJpqDDDMYY1sAgDG2hYi4zWU2LM2AY6M9VrE/+8f5PhvsY1WJqB/AFAC1HtAEUK/piN/kERah0Aj8Dmkuree14IbqiZw3gsZUCpBW37NoBu5+fqvkmLU+h3royMvNSjKNhpfajoObP3Ms3vmDBwF4n11ed5lDPTy7YY/zuWKYngQ2ce6ciNz75RMxUg7uNicLxxUxZJtvylUTU3sK6OvM419OP7juPP3o7sjh0Nl9ALzaQhJhrUlI01F8Dk6eQ8CC+pfTF3m+8+cRpLUBlhAzXK19PuKa2ywwB5Ex3f2lEyPfv384aX/puWP5HKqumXm8kTR7kl0RCxkP26f24ETnEdFyIlq+fXtjjUc4kZQRKMB9UTn8bTCbRa1D2s1zSBNRfC2ye3LBOxfU1E/iEDWH/zjrSBw9f3LdctEdOV3KoPzS1Tf+ahE+eYzcbxOG+VO78aV3HwDAK33Fafpyxs/+4plXNcDnwGlGX2e+pjqsiGJA5BrHIGcOhomKwXD8/lObFkpEetRs33AgXZ8DYww3PbEeA2OVmsJ79cAFmm5JWDGHP/GUQ2QOw0Ioq5hjpGvUlHM4rs+hrRzSAdhKRLNsrWEWAJ5BshGA2BtzDoDN9vgcybi4z0YiygHoA7BLdlLG2NUArgaApUuXNrTi60nQ/n7DYRJJo+evmszqySuUEo5jB2/ovHo4UwTkuQxHzp0UKPmIC/i4/afiuP3lTMQzj5xW0yAI8GpyZy6Zg3PePq/usYIgI8Zxegl75mWaXp9DA76AYh071tCYqzlYzuPmCYNoHmUxLHZB1txENIec3KT4yvZhXPjrVfjj6jdwuK35RD1dOYLmkNM0bB0Yw7aBMU/uQNBa0BN8F+P6HPh74G/WNR5odAa3AzjH/nwOgNuE8bOIqIOI5gNYCOAJ2wQ1SETHkOWxPNu3Dz/WRwDcn5a/AZA7/0T4bYbffL8887FR+CV4xyGdAEEIQ5QQXlnkR1dBx4wJcrNII6pvh00g/I9YfFEPnNkbK6LID1nYsas5BC+tu1e/gZ/bpSM4+kcqnsS8MOYahHrmwqGSZYffOVRGxTATMSmIVxnHrMTNnH7ilEUS3NOv74bBrMiqqM+fCzRheUh5nbB1oISjv+ttVhXUEzvJdzG25lBtI82BiG6E5XyeSkQbAfwrgEsB3EJE5wJYD+BMAGCMrSaiWwA8D6AK4AI7UgkAzocbynqn/QcA1wC4wXZe74IV7ZQa6jmkRc3h4tMPxgmSsNDmzu8yh2JeF/Ic0tUc3DaN8TSHYkHHjIBMzUYIZUHXYDKLGYhEUCTaHU2aVLikLjKgXB1fEwCcd8NTNWMPrNnm+c7XDVH8PIQgcM2B1+VKghA36nPg96ezoHv9KykmwfF7OjBWhWFGj1QC3DUYlocUdD8DNYeEo5XihFDz+y9LMM0aUaKVPhrw08kB218C4BLJ+HIANR5GxtgYbOaSBXhdoiAiIfoc0uDefrMWb0qTtgMqikM6SHOY1ivXHIZL8U0sPHO8XDU991dUvYtNvhhFCaHg9zduVVp/SCEnRnd/8QRPXadmMFiqeiKekiDEoiWjf7QSea6cSXfldeyBG1nUjCbHEeSQFhmGyZi06F4QuFYWVJEACH6Pg5hmkqGs3EQYNRHRyXNoAc1h/GeQMeqFdKbOHHzndzSHlM1KkZiDxBfQmdeR1zXc/tnjcPN5VrvGvz9xAU4/fBbeEeCoDp1HgO9DNDc064yVMRf+ksbNkvZbQbh2Va/HRxwMjVUxpbvgRDUl4fwVCd+7fvinyPtxH5hfEk8i4ikfUJ1WXJM7hkqxNIdffvpt+PIpB6BXWgTRgkjsRW0yyMSYZNRg3D4qpRaKVtrrymfUI5Je5pD8A6rRHJxopXQXQ04jEIVHK8nMSpxIHD7H6pf92EUnY8aEjoYlSW4y8t9/MSKoWeYgMzHkNa4xxiNyQz4fFA9ZDZNU42KoVEVPR85pxZqEWcNPy4dLVXSHEFAOTjBrmUPTU7KrstYeSFwLv346XtXaA2b01iQ/+iEy25Gy4dwHI4HcmnpwSuVHvIHc55SEptYs9j7NgYeyBpmVBGKQRiJKjUPaqcqa7qMgopocCz9kPgR/jaiZfcWmFq6rOXgZkfjyNBupIWMunEDEzcTmzmIOHvKYZDTJ7pEK+jrzbgXZhH0OAPD6zmjNfxyfQz4dzaFs1AYjlI3mW5qGQbyfx112v3P+JEJ860FMvoyCStVsCZMSsBcyh44YDuk0CHa+xqxkaw4ZFG/313XyQ6o5JJwEKPocRFSEl6fZeyELHc1p8dR7Dn/eC18fSZqVtvSPYtbEomNrT9qsBADrd0XL8nUd0l4tI4kAwkJAOHHc7mpxIWrle0YqTmmSRqv0xjo31xwiCiVlw2wJZzSwF5qV6jmkxZIBadBrv+aQZdJLoU7hs5LEIZ10cp7oc/jcjc/g0Vd2YPnFp3iT05q87zKTT6N5DgM+sxJnFklplaNlA3tGKpjV1+nY2tMQFNZF1Bz4/enyCQVJCNlixJy43tNuoep/twbHqlaJEZOhM6/jk8fuh9MPmwWNCKs29Sd6bp1fc0ShxH9vxhN7HXOo55DeuMd9idLoCd8RpDlk4IAKSkLikPWJThrc51Cqmvid0GlOtEVTk9yB7y2SHO7wj9OVC6j1OfSPVCI3fooCXsp75oSi4whN4thXn70UH77yEcePsXskWj8JMZRVRFJmJcDurCck0qetOfjv5+BYFTMm2HW2NMLXTnNLlRw2py/Rc+dj+hxKyqw0frDacYYwB6H7WRo2Sb9DOiufAz93kEP6jf4xPPrqzvTnEMHnEFYKIQp4q0iebQs0HsrKNYVv2W0gf/3MpsDQ3kbAC77N6is6mkMSgRALpvV4EjhlWqEMQQ7pJASlfEACatrMwX83B+1qs4bJEs2GliFKe14RIyWj6fWfFPY65gAEE0nDZJ4CXEEZlM2AMwHekKaSUYY0UFv0T8Tjr+2EYTIcWCfyo1lwk4/f98GZ5BffvdCJjGoUs/o6cev5b8elHz7cGYv7knIMjVVB5PVjTGsyv0G03/PeITP7is4ckyifAXiL141KeoDLEOSQTtLn4NfeyjGrAceFXyDgVRAMW3NIE7mYQsnAWMXpTzLe2CuZQz6ASG4bHPOYN+JKmVEg2qpHytWaDOnLPnwY/vOTSxI/Lz93EHPYvMcybyyYbpWK/siSOVjx9VOSn0OAWY/f9w8dOadmn0awZL9JnqilegUXgzBUqqKY07Fup+vQndwdnzmINEhcVy9tHUQhp2Hu5C63N3hCBEtkDlHLsfPn4C84mcSbEJSlH6dlbyPgfpSPLLHWlsgcgqq/JgU3vyYGc0ioB3iz2CuZg7/hDgfvenbSgVbJjPnT4tfUrwdxMfJaOoD74vzNUfvi1ENmJn5efo6BsQoeWVtbDf2N/lH0FnMOQZ0/tRsTu8IrrDaCokRzYIw5Medp+V6Kjq8jnpQ6OGb5GMTKtI3Y38XnLhKKF7YM4sAZvZ5mT0n5M8TDjFUMPL1+N372wNrQfaopJ8EBwA99TaTSNitxZjypyyK6olkpdc0hZpTcwGgVE4qt4QreK5lDkHmF25fPPX4+Hv7qO/HWfSclfu59hK5gO4fLGKuYdlngbBzST67bjY/99+PY43NQbukfwz59nY4Dc3qCdnXPHCShxKWqmXoyIDeTBJlXZGG8gK055HW8fcFUXPuppaHbhuGYt7jdBEXJ+fktA1g0y2pvyplCUmtBzPQdq5j40BWP4Pt3rfFs4+9D4fgcavIcmp8PZw63C4EIQHbMgQs7Hs0hZebAn+myf/9zpO2V5jDOCDKv8ISn3mIecyZ1pXLu3mIev73gOADAzqESRisGijktm4xI4QUf8RHJNwbGMLOv6PTSDSq21yy4z0Fsg1k2TMe8lpbvhRM7GWGvGiYO+r9/lO5nMlfr2HeypUku3S++0HDVJ5c4Zg1OgPtHK9g1XMb+03sAIF2fg3Dd3Jf2wJptWPT1u7B8nVshnzOuGrNSEj6HnHyNlwzTY2594B9PavpcIrimNqGYA5GrOVQz0BxERl/PTM0Yw8Co8jmMK3K65lHzKoaJ4VLVkSj8vYGTxhS7Ic7O4TJGK0ZoRckk8ZpgN/czxy39Y5g5oeiEPKbFHKZ0FzClu4DHhMioUsV0XuC0okc4gR+VRO3IutyJ4NnQ+0/vwd1fOgGfP3lh7PP3dORwhB0mya91wy4rbHruZKtRUNJ5DuJhSj5mDACPvmI9g+Wv73Z+4xqcP8s8icA9sX6YaN4rV00nxHv2xE7Mn5qsOdcQWvH2dOSc3BVeHjxNiIx+qx22HIThsgGTARM6W8Os1BqzyBi8jC7H312/HA+u2Y5LPmgVjU3b5jelx2YOQ2WMVYzEW5EGQexzLJo2GGPYPVzGlJ6CU2k1yXBNETldw3sPm4n/Xe52jS1VDYdgpqU5cAIv0xye3binZkyEyLzr1fEJg1PCwyZWPGyaa6luhnQKDmmBKfI1x38XJVo+N3/znCR8DmL1geGS4WSZl6tWVvBDn38n+lIwqYjd5Xo6cs48DCMD5iA8gw27RrBPSD/xATvPSGkO44i8rnkych9cY7UcdTSHlJlDVyGHzryOnUMljFWMxEtURIHoEB4qVVE1GSZ1FfA/nzoKnz5+vuO8SwOzJ3Z5zl+qmqn3tdA0QkdOkzKHnUPhCWL1OrlFRc4XTrtxt6052Mwh6cq8oj1dNCvxe89/Fk1GQdFKi+c2F14MeLURkVGU7cSvfad0oS+FdedoDhqhmNcdzcnSHNIlgdyEBXhzqGQYsLdVPodxRE6X95TdPliCRsnXE5JhYlcee0YrGC1npzncdsFxONO2e4uaA3dC93XlcdicPlz8vkWp+kD8Dtey6JBOUZLrLOhS5sD9LEFISs33h3Ju3D2K3o6cc3xOzNMIoRavmyfE6c753O04k+ZRZXmdcNcXT8CXTzmg6TmcdOA0fPRoq4uwWLOq7PM5JA1uJNBtAYFfv9WSNbXTAvCGAIs5VDL0jyjNYdyR1+Q1hjbvGUVPRy4T5/CEYh6DY1YRsKw0hyPmTsQHjpwNwOtz4GUzJmYksfgZQKlqomqasdpDNoJiTvdI0Bw7h0qSrV3MS8gG7q/vtHukjMk9Beea+W1JwoQDeEtSi8yB5zw4ZiXhfFx65bkcVZPhwJm9idTYIiK891Cre56oOVRSZg4XvfcgnHbYTLxn0UxLe6y6hffS1hyWHTITP/rrIwDUzzXh/r7J3cmHkDeCvZI55HSSZspu7h9Db0Zcu7eYw+BYFWMVU9q5LC3wl1D0uXDNIY28Bhn8hKZUMTKJHLE0h1qhYEcds9JbkmIOvvpOQ2NV9AomTL/ZqVmIz3hMNOP5NAexEsDOoTIKOc0xKyZdQYb3UhiSmJXSwj4TO3HFx5egs6CjI6c7129msOY0jfCht85BIafVTYTj63Bqj2IO44acrnlKRHNs3jPqeVnTRG8xh4Gxiu1zyO4xOCXDhRr6XGJJ08/gnYNEczBY6vWlOnKaXHMYrtUcPnPCW5zAhP2mJMUcvGajwbGqJzKOS/LJaQ7ucbx5JVxzsLcTzrdjqIyp3YXUnkWPhDmUqulqDiI68ppz/VXTjNV1rhnkNblAKoL7via9GTQHIlpHRKuIaAURLbfHJhPRPUT0sv1/krD9RUS0lojWENGpwvgS+zhriehyStmuYz0o92XhxGr7YCn1MFaO3mIeg2PVTM1KgFi+QtAcRl2fQxbwO17LtkM67cq0Mp/DSLlao00UchouOu1gXGRX61xo5yE0C359f1lrhZAOlqoeTfUt06zzJKXBBVWg5deryTSH4RKm9HSk9ix4UTnRrJRlUEaH0NPENJPLRq+HnC8IRoYdQyVM7Mq3TMnuJGbxTsbYYsbYUvv7hQDuY4wtBHCf/R1EtAjAWQAOAbAMwBVExFfElQDOA7DQ/luWwLwC4TcriY1b5k5OJ/nNjwmdllkpS4c04CYiieVD+m3NIY0wQhn8hOc3Kzbhzy/vSN+slK9lDrtHasuU89pWHz16X6y95L2Y0mShPY45k6wwxl889joAK5JF7H38lfccgP/51FGebOpmECSpcslZl2gqu+yQ5rRCins7eAmLKn7x2OsYKVcxUjZqoqPSQkdOd5gD93NlgbxOUmsFYDHHt377Htz4xHonB6oVkMYKOAPAdfbn6wB8QBi/iTFWYoy9BmAtgKOJaBaACYyxR5kVU3e9sE8qsMxKLnEUWz4unJGMlFgPvcU8BkYth3SmzMEuX8EbvTPGcP+L2zCrr5hod7Mw+CWjO1Zuwas7hlN3xBXztT4H3q+Bv5TffP8heOeB053fk2x2tP/0XpyxeB8ndHSoVPWETed1De88aHrQ7rERVM+HE0dOqkSBdudQGVO6O1IrK8E1hztWbcHFv30OR3zzbqzePJCZ383SHCzmaEUrZaQ5aMGawxv9Y9g1XEbVZIkJIkmg2ZXPANxNRE8R0Xn22AzG2BYAsP/z1T4bwAZh34322Gz7s3+8BkR0HhEtJ6Ll27dvb3jSeY1QrpqYd+EduP7RdR7mcMD0dEtWc/QWc6iaDINj1cwypAG3Ex7XHNbtHMHT6/fg797xlszmEPRCzk2pZAlHZ742WonbvnkJi7SfRVchh7LBwJj17NP0cXFBtddnKuXaE/dJcM2BMYYdQ6VUHaI5XcO03g689MYgACGvIiuzUl4IZWXpO6Q5goJgAG8pm1ZxRgPNZ0gfxxjbTETTAdxDRC+GbCt7CixkvHaQsasBXA0AS5cubdhrl9M1J6b4O3e84KnPn3QnqCCIsczj4XPg9mhegG/e1GzMaUBwYbnpKZXs4OjI1ybBcebwpVMOwGs7hvHhtyZTMjxwDjkN5aqBsYoJw2To6UjPlPfBI2fj2Q17cOS+E/HVW1c541xz4Gtg+1AJv1+5GdN7iyhVTRw0yxKQvvehw3Dkvs0nv/kxf0o3nhDqOQG1SXdpwWNWMtIvvMeRDwiCAdzwYQDYpy84gzprNMUcGGOb7f/biOg3AI4GsJWIZjHGttgmo2325hsBzBV2nwNgsz0+RzKeGvI6YZA7xJj1siyaNQE/+diRqdUU8kOUGItZRiv5OtHxrPCsQniB4EzgtANHZD4H7hid2JXHR4/eN90JwG00xTNn08zGL+Z1XPrhw/Gnl7xaNq+zxCXZO1ZuwR0rt+B9h89CZ153SsandT/mTe2qYQ6dhWwCQUSzkpml5uALghExILTn5X6pVkDDVImIuomol38G8B4AzwG4HcA59mbnALjN/nw7gLOIqIOI5sNyPD9hm54GiegYO0rpbGGfVCASJwaGctXA0fMnY8G0bPwNgDcixV/HJk040UqGnzlkN4egSJh5U9LVXgpCpArHUEbFFp052OXiuXCSRe3+oi9MlOc8+JveP7N+DxZM7059PcqSCrPTHKw1wBhDJYPaShw5XfPknXAccPGd+IdfPu18T6sadCNoZhXMAPAbO+o0B+D/Mcb+SERPAriFiM4FsB7AmQDAGFtNRLcAeB5AFcAFjDEuxp0P4OcAOgHcaf+lBj9xKlVNj98hC8yY4JqyZmakrQC1ndi4BJul5iAL1fvH9xyAc49P1+8hK9XOzUpZMYe8rsFkblZ6dwaCgd+P4tjcfcRq055RHDQzfZ/bfpNrmUNmoax5HYxZvo7hUjWT+w9Y1gpZgIB/Pc6Z3DqaQ8N3hjH2KoAjJOM7AZwcsM8lAC6RjC8HcGijc4kLkTgxBpTN7JJwOESGMLMvO+agaWRXpR1HzUGQ1vK6VSH342/bL3UprkN3pUaeSsPNSt1ZaQ72OuPMIQuJ2R8NVxLKR/iRtt8H8Da84sgqKIMLgaWqYTGHjJ57TpIEJ8tDCavamjX22pLdHPwFyVpzEHMKsvJzcIg9tAfHKiACejI0bYnM+fsfOQIHz5qQSVaoWDqE53sMlaroyGmZJR7xOXA7cxYhnP6qsjycV0acRI02LcyWEMAszUqAVaV2uGykXoGZwzIryU2agEWT7vzCO1qm6B6wtzIHCSHIKsafQ0wCzzrxpZCz7J8/vf9lPLx2B3oKucyiNgCvWa+Y13FgBqYMwH3GYhXQoVI1M5MSIGEOGay7YsG73u99YSuOectkaWhlFoLKVEksf2bMwdaieD2xno6scnuoJsdmUGAO03s7sLCJXiFpoDXytDNGXkIIszYriciSMAPWtY6WDfzg7pfw9Po9mZqUAK/mFtQ6Mg0UfJFaQG0iWtrgHc94N7IsItX8ZqX1u0Zw3g1PSc1KWZg4Zes9s9pK9nl4J8KszEq6Vlt4TwxhbZUeDiKU5mAja7MSAFzywUOxYzC8ImgaKOgatgtlqrN0RgPeaLGkG9yEoSDYmzmydEqKc+CaQxa29iDthOe4AMBVn3grtg2WcNyCqanPBwD+z3HzcdfqN7DJ7nFQp+xQYuDv+ddvWw0gw0AESSirqDlkVbYnDvZK5iBLwhoPzeHjb9sv83MC1rVuG3T72WauOeiiQzpD5qAHaA4ZmpXyjuaQnVkpKOlw1aZ+5/Myu89CVvj6Xy3C1/9qET593XLc+8JWT++JLJGVYCDLkBa7xGUZsRgVe6VZSZb4sqU/vPn3mwl5nbB1wNUcZDbgdM/vLrusbM1Aa5iVXM3Bkhqz0ByCihxvGyxhwbRuvPjtVOtchuKCdy7AhGIOR82bnMn5Tj54hschnlm0kq+eG+DVHGZJIrjGG3sncxCI0yeP2Q99nXm8Z9GMcZxRtujI6dg+6DKHrBemyJy7M3IIAmIYo/uSDpeMzAgE4DKHO1Zt8cwpK/iZcTGvZ1r40Y8j952Eld84NbOCc3ldw8ePcTO/szUryTWHd/z/9s49yqqqjuOfHzMDxBt5NfIaUhQJH7wUfCCE+KxQs4B8kFSk0Upbq2U+almhZSwxH1nIUkh7mJm5AiVMWaLmW1ryZnjFCkwSDAEZXUL++mPvA2fuvTNzZ7h3nzNzf5+1zrpn9rl3f/e+c+75nf3b+/x+A7tz2ahkvAj1UZLGIRpmd2lXwcwLh7D85rNTt1KgmGTmRK4M+JwF1DbOQZ8O9xfi2X+r5v4XNgPZCXeK3oYMN1qIlLRxjsk4zwsZdba5EF9GHurmJFc+h2jk8MDUkalawhpRemcGhyZBQ05EponME7Fnx9DPWcRGDgkYh2erd3DLk2sBNyEdajljvA1J0S9j4jPXyr2WTtw4hHsyPjufw+4P9tO2olXi50RdpLNVRSaaEA09EZsWMpP6hPT7Q+0VSiHDlWe6cA7872M+2B/WrZTEqrg4maFjip19L43Ez/9QS0hz5XPYVbOfroHytjeFkjQO0YRoSHdCmsg0DkN6hwlTHlH7OYeQq5VqG6J9Po5+EquVkiIzPXXIpcRpIT5yDjXfkmu10ns1HxUsJWwxKMmrYxTDJ+QqlTQR3S0d26sji689I7jfO/RDfxFtMh442xc46B4k51Z69cbxCPCTRc6dFsW0KvWRQygqcqxW2lXzEV0D5W1vCqV328Ch1Soh3QlpIjIO7duUBTcMSZI5GXwwImsCS1lD06tTW3p2answO1y39m51UKh8BmkicuWcdVzhUrI2RK7Ae+99kG63UkleHaOAV5npE0uFzgeNQ2n1P/PCvNM/JR50KWvSbiX/2qfrJ9i+58NaS5pLhc7tKnjs6lMZXNkpmGZ5mQufEUUErpCtTwAACjxJREFU3rTjfTbv2MfoT3UL1obGUpIjhyiPcBrjmYQgulkMPRGdNJnG4abHVwGB3UoJG4fTjnIXo/OPd09E/3PnviSbkxjD+3cNm7vd/+i2vFuDqjJ+9nMANnJIG5NG9qV6+x5mjD066aYkQnSBquqWnXSlJZNpHKILY0i/b/yC9I0zi5vcKBeTRvZl3KCeVJS14sdPrDkYANAoLtHzJONuX8r0MYf+7/+tCR9bLV9K0jh0aFPOrEuy8hSVDGcd14ufXnw8Fw3tnXRTglLXMtKQ6WFbl7diy20XBNPLRERqheUudmpWwxF/tmfu85sP7o9KsVupJI1DqdOqlRQteXyayeXSuffLw0pqUj7Os98dm8jKnVIkc+L/SyP6MPPCIYm7GesjNcZBRM4F7gLKgPtV9baEm2QUkV9fOTJoelRwd82f7NSWYf27sGjldob07sQFJ4SNRpomBnQvLbdiksTDlHRsW8515w4KnmCssaTCOIhIGXAvMAHYBrwuIgtUdU2yLTOKxdhjwy0jjPPKjeNZ9dZuFq3czoj+YSKBGkbPjocCC75w3bhUP/wWkQrjAJwMbFTVzQAi8gdgImDGwSg4Q3p35qFpJzP6qPT6e42WxZhjehzcbw6GAdJjHHoDW2N/bwNOSagtRgkQ/7EaRrFpW1HGzyed2KyCfaalpblmBLMS3IrIdGA6QL9+pTehahhG8+WioX2SbkKjSMtU+Tagb+zvPsC/M9+kqnNVdYSqjujRw+78DMMwikVajMPrwEARGSAirYHJwIKE22QYhlGypMKtpKoHRORbwFO4pazzVHV1ws0yDMMoWVJhHABUdRGwKOl2GIZhGOlxKxmGYRgpwoyDYRiGkYUZB8MwDCMLMw6GYRhGFqKZGcebCSKyF6iOFXUGdtfzkcM53h3YWaS68zlu+qZfLP1S7ntz129K3d2B9qra8INiqtosN+CNjL/nNvD+Jh/P1Cpk3XkeN33TL0r9pdz35q7flLob6k98a0lupYVFPp5WbdM3/cOpv5T73tz1i9q35uxWekNVR7Q0LdM3/TTpl3LfW6J+Y+prziOHuS1Uy/RNP036pdz3lqifd33NduRgGIZhFI/mPHIwDMMwikTJGgcRmSci74jIqljZiSLysoisFJGFItLJl7cWkfm+fLmIjI19ZoovXyEii0Wke2D9SV57tYjMylO7r4g8KyJr/eeu8eVHiMjTIrLBv3aNfeYGEdkoItUick6sfLhv10YRuVtEcuXmKKb+rSKyVUTez6fvhdQXkXYi8qSIrPP15JX3vMD9X+zPidUiMkdcyt0g2rHjC+LnccC+L/Vlb/qtwdyzBdZvLSJzRWS9Pwe+EEpfRDrG+v2miOwUkTsb0m8U+S5ramkbMAYYBqyKlb0OnOn3pwEz/f4MYL7f7wkswxnWcuAdoLs/Ngv4YUD9bsC/gB7+2IPA+Dy0K4Fhfr8jsB4Y7Nt/vS+/HviZ3x8MLAfaAAOATUCZP/YaMBqXsOmvwHmB9Uf5+t5vxP++IPpAO2Ccf09r4IUE+t/JvwrwGDA5lLY/fjHwe2LnccC+LwVGNPJ3X0j9HwG3+P1W+OtAyO8/Vu8yYExjvosG21rIyprbBlRR++K8h0PzMH2BNX7/XuCy2PuW4PJeVwA7gP7+xzkHmB5QfyTwTKz8cuCXTfge/gJMwD1UWBk7iav9/g3ADbH3P4UzCJXAulj5FOC+UPoZdeRtHIqh78vvAr6eUP8rcEsXJ4XSBjoAf8ddwPIyDgXWX0ojjUOB9bfiHihLRD9WNtC3RQ6nLZlbybqV6mAV8Hm//0UOZadbDkwUkXIRGQAMB/qq6n7gamAlLnPdYOCBUPrARmCQiFSJSDlwIbUz6jWIiFQBQ4FXgV6q+jaAf42G6blyfPf227Yc5aH0D5tC6YtIF+BzOMMdVF9EnsKNYPcCfwqoPROYDdTkq1lgfYD53q3yA5GGXZqF0vf/b4CZIvIPEXlURHqF0s+oagrwiHpLUSjMONRmGjBDRJbhhnwf+fJ5uH/KG8CdwEvAARGpwBmHocCRwAqcpQ+ir6q7vP4jOJfGFuBAvmIi0gHnirhWVffU99YcZVpPeSj9w6JQ+t4wPwzcraqbQ+ur6jm4u802wGdCaIvIScDRqvp4PnqF1vevl6rq8cAZfrs8oH45Lp3xi6o6DHgZuD2gfpzJuPOvoJhxiKGq61T1bFUdjvuyN/nyA6r6HVU9SVUnAl2ADcBJ/vgmb7X/CJwaUB9VXaiqp6jqaNzQdEM+Wt6wPQb8TlX/7Iv/IyKV/ngl7m4U6s7xvc3vZ5aH0m8yBdafC2xQ1bwnBAvdf1X9EJdad2Ig7dHAcBHZgnMtHSMiSxvSLqA+qvqWf92Lm/c4OaD+u7gRU2QcH8XNIYbSj+o6EShX1WX5aDcGMw4xotUOItIK+D5uDiFaldLe70/A3bWvAd4CBotIFMRqArA2oH78M12BbwL356EjOPfXWlW9I3ZoATDV70/F+UOj8ski0sa7tQYCr/nh714RGeXrvCL2maLrN6QTQl9EbsEFOLs2tL6IdIhdUMqB84F1IbRV9VeqeqSqVgGnA+tVdWzAvpeLXxnoL7afxbllg+j7m8GFQNTn8cCaUPqxz02hCKMGoHQnpP0X+jawH2edvwpcg1s9sB64jUOTw1W4u/K1wDNA/1g9V/nyFbiTpVtg/YdxJ+UaGlipEvvM6bih6QrgTb+dj1v9tAQ3+lgCHBH7zE24kUw1sRU5wAjcj3IT8IuozQH1Z/nv72P/+sNQ+ri7OPX/l6ierwXU74Vb4bYCWA3cg7uLDPLdx45Xkf9qpUL1vT1uhU7U97vIsYqnyOdef+B5X9cSoF9IfX9sMzCoqdfB+jZ7QtowDMPIwtxKhmEYRhZmHAzDMIwszDgYhmEYWZhxMAzDMLIw42AYhmFkYcbBMIqAiFwlIlc04v1VkmdkU8MIQXnSDTCMloaIlKvqnKTbYRiHgxkHw8iBD4q2GBcUbSjuwcQrgOOAO3ARSXcCX1HVt33oiJeA04AFItIRFyn2dh+HaA4uxPcmYJqq7hKR4bi4WTW4EBSGkRrMrWQYdXMsMFdVT8CFU5+Bewr5EnXxr+YBt8be30VVz1TV2Rn1PAR8z9ezErjZl88Hvq0uLpZhpAobORhG3WxV1Rf9/m+BG4EhwNM+OnQZLgRKxCOZFYhIZ5zReM4XPQg8mqP8N8B5he+CYTQNMw6GUTeZsWX2AqvrudPf14i6JUf9hpEazK1kGHXTT0QiQzAFeAXoEZWJSIWIfLq+ClR1N7BLRM7wRZcDz6nqe8BuETndl19a+OYbRtOxkYNh1M1aYKqI3IeLlnkPLk3j3d4tVI5LvrS6gXqmAnNEpB0uiuaVvvxKYJ6I1Ph6DSM1WFRWw8iBX630hKoOSbgphpEI5lYyDMMwsrCRg2EYhpGFjRwMwzCMLMw4GIZhGFmYcTAMwzCyMONgGIZhZGHGwTAMw8jCjINhGIaRxf8B1Aj/Mi6pBIkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1127,22 +1140,22 @@ } ], "source": [ - "# Un premier pic en 2003\n", - "sorted_data['inc'][-1200:-600].plot()" + "# Un premier pic en 2003 ?\n", + "sorted_data['inc'][-1200:-700].plot()" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -1160,10 +1173,49 @@ } ], "source": [ - "# Un second pic en 2016\n", + "# Un second pic en 2016 ?\n", "sorted_data['inc'][-400:].plot()" ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Septembre se situe bien dans les \"creux\" des incidences :)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1171,6 +1223,157 @@ "## Etude de l'incidence annuelle" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Adaptation du code précédent avec les valeurs de la varicelle, donc au 1er septembre et à partir de 1991 :" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,sorted_data.index[-1].year)]\n", + "\n", + "#\n", + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_september_week[:-1],first_september_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " calc = abs(len(one_year)-52)\n", + " assert calc < 2, \"Erreur d'assertion : \" + str(calc)\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "\n", + "#\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)\n", + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Liste triée des incidences, en ordre ascendant (par défaut) :" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.sort_values.html\n", + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=30)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Quelle est l'année avec l'épidémie la plus forte ? 2009\n", + "\n", + "zimQuelle est l'année avec l'épidémie la plus faible ? 2002" + ] + }, { "cell_type": "code", "execution_count": null,