diff --git a/journal/Journal_Davide.ipynb b/journal/Journal_Davide.ipynb index 502aac8e72a396367028bff07890925e2e5d2ce8..c0a6bba91533515903f231e3da3bcc3fcdd8853d 100644 --- a/journal/Journal_Davide.ipynb +++ b/journal/Journal_Davide.ipynb @@ -8,9 +8,10 @@ "\n", "## Module 2\n", "\n", - "Une liste de choses _utiles_ que j'ai appris:\n", + "### 1. Une liste de choses _utiles_ pour Python:\n", "\n", "- Oublier pas de spécifier : `%matplotlib inline` avant de `import matplotlib.pyplot as plt`\n", + "- pour plotter une grille utiliser : `plt.grid(True)`\n", "\n", "Un example:" ] @@ -22,7 +23,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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QOnULeOMNPPfsJ/DCozsAAKuHLwNHD+PZ557HY7vmhrbtXzv6Cu7b7uH0zQ088eGPoPbs/X0fa9NgaNvzqNU+nfu9q4cvA4cP49MviO977+GXUZqvolZ7rvA6eoXue//umQN4aFcHtdqLWN7oAIvfwaOPPY7aZx4Z6lr+4NxB4OoNMCt+3bSPXwMOHQIAfPrF/NcEIFoX+H/1TQDAffc/iFrtI9rv/L8d+wGwvIqtO3aiVtsX/v5fndqPkuNj+2wJF5YaqNU+l7m91rFrwFtirR/92A+h9uSe3GsdNoZ1XeehYQcBPMEYeyRIkv4cgD9XXnMBwI8CAGNsD4APAzgzyIUOAvRo1+4my/i+Vrqh3zUKSDPLUkJVyDLjrffprJAjS6iud8Ie6v3KV3SsH9o+00NCNbJCAsCu+fJYyDIbbRfzFRFAI5/7KN0y8fNe1sGLykOye8XLSJ6nyzIctmkIzT2PFVLaxt0iy3QN7pxzF8AvAvgWgBMAvsE5P84Y+wpj7CvBy/4nAJ9mjB0F8F0A/4BzfmtYi+4VeROqrsfDk0oGBfciuvvSRgfzZQu2aYj2A2N+YrU0VkhKqA7zouCc4/ZGG3uC0Xb96vudoHry8d1zuFVvFxqkLFshAYxN87Cm42GmJG66JIGMwvlBwT3NLQMUt8nGfecZmrurt0K2A7fMXNnCRmfqc9ch13MU5/ybAL6p/O63pJ+vAPh3Bru0wUP25Xo+D4OWCsfTM/d2D1bKlYZoGgaIxOT4u2XSK1SHWYC11nLheDwcbTco5v7Enjl8+93ruLDUwEf3bsn1XtkKCYhWzUsFvfLDQLPjhU9UI3XLtKMiJs45WJBvigX3guuQX59le03rCkkJ1bkgoSqvq9v2xr0FyKBwV1aoqj+rcH2eKcs0CwT3pYYTBnfLGH/mTlbIWIWqQRWqw1s7MWMaSt2vBEQ3qSd2zwMo5pihc4Okj7JljMVg5UYnYu6mwWAao+nWSW4UzuM3eFmmKXq85ACbVfncSvG5O56PkiWskK7Puz+N34VumbsquMsHNYt9u54fdqOTQVJNEVlmJWgaBmAiipjoO8YqVEdQDUke90iW6e8CpLU+vlskgIt43VXN3TaNnu1+g0Sj48aSlrY5mkZ09bYbPuXKQVSWSorKQ3ENPEuW0UupjuejFDB3WmPm9mI+92lwv+Mg3/2z7vSOx9FxffgKo6D3FGLuG6KvDCCCxLj3ktYVMY0ioUrMfe/CYPqU07HeOVfG1hm7EHNXNfdRlvpnoeX4iUT3sFlox/XRdn1sC87htKffwsxdSsCmBVvf5+E2dH1tbDm4d0mqxhuHjTfBGhTumODecjz8wz85kpn4ys3cff0JRS6bIpr78kYHW2dIlhl/5t7WMHdzBL1lqK/Mni2i3L9/zV0co5Jl4KHtM7hQoDuk44mOg/S9rRHq22lwPR8dzw9lGUA8WQx7TZSI3hFIi3JnyL40d5m5p8gyLWlbyZa/HLZVgLlP3TKTi/evr+OPDlzEgbNLqa+R2XorY44qBWA1iNN78jL3tutho+Nh+yzJMuPxeJ+FtuvDNFjIWgExrAMYNnPvgDGRvLSM/hPPdGMuWQYe3DFbTHP3/Pj3H5EVNAuN4JyTg7tlsqFXqFLQ3D6bZO5tr/eAKe9LL2W/yo41reZeQJaJDcieBvfJQp4+F/IBbmusjtHryBUje3F5+P68PvewaRi5ZYzhu076hTocG4g092EnVGlalchNDMYtUzIFc7+80swdgByXh3o7ILdf2Lyg0OokE92jkGXC4D6XLcsUlazyuGVkW66u9UHJEj53oLss405lmclFJyXxIiO/LJNk7vLjaN6E6jL1lSFZZgwYYDeIKUzx02IUmvPteid89BetkQejudsmw4M7ZuD5HFdWmrne63h+6JQRn7H5sgwRClWWGbbPvZ6QZfR5q6I34zzWRHpC3lK1tczdNlkhWYYxBHOMp8x9otDOwdzzJlRDWUYK6DKLz6u5Rx0hI587MN4DetuuF2OHQGSFHOb811v1dtiB0TJZ34NBqMiFMYaHts8AyG+HpMBBsMKumJsoy2iCu5jsNWRZphWXZdopzL24W0aSSbow94WqHft83+dwfR5PqOaQZWzDgDUBMxUGhTsuuGf5kfMydwq+ckCPMfecwZ1mT1LJ+DgEiW5oOUnmHlWoDpG5b3TC3umDGCTecX2UA8b90I5ZAPlH7qmaeynYH5vZB5zOuZgsYw3f507tdHcEx2Zwbpnu76Xrb0vFguPx0L0m51NCWSaHFdIy2cjso+OAOya40wHPOtnTHilliEHQ4mf5BiAH+mYn3wUV6r5BcIhkmfFlDm3Xiw3HBkZnhaTgbg9gkDhpsgCwe76MsmXgwu18XnfHi2vu1ggSyt3QDJl75HO3jBHIMq1huWXEvqzaZmoOitxp8xVhSFCv8ZJpoGqbMFgOzd3nsAKjwJS5jyl8n6Mj3cUJdCJkBYU8zD3tNfLPeZk79TcpqX7pMU6otl0fZXu0CdWW42G95YYBZBA9eOTgbhgMu+bLsWEgWaDSdkJUxLWZmrsIXptlhdT63D0fleBcKXpO0/GtlszUYy1r7rQ9ILrGbVPIbrNlK4csI47pNLiPMf7i6FV8+TsNnLlVj/2eDny3hCpJI7oKVCCuBcZlmeKae4K5GxPA3B0fFZW5G8PtQEi5iZ3zJMsMxgpZkuSlhaqNlaaT670ioRpp7qUxSKimyzLDJQrrqhVSrkp1/VDzdjKuOx1o3VXbTP0OdP0tVK1we/L/6fjO5wjurseFLGONf63JoDBxwZ30YLVrYx4rZMf1Q/07re2vHHjbrp65N3J0oZPXRCxwFGX8/aLlegnmboaNw4YT3IhRy26ZgTB3iX1vnbGxmjO4q5q7NYLGad3QTE2oDl+WmStbIUNvK95zkomKnht0nVZsIzV5TtfcFpJllGucjtFcpfscVcf3YRkG7BFIWeOCiQ3uKkPPl1DloX6XxvDTvPBxWSbfydFWGEaoXfvxG8iLv/I9fO+967k+c5DgnCcqetuahKo15IQqrWHHXMTcB9F+QGXueYO74+mLmIqy00EizS0zbM92ve1gtmyGeRg5MLY9H7PE3Auug66BaslMdY+RWy2UZZRWBCRz5pFlXI/DNqea+1iDTrK2UmGah7m3XVG+zVgGc5dONNkKSYF6S8UKC0q6gU7CcijLJN0yq00Hl5abOHWjnvyAIeONs0v41P/6XVyUXCRt14v1lQGGn1Cl4L5LcssMXpYphUVl3aAmVMchV6KTZUajuXuYK1vhvpSvGyHLiPUUb/krJVTTfO6dyAoJJBOqdF3NlbsP7HB9XyqQG98n50Fi8oK7rWfu+SpUBSstW0a65u7JmntSltk2W8qfUJWqJAF9MUy07tGfcNfXWvB8jstScU+aFZKx4ckyNOUo9LkPYJB4W5FlFqo21ppOrtYPqs99HJh7s+PBYMlunaOwQs5VbK0dtON6IXMv3vKXmLuVeqwjQqUwd0XunM8jy3iRW2Yqy4wp6ORW5Rdi8lkJVXpUr9hmKnOPu2WSCdWtM/mDOyVwjbABVVK7VU/YUYJuKDKjFRWqZuK1tmEMTXO+VW+jYhthoBhEgzWdLNPx/FzHjjoOEkZRxNUNope7FRtIYZvG0G849ZaD+bKlve7aro/ZQHMvXMQUHN+KlX5etRwPjAGzZXpa12vus6U8sow4pqURFH6NCyYwuMcPNCEPAyYttWKZ2jF6gOqWkWSZ4OetVTt3+wE1wFiGhrl7cR1xlKB1rDYji6CoUE2eFuYA2HQabtXb2D1fCf89iNbIHaWNwtagp34e3T3ZfmDzE+FNJ1k5bA9AvuqGelskVK3g6U2tUKUcQO/MPd3n3ux4qNpm9NQQEqGg3z7JMhUrn8/dZCN52hkXTGBwT2p/gBQkM7o9UnAv20ZqV8g05k4/b58tFbJCljRBItbEiG5Km8DcKVjnYe7WECv7bq63sSuwQdK2+mbuGiskkDe4q5r7GFghO24smQoApREEqo22kF4YY6KXTcLnbvY0EYrOpZmSmfreVtAKg655RyFCoSxTtlDvuJmSm+P5sI2pz32skaa5k7MlKwC1SZaxzNSukDHNPZZQDZj7jF2giCmu+1oat0yeXMGwQE4L8n/TcARVcwdoGtFw1nhzvR0mUwEMpP+HaoWk4J4nqZroLaO5KY8a8og9wihkmfWWE9qHy5aRYO4lywhaNBeVZcgKmZ5QbTk+KpaBkmmG2wMiIkTHd7ZsgfPsbq2hz93svyndpGDygnuKLEO9pbslVEtdmHvMLaO0HzCYYAlNx8uVmGsntNvk431k7xr9CecozD1092hkmWEOGrlZjzN322R96/uqbl6MuSu9Zczx6C1TVYO7NdxAxTkPZRkAKFmmNriXTKNwX3mSk8qWmelzr5TMRDI3bD8gyTJAdn8Zx+ewTCPoLTNl7mOJyOeut0JmJlS97sw9y+desU1US4IlyNu5sdbCHx24kNyewoJ1lsJ2KCdtnixDmjt9X7VCFYjmiA4abdfDSsNRZJkBFDH1IcskEqpj0BOI9GcZtsHQ8fwY0dhouzh1Y30w23Q8+DwKnnJfderMWCJ7YQ9FTDY18sroClmxNJq74nPP0xnS9XzYgVtmnOcpDBKTG9yV4Jyn5a/jikKGTOaeYoVsu0JfrAasVk6q/snbl/EP/+RoInAkEqqaSs+xkGUC5t4K56eOLqFK1akx5j7gxmGAlFDNJctwxQq5+QnVNFkGiJsA/nD/efzNf/GDgZAFSlKSi6lsGQkDQMnqTcd2PVExahkGOIeWvYuZsYYmoRrX3PPMUSVZxjLZphCpzcDEBXfGGCymc8t4wf+7yDKWgXIWcw8Cr6FsgyYU0aOxrLtTUNcleWMJVU2Pls0M7qosE81PTUmoDoHx3FyPFzDRtgbR8lfe93NlC6bBepJlwoTqZk5icjxUpY6QAEJHj0xIljY6aDk+rq+1+t4mMeH5UJYxwnOcro1yGNyLumXEDTSrKRs9LdPNNZJeFbdMDubuBEVMoyj8GhdMXHAHANvsrUKVHrezmDvNc5wtW3HNPWDuZEeTg/saBXeNPTOeUKXE3Hgw90iWofVTFaQmoTqAfi86UHDfqcgy/Qzr4Jyj40X93AFBCrZUrK7BXR4EEa5nDPrwNzpe+NRIsDW5ADovL+ecOpUFCpZzOuYeC+69uGWoSyN1HE3u26YjpKiyklANh59LCVV5vTq4Hp/KMpMA20jvLZPFIMi9kumWCdjZfNmKu2WIuVNwl2SZteBxUL3hOJ5elpEZcJ5ulsNCVMTUia0hjbkPI7jdpNYDA5RlVGZH2DpT6toZkti5/F6q0N3slr8zCnMvaVgvEZK8IwWzQDIHae4lSXOXZRmrh8IgkknMjF75xNxVWSZs+UtdIXPMURXDOoxgqPiUuY8tbIMlgnO3Sk9ic6JC1UgEYgKdOHMVK+5zd32UbTOUZVoa5q7rVKmTZcaFudMFutHx0HH92EBiFdaQGE/I3IPWA+G2+tgfcuCRsSVH8zAKMrLmzhgbyFzXftBy/IRbhhK9utqMQQT3dYW5lyQrJMkzpLkXdRI5fpy56ySvliNmCwwioer4QgYqDaBA7t0ra/ixX38pdyO6zcKEBneNLNOl0pMmLNmm0NzTK1TF7+dUWcbxUJGYeyPG3PWyjNrfROeXpu+xGYFDDqArzU64frUSEgiskEPQnG+ut7FQtWNPC/3q+2pPH8JC1cZqI3tgh1raTthMC53r+eh4ftItE/a8ifZVJMv0r7lvJGQZM8ncTbOnodNCczcyp1y1XSHLmAaDabBw+I16fOnJYr2VHmzDBO4AivGOX1nFqRv1WMO9ccRkBndNxpuYfBpzl9lcPuZuJ3rLyMxdl1BVt91JlLEnE3Pj0FsGEC4S2ida5j4AB4sOtxSPO9C/vh8Nc4gHw605mLta/UgYhD2zVzScZLtfQD9wfaCyTFuRZczoupEHZvSSUHWDvks6Bxmh2YlaLsjVsWSjpD47ZcvEjtkSLi2nf2e5iMnzk5PcioCu/bzFjJuFyQzuGs292wxVYjfE3B2Pa5M4xCDmy1bM/dJWmHtcltFr7vKQZkCfmBsHWQYQVap0M9NZIYePAjJdAAAgAElEQVQ1GEKtTgUEc/c5er4A1Uk9hDw93UO9XsfcNykRRy2mVVlGNyGqPUhZppWUZXTTkKwe2w8I5p6erBYmBiOxbdXNBACP7ZrLbJsdyUD9O58o35ZVETsOmODgXswtozJ3IPkZgCLLKJOYKjJzzyHLqJq7aSTdMu0uctIwEZNlYsw9JaE6DM1dx9z7vADD2bWJhKoI7lk3DUq2yWP2aE2blYijIFJElrmy0sxVRZ2FetuFZbDwSa6sC+6m0MR7c8swbUsO+rvn8/A7lySnjuPxxLF9bPccTt9MD+5u2PK3/5oFOh7NnBPZNgu5gjtj7CcYYycZY6cYY7+U8poaY+wwY+w4Y+ylwS4zDttgGn070q51F2+kEUYnq053lxOqMrtvB9WmVcUK2XK81OpY1efOGEswwM31uXOp50onqlDVth8YTqtUtWmY2FZ/1sN2hubuc6CecVGmae7DurnlgW4KExC5RWRiQE+UGx0vfKLsFRttF3OVqM1wLKEqu2WM4vuGhmfYKVO+6HvIskxbus6SzH0Wyw0nnMcrg3MedIWMmHs/T6F3jCzDGDMB/AaAnwTwJIAvMcaeVF6zFcC/BPDvcc4/BuBnh7DWELYZr1D1fR7r5KdjfCEjM43whNF1d6SDTo+iLSmI63zua1ISJ1HEpCRUAQqS46K5+2FgXW062VbIISRUN9ouGh0vGdz7nPwke7Bl0Li2rCrVNM19M4c80LmWKGIyNFZIN2pT0K/XneanEnSyTDmwQhY9f6MiJrGfVYmUvjNNBSsrsox6XT2+ew4AtNIM3XhsI9peP8fyTpJlngdwinN+hnPeAfB1AF9UXvO3APwJ5/wCAHDObwx2mXGosgwdKEr86E40WZZJ6ywJRCdCOEg7eA2VQpctA4xFOqjMjrrJMkCyde5mTmJyPB/bZ0owDYaVhtPFCjl4n7uuOhWQGqz1KsukaO5bc/SXSdXch1TElQfNNFlGU6Ha7Ph4dNcsgP519/V2PLiXLTPRC4kahxVl7qSbW5obFCD3OYo0d8eTgrsqy+wSwV0nzdD+ERWqg5RlJj+43wfgovTvS8HvZHwIwDbG2CJj7BBj7O8MaoE6qLIM/Uwnou7Ayf0oqDGWjrnTCTQrMXfOuZgtaplgjKFqmyGzkAOFvKawsZKVZICx3jJ0wm6SW6ZkGVio2jErZFrL30GX31MB084Ec+9PlknzuedpHpZqhbSG18++GxqBjJTWWyaeUPXwaBDorqz2z9yJ5AARc+ecK8y9eEKVNHDddDIgujYpx6U+Nch1CABw39YqKraB0xrmTuctDcgW2+9HlhHHY9yZu9X9JWCa36lnuQXgWQA/CqAK4HXG2H7O+fuxD2LsywC+DAB79uzB4uJi4QUDAPccrDe88P2rbbEc7ghv70uv/ADbKvGL8/SKOBAn3z0WLv71Nw7i+tb4BXP6TAcMwNlTYukvv/o6dlaFe+PKpfNYXLwKEx5OnbuIxcUbOHIzYu4n3v8Ai+55AFFTrksXzmFx8Ur4Gt91cOHSFSwu3gYAXL4q1txy3K77o16v97zPdFhabmK+xFDiPt4/dxkrMwZMBvzglZcTr711o40NaZ8PAgeviX13/r0jWLwSHYfTl0TwfeXV11D1G4W3efiG+Nyj77yNjXPR515cFxf0a28ehnNJf+q/e1ucJ8ePvgP3cvTeRr2JG62NgX7/LMjH+q0rwfd5+xBufRCd1+fXxFrfeucI2DXxfRodF97aTVgGsP/I+3iwfa7nNVy7Jc4PWseVC0LP/uvvL+LoZbGmQwffwO2bDuobxc6NlbUmLIfh2BHRwfLNQ2/jgXIz/Iyzq+K7ffDeu1hceh/NehPXm8Di4iKuXm+h3eaJ7e2uAAfeu4DFubhwsN4R1+LZM6dxqyTC2auvv4Gzc735SS5dE9fse6fOYtG83NNnyBj0dU3IE9wvAXhA+vf9AK5oXnOLc74BYIMx9jKApwHEgjvn/KsAvgoA+/bt47VaradF/+G73wJnAL3/8koT+P73sHfHVlxcX8K+51/AA9tnYu+pnrkN7N+PZz/xjLhbHXoDT378Gbzw6I7Y615vnoB94Rw++fGPAUfewsc/sQ8PbK8C3/42nvzQ46h99lEsvPE9bNu1HbXaM1g9fBk4dFjsmAcfRq32IQCBFv+db+MjT4j3EGb3fw+7du9ArfY0AOAPzh0Ert+Ay4HPf/7zsRmZKhYXF9HrPtPhlw+/jD3bZ2DW2yiXLezZM4/KpQvabXxr6SjeW7s+0O2ff+0ccPg4fvILL8Z096W3LgHH3sG+5z+F88cOFt5m8+hV4K238MPPP4eP7t0S/v7aagv/6NXv4r5HPoTapx7Uv/nkDeDgQTy375P45IPbwl//xnuvwTIM1GovFFpLr5CP9bUDF4AjR/H5F38Y926thq/54Po68NrL+PBHn0Tt4/fC9Xx4f/WX+Mjjj+D42iWYW7aiVvtEz2v4H99cxIP3bkGt9kkAwCnzDPDBCbzw6Rdx+dAl4Pi7+PyLn8HBxkmcXLtR6DiVDi3i3j1b8NyzDwMHX8dTH/84vMvHw8+YObsEvP46nvvEM3jxiZ347ff3w/V91Gqfxu+cOQDWclCrfSb2mU9ffRuHLy4n1nFjrQV877v46Ic/JCqh33kLz3xyH568dwt6wW+efB24uYRd99yLWu2pnj5DxqCva0KeW9dBAE8wxh5hjJUA/ByAP1de82cAPssYsxhjMwA+BeDEYJcawTYVWSZ4hAs1d80jl9xvhJI0Ws09aDBEr2m5XuT/Dh7zq7YZPjautfSae5ruq3Y8pLWmtT0dJqgf99aqHVohy5rqVICGdQxYlllvw2BidGFsW30+Ovcny6T53Devm2CaW0ZtP9AKK4wN3LtQHYjmrsoygDjP1Za/RY8VzTQ1U5xRkSyT9Ll3XC8hmwHCMXNpuZmQW8mdZptsIMPOSZIdd1mma3DnnLsAfhHAtyAC9jc458cZY19hjH0leM0JAH8F4AiAAwD+D875sWEtmoqYyMcbJlTLWQlVcSBEERNZIfVuGUvR5VtK5r5aMsNkCvWVEe1QNcE94ZaJJyblG8KoNV3H82GZLGioJayQFY3eDgwnoXqr3saOuXJ4gRPS7HF5kWaFpN7gK830FgTpVsjhD6NOQ1PRnwmhZzvwucuJ13u39h/cVbcMXTcd11eKmHqpUOWwDEObNwAgJfcjzV1uDqgeW0A4ZjgHztzcULYl3mcZRpiE7udGTft53K2QeWQZcM6/CeCbyu9+S/n3rwL41cEtLR1kw+54fqzfBTF33YHruNHdO21UHxA1GAoLnRw/0XOlIiVU11oOypaB+YoVd/CkMHeVAaoDh6vQM+dhwAn8wnNlS7hlghYLOgwloaqpTgX0s2aLIM0KyRjDQtUOb8g6RME9fsMpbWI3wWbHg8GSNyvV+iuTkPu2VnB9raWt5swD1/PRdLzQWAAozF26gYpkc7F9I2pA4glV+fmtqfrcY0VMPrZUkqFLdszIkosTumUGXcQ03sF9QitUxQFSi4cit0y6FbJs5WDuRtwLr1oEhVtGfN5a08GWoPFVWwnUQJosk7RCqj+PAk7Qt3zrjI31lotG29U6ZYDhzFDVVacCUmvkPn3u6r4HurcgUKf8hGsyhjcgvBvEFCYrkY+JKlTpOogzd5+j56Ed1M8m5nOX+qq3A6951DGzqFsmmsQEJN0yakFd2Yy7ZXTH9pGds2As6XWn45b1pFAEd4wsM44gctmWDjYQnYhaRq4pYlKLjoCowVBF0tyjIRaBLGObMZ/7loqlnQwP6GQZhblLP49a0xXFICz0f9+st7M1d5/3XdIuQ1edCuhbIxdBWiESgDC/kIa0XvDDHkadhabjJiQZAJLEQLJM9IRJidcrPXaH1PWzUWUZ2ke2acAvmDMKx95pWnIA0cjHWPsBqSOl7thWbBMPbJtJeN3dGHMfnCzTGHNZZjKDe7DqtsJYsnzu8sT0rCImxxf+W2IMLcdPFFRUSyYagdd1rSWYuzyCTP7spCwTZ8AyWx95cHdFfmFbkNC8ttpKZ+4plYS9wve5tiOk2Fb6dJ486Ie5p/rce2iONSg0NfNTgUg6optZS5qkFQX33nT3UBaRqpUjWcaLBfesUXlpcHw/HK4NJBOqFEDTZBmd5g6IpOppRXOXpTarz3yO7/Oo/cCd0Ftm3ECyDAVTVXPPqlDtVsSkJlTbjicNjpY0904ky4h+5IaWhSdkGeXxvu16mC3Fx4iNCiTLkIvkVr2dEdyTxSZvnLktbGY9YLXpwPG4VnOPWtn2HtwZiypdZeQP7vH3DmsSVR6IEXua4G7EWWg8oVoB0HsLAl0St6QwdzpXSmGOJP/+caQWvECyGrnlRE8htI2wmttNFgcSHt89hzM36zFiQOuyjGjwR683armZ4FSWGQKSzD2H5h7rP80SA7AJTlA5R+y+5frSiSZ+N1OKWyG3VOzE0O20pJ6u/QAlrUbZu4RzHskyM4K5+1w/qANIBhIA+E9+70187dWzPW0/rToVgDTAoXdZhvRgFQszds+9ZTaNuTueVpYxgiEWdNORm23NlCxsm7F7Z+6algd0Lrc9P9YUL2TuOckJ56Ihn2UYoVNKfUpruR5KZvT3PLIMIJKqbdePfW+dLNPrjVpOourI4ThhMoO7orkXSajSRS+mMelb/qrsPtTcrUhzbwZtCURC1UJZGQCSlphLtB9w/Uw5aVigyVRW4HMndGXuwRp9n2O97YY9v4sira+MvK1+EqppzG6hamO97aZKPnLffxmbGtxTZBkgPiFK9rkD6MsOqbpVAEmWcfxYU7yiLZrlvEZEGpI+d3muQMkS/Wt8n4cuLx10DcRcP7oW6WmuVyJFbH2hak+Z+zDQTZbRJ1TjF62YxpR8HSV6DEPMW2w5EXOnk61aMuH5YibratMJmLuRzy2juE46np9p4RwWwk55gVuGoOsICUhteIP30eNpq8cTPAzuuoRqn1bItiQZqKAbWZod0vH8cKxbfE2b2VtGL8sA8W6VLUWnFsG9x4SqRpahc6PjCXtwlFAtdjOm8zzWW0bjc9fdWDrKU4MKXQOxkLkbrG9Zhm56O+ZKIcEbV0xocBf/T3PL6A6cetGmMXfH80M2UbaNmBWSmDuddMsbDlyf662QKW4ZmQFSq+LZUnquYFiQhwzPV2yQgqGbwgQkvef9FnJkBfd++7nrWi0TFoIb2UpGcFf1doAGhG+mLKMvSSlJ51NLcXXd1w9zD3JKOllG55YB8stocpfG9MZh0RQmILqOqDq2pDlGALBttoT5shUbuScnyfs9t+i83zFbAuf6mRDjgjsiuKuyTFpCVb5oK7ahPTBUFi1eY6LteokiJjrhyUMcMffuRUyyz50C7GZo7rI11DQYtlRE0Kt0Y+7BRdHoN7jX2yhZhrYYpV+7mq4lLKFbC4I0PdcOZshuBlNrdjzMZBWXuUnNHQD2LlQC6Sx7tKB2m05Sc0+4ZUzS3IsdL5JvSnI7AI0so7uxiC6tepsrYbZsxbTxMKFqsr4rVBthcC8H/x5fx8yEBvdAlnH1skxaQlVmc4Jpp7tlgOgGkChiCvpdXAuC+0LVFpq7PFA7yy3jqW0TxEk8ygpIWZYBEEozacxdDbit0A7WW3D/4Po6Ht4xo016prG5vMjW3EXyOC24p9nsIqlo9MG90dH73IEgQR8+TcUtu3Qj6yUvEmruJfmaiZh7W7qBFu2RHsoyAbFgLCnBpckyNLQ77fgC4rqVSUckAxnS3NkemXtggd4xJ86jcdbdJzO4U0LVoey5B9NgIevU9nNX2Fwac3eCxmGAYLFClhEXvBH8nhgF2QC3VK3YGDBAcsuYyX4gdLIlb0qjCxxRwld8J9Ki81oh5TGDRcE5x+GLK3jmga36bQ3CLdOFua809P1lHJdrWWG/06H6QZpbBiBZJsqDyNON6D29BKB2BnNXrZCWxkmVBVkDBxBUuCYnMclPkXRMNoLgnsXcK3ZccqXtxX3uPWruwQ10R1AbMs6OmckM7qos44gTjQJVWoVqjLnbKczd92OyDLllZEZbCWUZoRtvqdgo22ZMDsoly7iqLDO6E0Ut1lkI7JBpVshByjIXl5pYbjh4OiW499v/I0tzpyeUrISqOhxbXtOoR+05ng/H411kmehpSg6IM4FO38vTlVpEBCi6t+tFmrtVjA2rNSCihiDpc69oPPb14CnEzmDu1ZIZOy/D9gPSk0LvsozYPnUynTL3ASPqLRPIMgFTY4zFEkwyxEUbf8TUau4e18gyfsxFQhfNtZC5R5o7abJZRUwJ5h58njzFfthQZZltM12Yu9IqtZ8hwW9fXAaAVOYetoHto3FYd+aeobkbGbLMiIN7WkdIgty0q+V4sYBIxXEbPejCTceDZbAYQ6bg2AmTmkFwL8iGw0ZewX42NQO2xY0qmVAlWaacwdyrCnOn7dkGk3rh9CrLkFuGNPdpcB8odG6ZyHPLMhKqcfadNkPVlhw17aC3jJy5TyZURW8ZnyPGyg0GraVO1dw3I6GaLsuka7tAdKGQ7Y4eU4vgnYurqNgGPrRnXvt3u09dVOjB6Ux3pmRmau7ahGqfa+oVTU2PFxkxK6TiMKH39MTcHb39UsiPXiDLiL/rZrlmIdLcWfgd8mrudKPSPV0R5DGYYl0Rcxfb672VhOyWASINfhwxkcHdUoJ72/VD2UQepCuj43IloWqkNA5LJlTbjh870SiheoNkmcAKKa8pTfeVLXV52iYMC2myTBpzV5krMZZeNMd3Lq3gqXsXUnXTYVohAXEjSw/uXBs4eumfMghQMEktYpIS9M2OXpbphV2qTwEEqhSN9ZYpONCcCFDottF0HE1YIVVZJktzl+YtyNsLbyZW78POaV9um8oyw4FpiMSI7JaRq+XSKlRtK87ctT73oJ87IHR5MYnJiwW9UHNfb2GmZIoBIGH/9+SaZMiWujyVtcNCwi0TMPeumruSUC1ayOF4Po5dXk2VZIBByDJe6k0KALbOlLCcllBNZe79OXh6BQWP1CImWZZx44nXmX5kmZTCKeqhpPO553V76Zh7okLV1Vsh6+1o6E4ahCwTrSWSZaIEcKcPWaZiG+E1Ow3uQ0BZmnwkquWCR0RTX3nquH5Mp1MrSgnUZxoQbhka1hFj7sHPKw0n9IeHfTfc5JpkyN0V1YTqIIP799+7gf/u/z2a+ndHlWW6ae5KcKMboxcUYuXFyWvraLt+ajIVEEM1+qkIzXLLAMLGdquuD+6dlNL2QbSK7QX02J9WxCSTmWRCdQiyTHDdtTXBPe+NT7YmAuJm7nWTZQLX2UYPVkhXuZmU+pRlZkpWX5LXqDC5wV3SzNsSUyun9N3uKC6INOZO7QfEa6IKVZ2WCQgbJBCfUgMgZhWTIQfJUHOnrpAD1HMXT97AHx24kHoSdxQdspvPXbUnyoylSFL18MUVAOnJVHl7PVshu8gyO+fKuL3R1v4tzede1O43KFBOI723TMRCm4rDpB9ZRv0sQtky0HK9cP4uUFyyIgmmFFyPwqsfnfucc2FiyPK5F0mohl0haXv9yTJV24xunFMr5OBBiR0AiUfEjsbiqD5upzF3x49eRzeAluvFEo0yO4qYe7xtbxp7lLsr0msrthlraVoEl5YbickzgNAsOQeWNtLkh7ju+fT9W/EjH9mNj927oH29mlCVT+oiuvvhiyvYMVvC/duqma9TJ1YVQZZbBgB2zpVwaz19v+jaD1AgGnVClax3abKM7A5rKw6Tim2Asd6qKFsdD1XNjb5kmWFRVFTElJ1sdjw/tgaVudvKjZyuS53Hvp7D5y439gPoaZyFBXP9PBXS4BSKAVNZZggoS42/xCxVOaGqYe4Km6vYJlyfJ+7gbtDyV7zGQMulhGr0XsNg4fa2VFVZhm44np4BSt0V6bXUhrgXVvg//8UJ/Df/5p3E7yn4Ug8XFfS96Wlmx1wZv/N3nwv9uyrUZl7y42iRR9N3Lq7g6Qe2aitT1e0NwwoJiO/adDxt0EvT3PstrOoVXa2QpmKFlAIiYwwzttlbQtVNl2VCO2LOYR3/7K/fx8/85uvhv+WZpvR/OaEatVFIJlRzyTIlE5xHNwm5pQjQX4dP6tBpBAN9xnlgx+QGd1lzd6LgnmmFVFgNEC944pwHJ0KkuXs+x0bbTVgE6bGMeqMk3DIpASbsw+GrQ4Z7O+GWGx1tQU6rS3DvKOypG1QHS7MHWWa95eDUzXpXSYa217NbpovmvjPwKOvYu3qeECjgj7qIqZtbRkgM0dOUGpCrJas3Waajr4otW0boWMnbOOzSchMXlhrhv10/Ou+BaIRjuG1du2FTZe7ZVkggugbkZoC03jzXWsf1EzNoG53oBjrTZd9+8+jVTe09M8HBPaowlS9m2fcrw/HUhGpyGlPoIAmZe5A4bToxFgFEJxAVxURuGT/Ynn5ajC0FyfgAkd6Ce6PjaYNrN+auyjLdoA4ylreZN7gfvbQKzpGZTCXoHBR5QJ02s74X9QW5pdHd3ZT32mb85jYqdHXLZPjcAXFT6IVdquX/hLJlRLJMWMRENz79vmk5HjY6Lnw/XuBHREftuElOlyxZppvmTt8BiOfRgPyyzO+/fg4/9usvxW5aTSfqrV+1zdSn1isrTfwX/+db+ONDl7puZ1iY4OBuKMnLaNZiWuOweBGT+LklMXe5Fan8mkbHSzB3SjalyzLprWNpW3LPd7U3TV40Oq42uIbMvZ5PlukGte+2zFjy9nQ/fEkkU5++X6/rq9vrRZZJ66MvY2fQ0e+2xjGT1fIX6N2e2Su6yTKy86OpyDKACO4bg/S5m0aieRedQ2nMnfI/jZBJKwlOIx5sdbJMuYAsozpZREuR6PVWTiJ16kYd6y0Xy1I1szw4ZaaULnnRPtLlw0aFyQ3ukubelvTttMSkyqRDGSWWVY/bA+WArrpIiB2oCdVwTSlVktF8UD/G3NNyBd3Q7Hha9kDsJ525F5RllLmmLSfa53mZ+4mr63hgezUc65e5vR5lGXniVhp2zgfMXXPj6+Zz74ywRQQgjq8ZDI7RgXrL+IG1Vhfce+0to/W527LmLv7ezUlEwZoCc+SWiZ625clYYRdWaftR47DuPndaV1O6mdhSpXhaixIVV1eFJCPXRMRlGTP13Kd9fubWhvbvo8DkBncratSlumW0vWXSmLujYe7UfkBuFqYE6jC4J6yQ2UVMcv/qtqy5m6ynlr8bHdFv3lecJc0uzL1TUJaxlYRi0/GwbVbc2PJquksbbeyer+TbXo8yVVrDNhmUNL6t2TfdfO5FmXu97eJvf+0NnOvxIifrXVoC2g5IgTpzgCB04WKyDOc8s/1A+HPOSUz0dEw3BXkSExD0llGkDyB+zdGgnVxumRJJrkFC1YszdzunE+vqqhj4ITvOZFmmkiHL0DVx5uY0uBeGPBwjNond0jP3tuJzj5h2eg8K+UJRL5pqSWXucc09rUpSdhbEEqo9BjM6uVqK/ZN+n9ct0w3qDNVGx8P2QN7Iy9yXN5zYvNZu2+vFCpknuJctE1sqlraQKTVX0mMR05mbdbzywa3Q318UZL1Lg20acHxfSkImNfeiCdWO58PneilI3jf0M2MskFb0+4aejikRq2ruqgZO15C6/ZJp5JNl1ISq4paxctqOQ+YuB/egiAkI9m1Kbxna9pXV5qa1BZ7w4C5Xg8rMPR4UOOfJhKqGuTthSX48oUrbk1FRE6rU65o6Pqb53JUiJpvmtVr6RHAWHM8P36MyCLpp3RqULKMkVFuOh+0Bc8978q40OrkkGdpeX8y9yxPJzrlyhiyj0dyNbHaaBgpovV7gWcOxAZGg5zySPFS23Utwb3X0TwFAXKosxdiwkXozTsgyynVmGfGEqm4KFBANyVa3rSJMqJLmrrhl8sgydWn4+1Igy/g+j+U1stwy9B04B87d3hz2PsHBXbQG8H1hXyzJzF31rvs8MZork7mH7QfivngZkSxDbhnS8CWpqItfWu2JU7SIKatKtBtzJ1kmy1IWW7eSUG12PGwLAnVeTXel6YSthbvBNvvU3DOYHUAtCOL7hs4l3SM/fZ68Jt/n4aN7Gtbb/QX3rOHYQNSRcS0YpZd8wixuhUwLroCeuQPi/Eg7f4lA0b6QRzzSe+UbA61XvanJ28u0QpbiuSDVLZPnqfCadFyXgic8ejoO3TIZ+Qz595slzUxucLeD1qPBxRy6ZTQnma63uk5zV4sr4rJM8nEX0MgymqpZGXKlp/yavEkeGfIJJH8PzjlarqjKW2+72hPQDRhqt2KicN1GPKHa6Lihdp1Hlmm7HhodL2xz0H17vRUx5ZFlgKAFgSLLRAl13U05WajzrePX8Pl/shh7bFcRMvceO35mTWGS17rWFNvRyzLFNPfIoZPcD/ITrPxzKaPojIIiMfdEOwAleR5W5WpkGQAwGGIauoqKYoV0pNoVID7gJA0kyQARcw/bL0sJ1W7MHQDOblJSdXKDeyDLEFPOSqh23ORFSydAjLkrF3dcllGskEpC1TIYDNa9iElOzMWCew+yjNztTx1O4Pkc9wUl/kVcIWkgXZWYe8vxMVu2ULKMXMGdhmPklmV6LBFv5wzuO+ZKuK0E5Szvv24I9NXVFjqen9qnBoiSiMOSZWh+6XoKc58txUvx86DVI3NPGzZDn1cP3TLxdgBqr5c05l6WrvEsVBTNXcgy8QrVbn2crq6I4F4yjfDmHdYc5GDutO25soXTNzfHDjmxwb1Ewd2LSvjp/ypz1z2qqwlQIOmWkVmQjhExFrXrZYwFhVVREVMWAySfu+w4KDqJKa1KlH5+YNsMAOCGRppxpDYLeUETc9xA66/apmjSlOOxn+xk23Jr7j363MPZtd2Z+3KjEwsqaqdMGbr+Kc0waKV/fwq6uqlfeVBvu2ECTwc6x0gf1skynCe3T+vSgb5XuVtwV9mw5nhREzD6LqydE7MAACAASURBVECSWNhK47BGxwNjSYea2ssmDUnNPVnE1O3cIub++O45LAXEhPZL6HO3LXQ8X+vvp20/uXfLeDN3xthPMMZOMsZOMcZ+KeN1zzHGPMbYzwxuiXqUg9YAtBPlu7rr85g1UMfIwru7KzPedOauXjT/4b4H8Ks/83Tsca9siwEgnPOMhGrEAPP0oc9CTHOXfiZ3wgPbRXDX6e5OlxJ9Heyg1F0+ydWpN2kg5p5Xc5fL6osgv+ZeFo3VJA9zePyzunnKlr1OXG7QgXRm3bzePFhvuZivpAd3Kwzueuau6+l+7PIqnv4fvo0zKYyy1Uln7rGEqqUEd83xkgvzIreMooEbcZ97s+OiapvhQHp1e1nzUwGdLKPeTPLIMk3snCvhnoVKyNxVWUbV9mU0HDGs/Ik9czhzc6PQk9Og0PXqZoyZAH4DwE8CeBLAlxhjT6a87lcAfGvQi9SBgjlpjbIVEohPhQllmZgVUsPclYktafoiADy8cxY/8+z9sd9RlWmUB8gIEj6P9XwvpbRNyIJ8weqY+4NBcB+ELENrd2O2OzMYRtx93StBEF0okFDtxS3j5JRldlELAqm/TEe5ucvQae5NRW7QIXLL9Mbc11rRzAAd7FCWSXfLAPGb/9lbG/A5cGUl3jeF0EtC1dYMuQbi11fklomfe6Zio9xIkaLkQsUsmIH7LPK5x59S1RbDOlxdbWHvQhXbZkqhzz0py6QPIG8GxU6P7prDatOJVbmOCnmu7ucBnOKcn+GcdwB8HcAXNa/7ewD+GMCNAa4vFRQ4ibGoB16WZsKEqplk4nGtWnHLZDB37ZrsaASZvBYZcjWfzO7T/PlZiCdUk8nVe7dWwFgac4+zpzywgsHCcjOrrEIOGcshc89vhVQdDRel5lNpKMLcAcT08izNPRwgomlwlZWwpMCvG+nYDb7PUW+7oSNLB1pr5JZR5cNkT3caMZi27qyWB+rAG0KadVV+Ml6XKlRtVSaR5a6UpmVqu4MsyD3dHaWIicwLWWz62moL9yxUsH3WDoM7DU4Jfe52etvfVlAE9ujOWQBIfUoaJvIE9/sAXJT+fSn4XQjG2H0A/gMAvzW4pWWD9MC1gLGQb11XLacOgwaSCVAg0txtDXNXLxrtmgLNPcuxITeg6rheeLEMUpahi3O+YmHHbElbpdoLcyd2JjO7ajDQpBtWigZ35YI/dH4Zn/0n38d719Yy35fX504DjuWnGlWWS6xJ6TtO+zxLc4/cMsWDe73jgvOo86gOtNZ6hs8diD/lUXDvVjqf1n6AEGPuKe0z5POSmHvH82P1FWrjsEbHxawmz6B2ocyC3NTL9dWbiQHOEZOCVFxZbWLvQgXbZktoOl7Q5sMPPxuI9q0uuJPL6dFdQXDfBN09/ayJoLtNqnvlnwH4B5xzL8taxxj7MoAvA8CePXuwuLiYc5lx1Ot1nLl8EgBw8LAYJXfi2DEY107g3EVx4r70yg+wrSJOglMrYue/9+4xlG6+F36ObQAfnD2HxcWrAIDDN8TJd+Tw26ifM8PXOD7w9psHcWkm+6RyWk1cvtbESz8Q1YhnT3+Axc652GtuN8UJcuzECdy87aJiAYuLi7h+tY1m283cJ/V6Pfb3w+ejR72j757EPY0zYl/cFt/35PFjqDIXJ85exuLi7dhnXb3eQqfpFzoGTqeNS1ev4tX9twAAH7x3HO0NB2tr6Po5R052YBnA/ldfzmW/vHWjjY2mh3pdrPHANXFs/nzxAK7dk37aHrkk9slbbx7AhWr68Wo44hR+4/AJbFs9BQA4vxbstxPHMbt0MvEexj2cPX8Ri4vi4fTCFSFrHH33JBZbZ7XbuXRd+KUvX7tZaF/X63V8+/uvAACunD+NRe+C9nUnbor9cvrCFQDAwTdex6wd7d/3l8R32n/wLaydEef0sfcFE3376LtYWPkg8ZlHLgT78OAbOF2OH6v3r0U3iddeiY5lY72JzkbyPLi4HgXtS8E+uHK1BbcTnXuXL3bgejw8vy9fa8FxeeKz1pbF/nZaza77krttnL98BYuLS1ivN7BkRu+5cF58/+8tvhS6jWQ0XY71lovm7Su4uSb+/s3vvoR3g+vqyFsHcXXGwAfBvn/1jYO4sS1+I7x4pQWv7ePUOwdgMmDx0Ansrp/WrlW9rgeFPMH9EoAHpH/fD+CK8pp9AL4eHOidAH6KMeZyzv9UfhHn/KsAvgoA+/bt47VaradFLy4u4pkHPwwcfQv3Pfw4cOxdPPfsJ/D8I9tx882LwPEj2Pf8C2FCsXrmNrB/P/Z94hl8+vGd4efMvPxt7L7nXtRqTwEA2sevAW8dwvPP7cNT94nOhTMvfRurTQef/+ynu/ZF2fHuq5gtW3j2uaeAxUX80JMfRU3R5W+stYCXvovHHv8QDixdwJ4tFdRqz2F/8z0sXj6LrH2yuLgY+/t7L50GToib1X0PP4Ja7XEAAD95Azh4EJ967pN4beV9rLdc1GqfiX3W7587iLbVQq322czvJGP+zUXs3LWAjz71ALD/DXzq2U/gSOMsrqw0u37ON2+9gx23b+ILX/hCrm19Z/koji9fw9ycjVqthhtvXgQOH8H2+x5F7bOPpr7v4v7zwLFj+NyL2ceLc47S4l9h6z0PoFb7CADg7QvLwGuv4RPPfBy1D+9OvKf6ynewZ+89qNV+CADwu2cOANdvYs/9D6FW+7B2O7/yzisA1jC7ZStqtRdyfXdAHOvHPvxJ4KVX8PwzT6H21F7t60qnbwGH3kB5fhtw7RZ+7AufiyU9d1xaBQ78AE989CnUntwDAPjW0hHg7EXc//Bj2n35/sungXffw4/WPhu6wQjeievA4TdRMo3Ysfzt9/fD8zlqtR+Ovf7wxRXg1VcBANbMFtRqn8E3Lh/Cba+OWu3zAIB33A/AT7+PmdlZ1Go1/IsTr2HBNhL7699ceQu4cRXbFuZRq72Yuf+2HX4Z89tmUKvtg7X/e7h373bUas8AAE6ZZ4D3T+CFz7yozWeculEH/volfOYTH0O1ZOJ3jx/Chz/+LDYuLAPHjuMLn/sMds6VMXN2CTj0Oj761NN48Ymdsc/42uk3sLPs4kd/5DN45PBLcKuzqNX2adeqXteDQp7gfhDAE4yxRwBcBvBzAP6W/ALO+SP0M2PsXwP4CzWwDxqR5q5PqMrJyTQdtqI4PSJZJi7HrDZzau5B1WyWLBO1/I27Zaj4inOeu7CoETzmMhZvuyu7HXbNlbUVcj0lVA1FlimJhGpeWSavJAMkZSr6rnJxiQ6RFTL7eDHGxLi9ej7NXbemSJbJ0tzJCllclqEhLPOZCdXoOjBYcu3VUDrQyDKp1ZVB+wHN+Su31pZhmSyz9fTWGTuSZdx4UVFkMkCwVk97rsgSZjfI56XrJ4d1AOm9+anqeO9CJXTsLG10km4ZO7lvCS2pwdijO2c3xQ7ZdS9xzl0AvwjhgjkB4Buc8+OMsa8wxr4y7AWmgbQ/SiSpHlhdQlU9KdTARLqfnGikoK5zvujW1Ha9UMfXui6U3jK9TpAHxEUwE8xz1LllKraJXfNl3Ky3E8mj3twyQUJV0dzzWiEXcjYNA5LTeagn+bWcwT2PzXPHXDnWGbKr5q4m/pSeKTr045Yh4pLtlomMBRVN98jZclIXDhOqKcetFbTQ1lWBlhQSFf4+pUKVrq+dc+VwXwi3TDyhCgC0a5sdN1y3dttFNXdN+wEgvQkcEYi9C9WwCnu50UkMTgn7xuuskFLbiEd2zeL87Uamxj8M5GHu4Jx/E8A3ld9pk6ec87/b/7K6gxjEuhLcdd37dBWqQHKSCjE3+S5fsUSxUp4TiqyQtG3dDSEakB1vP0De3SJBtxGwA18pUpEn2eyaL6Pj+lhrubHg6ng8V5I4tvbACilbwvL63JcbHTy2ay73tlSfO7GjK116uRQL7qVYZ8jICql/clLtqlFw139/znlUodpDQpWIS5bPnda61nK1T5czdrpbJqsvijq/gFBOCbBpFap0Lu6YLeF6EDRdpcCPkqsU+1KtkDl97oA492n/JYumkgRQBlWn7lkooxEc26WNTtA0zAjZfLeEKg07eWznHDqej8vLTTy4Y6br2geFYlf3GKGbz10+cGHvcksT3GOyjI65G0GA7y6VlO3ubhm5GCbWqrjLCadDo+1qA6zMrHfNC8ufaofshbmbQQ8QuTy9knMYxHLDCfu/54GwHcoe6ZzM3fPC3t/dsFNl7hlPXICGuVMRU4qlUNzoxevbPTB3kmXyWCHXW47W3RLKMu2kLJNmhSQbn3Z7Kcw9rUKVird2zpcD9w8P3DJJJk33TTEoROOWkSTMbpDPS9eP+9zlzqw6XFsTBUxly8SWqg2Diba/6gCTrODeUpg7AJy+NVo75MQGdzq51tt65t7RMHedHhkL7koREyCeENJYjIpy4FXP8lrLDbh0zL1IIVOj42G2ZIkp7DGfO5WPG9hFw6DranDXt0fIgh0081KZu25YiAzOOVabHSxU82vuliHsaj6PGpUBopVC2jg3IL0bpw475kq4tdEJJSsnhQTIa9K1pk2TZepyTqQHzZ1kmWzmLtbacnzteSrm87KYBLPaoOCewtwzmpVlBnedz51kmdmSGLXX8YKmdUnm7nEOzjkaHTeTued5KhM+d6mIScPcs2SZexZEMt40GLbOlLAUyDJyK4honF/y+MvDTh4JvO69DmzpFRMb3BMJVTOe6JE9t7qukEBSlgkHWEiyTDlg7nnX1Ha9TK+13ICrLRcxdZlmowNdhNVSvL9LyxG9OcqW0YW5FyxiCpgr7bOKZUaDETJkh42OB8fjuVsP0LaAKMlGmrvn89TpUkB6wzYdds0JyWpd6nkCILXnjm3FG05187mTxrx9ptRbQjVg41k34dhTZsp5Kp/nvs/D75sly6Qxd7ruVMkxrUUzBdidAcmot92E71w+1m1XDAqZydDcc/vcY+0H4j53ICO4r4jqVMK2GTuQZeKDU0qmAdNgmT538X5BakhlGBUmN7hTEVPwiEmsJTuhGr9o8zD3im3m1qbzuGXo892AuasOgCKj9jbarra/S7PjhVLSIGUZyzTg+EKWIe1RHUasA/XmKOaWiSfZZFkhyzGT1tNHhx1zNG6vE75XbDvFLSN1xaTBDUA6cyfisWu+3FPL37WmG3YdTYNMINLY9kzJCte43haFUUA2c09zh6Wx57Sh03RT2yEF946bHHsHCM097AiZ0fogz3lbsQ00Ox68YJaDZSS3l0akrgYFTITts6XQLSPf9BhjmNHknHxfNEuj11I7hLSpTcPC5AZ3hbmHDbisZCY8LdimJVTlE+FHPrIbP5HiMU6syY73lkkLMrZhhNtVL5aissxMyUpYOltuxBoWqjZskyXYrprUygMKbrITQG3SpANpvHn7ygDSo7rE3KlS82pKTxQgmMqVV5aZjUtWaU94BFl6kCubU4N7IBnunCvD83nhCuT1tpNpg6Q1EdJIiBgHJ44PkSEgwy2TobmHT8jKPrYNfYvmMKEa3Eg3NMzdDGWZSH7TdcIMNfecskzT8aSRfvmY+0bbxVrLDWUZQJCS5Q1HnPfKDVSXc6JzQ35tr4PK+0Eut8w4Qg7ulsHCDLaOuacxMrUfsy6h+qXnHyy0po7nh2wlLchYJguTcIlcQQGGR8N6GeLMvNmJWIPwc5cTzL3TgyxDCVWxXXHqqPMqdSja7hfQMPeOi8d3z+GtCyuZ04+KyDIkFVBSNU9CtRlUtoZtcS0j1edOsszOILC1HK/QDXWt6Wa2HgDizpE0WWamHJ3ndKO1DKbVigHx3XbP628q4RNyXs3dFd0RyalVb7kJzZ16rXtcan2g62tTwApJThW68cZbj6QHd3oqvFeSZXbMlfD2xRWUbSO0RhJ0AzvCYSNy8tUuPu6wX0wwcxc7ruP5Mf2vUEJVYbzqhJhe16QWVqmwTCO0WKkNz4qwu422FzbvainMXU6u7ZpPBvfeessYYVdIYolR7+z0dS8XbPcLRMVeHiVU2x72bq2iapuZjpkiCVUKujcDWSa0wmZYISmhShfwzrky2q6+pzcFfbqJFPW6r7ecTKeMutZKmixjW+F6Kbjv2VJJl2UyNHfat+q5ndaiueUIiZAqXettN5glYMTeC4h8Cq0py+eeh5TQ+ulalLdXstJlGTq3ksy9ox15WNUEbV1XzWoPE7H6xcQGdzEiTvysG8IhB0knsF6p/aGrtglXelxWJ8QUBa2jHrKFdO02Yu7pieBuaHbEIAf1JtVSTsJdGubeiyxDuQJ5AnxWIQdhNWDueacwAdENNpJlXMyVLOxdqAxMcycWRsy9m+Yue7lDF0iQ09jQBMowuM+XY+/Ji7WW212WUWoydKhK7JJkmXsWKhlThPxUzd0whCEgWcTE0NF0WhQuHjW4x58aLekpbSNkvf03DgOi4K5LqOpuyFRHITP37bMluD7HjbVW4olipmSG3SKj7xwYDqTXzpaLz7LtFxMb3MXko+Qjok7eSLP9qYHJ9Yu3wZVB66HH8fSEqhEe6F5lGc55WMSkyktNRTOlKlUZHc/vqeUvuWWKaO7E3AtVqCYSqh5myibuWagMTJaxTAPbZuwwodq9QjXyctOTCllNdbr7eivO3IsO7FhrOl1lGUPy9Kdp7rPlKLivSsE9Ldi0pCczHcqWoSliiti37rPmgu8Rae6yFTIpy+j7uetbH+hA1zYVOcbaHWTIMsTc9yyUw9+FbpdW0qI5oxlArnaPpJ+nwb0ASAaRGyXZGuaedsGrTg/Hi/egKL4eJcmb4ZahYKA+auaVZVqOD84RJlRlN0ZLcTvsmhfFOvKF53j55QsCDdCQq+/UkWY6LDc6mAvmreaFnFDlnGMjaAO7d6E6MFkGEIFXTqhmFUDJQ8zpEXvXfJQoVLHeclEyjTBAF5FlOBedCbvJMkB07qRJKVXbSmjue7dU0HQ8bX2CSg5UlCxDq7kDySdPOheJua+3XThunFjIxzptfqr8PfO5ZeItwWWplWQZ3RzVm+ttbJ2xYzFF1tkTsowmUaqO46OfR51QnfDgnmTuaQlVLXPvMmux8HroUbDtgLEMv7RhRLKMYoXM65aJXAXCCtlx/TB4N5XH6oWqDV965CV7WE8VqiTLKP01siSHlYaDrQX0dkCqIuQ85n3eu1DB9fV2ap+OIrIMADy0YxaHzi+j7XrBE1768beMyMtNF7Ds31ZRbzuYq1jawTDd4Pjiu2QVMBF0YyFlzJTM8NivNh2YBoukIuVpgnOeWcQEAP/xZx7BT/1Q3EEWkhOlSpWYe9kyYBmC1CTH3hFz55kJ1SK9ZSp2nLnriqZ0soxu8tU2ObgrLh5d+w25txNBMPyp5p4blDSMJ1STd2W5zF9GVZEUXD/uvy28Hom5l0wjVbu3TBYmVNWikLyyTKxKNJjlSMFDfayeDVgTbVNnD8sDMUPVj1386j7UYaXRKRzcrZg9LkiylSzs3VoRhUya6VJAMVkGAP6jTz+EG+tt/NnbV9Bxs5PMYiCF2HctJbjr+svUg/mnUXAvYHMNXDlZTcMIFOxSfe6KLLNQtVNL59uueCLM6oL69370iURL5LQ6jZbjhzUXs2UrcMuoRUzRsaabUNawjrxWSEBKqMqau+bpnqCbWbtDCu5JWUaTUNW4ZXQMf9iY7OCuaT/KGIs9PgPp1ZhV5QR3PB7asnpbj1jHWsvNPAEt00i1QuaVZeSApwZY1adMJySxy9CHXzShGjD3RieSffLJMsXa/QLxfiMkecyUzLC4JK2BWNHg/uLjO/Gxe7fgt14+3dUjL3u5af9nM3cXc2UrPC+KMPdG8HFFmHuaO2vGttAJHD0U3NOOm9w3qAjkbqexz3Ojc2WubGE90Nxjbhkpea7OKZVRVq6VLGS5ZbKKmNa7MfcCsozqc0+rKxgWJjq4pw3MtYPe6IQ025/q0Xa9fpl79CiY1SLYNljI4nRdIfNAlmUqyoWqPlaT3knv0fWtzwOyu8m9qisZE+AJgrkXC+62xOYie5yFe7YIF0Oa7t6Wqn7zgDGG/+zzj+HMzQ18773rXUr9ozF7kSyTrbnPlSXmXiCh2ghcObk0d4sSqumyDCCKltYCHV83WxXInp+auYYUQ4Bw3oi/zZWtsK9Nmlum2fFgMP2NihKquayQJXKuJbdnZyRUdcx9tmSmPh3NBBZH2SWkTahqGP6wMdHBPZRllJNafnwGCiRU+3TLlBRZJg3yNiLNPT3Jo0NclonfpNSEKl3IdbWHSmFZRnRqlBNuJdOAweIM8OJSQ0ycCrDSdLC1gFMGiNicnCuYKZm4d6tg7ml2yKKaOwD81FP34IHtVVxfa2cOXxaFOoHmHnzfXaEVUs/chSxDzH04sgwFqzS2TX1amh1PI8vE1501PzVzDSnMve144fU5WzbDgjZt4zA/qrrWSZppBVQ6VBKyjMTcM4jUWjNZFcwYCzua6twyPo9XLOt87vT0NMqe7pMd3FMSLCXTSLT8zWLuDYm5D8ItU2+5mT2n5bXQiUpl3UU1d1WWob4WcnAPBzYEunBaf/tuMA0WDhamGwpjLJFU+sX/6y38l19/G4B47WrTKVTABEgTq3wernu2bGGhaqNiG7i6opdlnB6Cu2Ua+HIwbi5Tcw9ubpzzpM9dp7m3FeZe4LGcekx1s0LKa+7K3Dse1kiWSekJpEsG5kGad5yKmABgrmKHg9J1vWW8jI6QAPDYrjn8whcew+ee2NV1PQmfu9xi2MiSZZLMHYjskLoiJiC+HyOfe/Qd026mw8SEB3eyQiZtWfEKVS+TuVNHxX7dMsTQmo6XzdxjtiySZYpZIcMS55IZO8HCvhax4B54jEmW8bPHyaVBDnyJZJEUuM7e2sCBs0tY3uhgremA82IFTGJbycKWmZJIzO1dqOLqWgpzL2iFJPzsvgewY7aUrbmbRnhza3Q8WAbDfNmCwTJkmYoVBrdCmrvTiyyjXzsVBG203YC5W6kJ1VaPsgyxb9Xt1XJlWcbESjMpk5iSz52mi+lgGgz/7Y9/JKaBp4HWv6bxuaflt3yfo97Rt3wgO6ROlgHismSzI2YK6Jq6jTKpOrG9ZYD09qNly0C85S/XDzJQEpFClulfcweyHx3lbahWSNlt8L/8f+9i38Pb8eMfuyfxGbIfuCx9j5A1yG6ZEl3ccbdMLzNUCfJJXrGjlsPUeAkAFt+/gWce2AYAvbtl/OhGRt9j70IlVXMvmlCVv8Ov/uzHU9v3AvGkIUlToQtEl1BtuZgr26Gc0M75VAYAzUBzL5JQTZVlpAC02hQJQ1mHl0HSkW5+ahbIO662IJCT+3NlCysaWSbMr/hAw/MSdsNeUFFagVjKzcQ0ki2KxTAR/Q2VbihqQzPVlAEgdm4Q6OlZV8k8LEx2cCfdV8fcpeRVx/W1d+NEharnD8Qto1tTfH3yMBDxOtH2IAq8nHP83uvn8f71emZwl2WZluNp9b5ojiYNKO5Nc5dvSokCjWC7shb+1+/ewEM7xKCCom6ZGHMPAi5px/csVLD/9O3Ee3yfw/V5T8EdAH7kI3sy/x7WUATN4ej8mStbCebedr3Qp162jMIDOxquOCfyaN+hWybltXT8bwb1AUKWEdeD2jwsy2eeBV3VJ8lXlVBzt8JRepZGJvE40HTSZZkiMIIWCaHPXZFbLYMlmHvWcBSyQ+aRZWQ3WfS6uKlhFJhwWUafYLEtBnVYh+6Cp7t7Y0CyTIy5Z8oyyZsAYwy2aaAtuTE6ro8jl1YS/TqAqL+5nFCNM/fuCdVerJAE+fNlzZ1aAzy2axYvvX8TN9aEH70wc4+5ZeLM/d6FqraQqVur5X5B39/1eKz9q1wkRKhLgYJaZRSVZbZU7Vx9juhG2E2WoRvvQtUOi9DyNL3KA12FquNx+Dxa13zZSrweiNc0UDO8QaBqm1rmDiTn4QJR3x1dPx8iJ+ra5J45BHHjjx+LmU2QZe6I4K7KMsmEqt4KaRgMFTu66NTKucLrsfMx95hbRqmupcZU1I9lueHg4lIyedhwRCvVkmVIzN3XJsTMgAGGNzG/VyukJMtIn1+R+uJTr/W//cJDqLddfOv4NQDFmXvkfeYhc6dt3rOgL2QKxwvmnJxVFGGS1/Nj/XXmylZCzqGLnS5+0bmzgFvG5bkkGSC/LHN9LQruOjkB6CehmswZkfVTZu4ES2uFpKZ0gwvudU3LX9qmKstkMfcHts+IVhKKZEO5JJKbAH1Xzax5q8PChAf3DFkmhxUSiA/scD2e2jIgD2QmnO1zT2ruYt3RoyJNLwKAdy6tJD5DPoHkR8O0hNhsOTrRnR5lGXnd8gVYLUUth4kd/vSz96NiG/jLY1cBFGfutsLcZ0pm2NWTCpnUBmK3g322I0fCrRfIsoxcSzCrkWUoUITB3TILyzJ5bJBADrdMIMtcCRxGC1UbZStpYQV6T6iGbhmp/UA0y5fcMinMXSpYaziudlBHL5C95ZaRjBFJWSYYSK7Z7//+M/fiO3//c4nmd5RoXZKDu6Y3T9rNdJiY7OAejtaL78iSlaxQTZMgZEbr9FnEZBgsZAh5mLtpsHhyVVo3WcYA4J2LyeAuRuwFgUMqJEpLiM2UrFDK6dbattu6gWxZZudcGVsqNl58fBdajg+D5Q9U6rZcXySh5Aueem1fVxwz1N2Rpv4MGuGalM6YmcG9QszdKJRQFbJMviBX6hbcg31HSWiSe/QdDfurUO24ERtuK+fiXEyWSRYVURFT0RtLGuT9oRIZuWaBkMXcLdMI80cyiLTIZEzXm4eOgdoeeJiY7OBOsoyiNSZkmSzmLrFOdfxXb2uiKrruPvdkZW20bir22FKxcOTSauIzGo4XMjIqJGo5XmpCbFaSDuhxtLDmrrF2AfHgfmW1FRYa/Y0nRf+Rhaqd6KXfDfIF32i7seEN1GaXhmwQqC87jc8bNGQLnczO5spWUnMPgv18WVz86kCVbmi6zj8wKQAAIABJREFUPHxv93V16wopfi9r7gBZWJWEao+yTEnD3NXPkoO7zKSNwExAmvvswGSZpCMn+rcuoZquuaehYpuYLZlY2ojImG5M4VSWKYi0LnHqI1daP3cg7tEWwzr62yV5RoGR9JMceBDJSaThffZDu3D08mqiOKTRjlwFYSFRx0vonIRZaRJMrxWqsmQlyzJijqT4zKsr0XDhL3xEBPeiHnd5bR7nCea+fbYExoBbiuZ+K2BPO4fE3OWeJHFZxkwUMVHZOzH3stKWuRsaDnIz9269Zcwgt0RPOqQbz5SS6246oiYkre1xGizpxkdQk/uzKQlVQNzMPZ9Y72BkmRhzN3TMXUmoZjD3LGybLYVkDNA/fWyGz32ig3ua5l6y8iVUgbjm7vTplhFr0jt4ZNCFoFt3qLkHssznP7QLTcfDqZv12GsbHQ8z0rQaukmlPVbPlq3QY9uzLCP73BVZRtbc9wZTbHbPV7DvoW24Z0sFRRHTYTtujM2JIRulxAASYu55ilx6gawrq7KM6nOvK4GiUtAt03R5bgZpmaK/etbT0UzJgutzMBa5VnQDJNQpXnmha8YVSoRSbxn19dF3YKG3f5AJ1ejz///2zjxIjuu+758398zeC2AXN0ERAEGQBEAIPERR5EKkbFFyxDixqmhbjpOySiXHimUnVSq57LiSSlUSp1yuxCnJLJaixElcZqVsVczIpCgK4oqkeIjiDRAEcREHF9jFYu+d2Tlf/uh+Pa97umdmZ3pmd2f7U4XCztnv9XT/+tff3+/9fo5USBdZZm4pTywcWvZdy2BXjClNlnFLhfTKTmolazvP3SNbRtfTpJQ1ZJmI1cCgUGqu/AB4597bx2d67jVkme54hCM3GIuA3r40g56FnckXbU0EEqY04pYKCYZ3+ZEZUGtUltEvBm6a+9xSnoVswZJlAL79pcOU6ndYLZzpcc4shU3d8QrP/fqCUVq4mYynqmNyyjLKc48ZdUP0AnXzLtkyekZFNQrFEkvF+uMUG7tjDPVUl6KUoetNlCUy9xZxJc+Uymq4rfp0Hos2WcZpbEOCxby/xl1vc+e8mMRcZZlC3XdLOgMpu+fuJstEwkb3qkCWqRMvLzkWKcsb5aX27l5NMhryrfxAtTHpKMNVeVEq5+erBhe7NnTRm4jw1iW77r6YtS/2UJqu01tSdGkB1YZlGfP9zqp9yViYYkly8XoagM1a/8mhnoSt2XC9hJUO6+K5A2zsiVkdlBTXF7NWCd5WoBa45VVANWaXG/Sg6sJSgWi43ArSSLmt7yqnAnv1GprfHrmJv/3te6u+R8Us9GwP14BqjS5MXpRry+ieu2ncI26yjNNzD1lljn3LlrHJMvVky9TuWeuG03P32oepeLhi0VgrWdvG3dyBlXnu5ZK/ygD0eei+ejDQqzTwssZkFQKrnS1TLYVzOp1jIBUjFBIc2N7PO450SEMW0GQZU17yCojp0kHj5QfK+dT64hq1rXOTiwBsbcCYuxENhbSFLfYT3miPZ/eEJ+dzLUuDhHI1wWyhRLZQ0gKqxv+6NKPK/ar9ZLRCrM9rK2dt1GdoUrEIwzWkL6Vj68bdqxb5cmUJKB/T9jx3u6PR45EKCYbnnvHZc9cNbD157kZFyAY9d9O4q05WbnNIRcNtLT+wto27JcvYd6R+VT49bmjVe4a6Xb9Dz4U1mgg057nX0y3GK13SqbmrNKuDO/p4/+q8rRxwOl+0ZZCoi1TGXNzkPHlUk2QppXV3sPxsGTMrwxksUsbdjAts6U/iB5GwMIt02bNlwDDuzkVMky323NWxobIqdM0d7HrqQrZgy+t25rlLKfmzZz/g5JW5iu3MWfnW/qmmSvO1e+4umnuNFntelGuku3jumhOmArVuAc5FU3P3KxVSfY9xF1i5vaxLtkwjxn2wK8qiucbE6mTlMod2d2PqCONeLaB6esIwOLu9jHs0YkuFbCbP3RhTbc1decDVShXPmJ47wMHt/YbsMVc+GNNZ+0mYiIXJ5Eu2Eqs6KqCWNbVhaDxbpjITwJjHuWuLhAQM19B/l7O9gqzMcwejjnomX7RJIdcXci3LcYeytzmXKVephLJxr/Tcy4bUKcssZAv8+bHT/P07Vyq2U20ZfKOosdYy7m6rK+vBbYVq1mHchRCW7l7huYcFamlHqoHtu6G26+aw9Saj1n5WzC8V6k4/1VEB/Jl0vmonq3b3Ua3LkgkhPiuEOCWEOCOE+KbL678uhHjH/PeSEOKg/0OtZN/mXg5s76vwyqPhEIWSpFSSnJlYYCAV9bxdT8ZCZPKGR1vwaMe3HOppBebluet3HNOLOasG+sEd/QCcmzXjCMUSuWLJ1mcyGQ2RNQOqbl6D0qzTuWLDsozXMnf1+PzkIkM9iaYvkPr28iVjnUKF5m566Ep2yxWMFnKtynFX44Gy5+4MFNo092zeVkvFmeeuFqnNZCqDrHPL1NzrIWWORf/OZDRSWTisQc1deeQFW0C1Mv7jZdzDIWF1n9K1+WZQ23U7zod7EhWL4BoNqA6aTtjUYq5qbZ52d2OqeRYKIcLAt4CHgf3Arwoh9jvedh54QEp5APh3wON+D9SNzX0JnvzafQw59EZlNHPFEmcm5tkz1ONZgCkZNYKB2UKJkqwMvCyXerrFeKVCRs1SxYViibmlgpUfPtybYHNvgvOzxoGhyrTaSgBY2TLu2Q560E/dOi/3QlaWZewnQEKTZRoJnlbbnqprnoo7NXdj3yjjrrIVWum5q/kr2UTPlgGncbc3fYhHw+Ytezlgrv+vM1dlGXyjKG+41+m5m46NIuPhHNRC9S7OVZFloGzcK1aMhkKo7GXfZBnlubsc50O9cdK5ouNuq7ILUz0oz306navaA1avntoO6rFkdwFnpJTnpJQ54AngEf0NUsqXpJTT5sNXgO3+DnN56DVAPhhf4CYPSQbKB165qL8/K1TrWsTkIcuo1Ey9e9Ft23q5YMoyqjORbZWoqed53VbrDTvyxZJZYni5sozy3O3jVttbzBVtaZDNEgmFrPQ4p+eu2tsp3V0Z+VYtYILy7+WUZcqVATXNfcmhuTtquiuP3c24W9kyPhr3pIssk4yFkY4WcY3muYMKUtoLh4VD9viPip24yTIKvwOqbg6bSh1V7SALxRKLuWKDmrvmuee8V/i6yWCtpJ6ZbAMuaY8vA3dXef9vAU+7vSCE+ArwFYDh4WFGR0frG6WDhYWFqp/98IJxwvy/Z19gNpNHzF1ldLSy/jfA5UvGe4/95CUALn54ntHRyw2NC+D6NcPInP3gFKMLZ13fc3rMOHlnpiZt85icyLKQKfLM6E8BuHrhLKP5CwB05XJcWSzxzLHnmF4yDN6Fs6cZzZw3PjueZT5T4KPxa+TzsmL/nL1mbPPFl1/j3HiBkKh8Ty3GF82Ly/ys7bPqjgKgODfZ8O/qpJBbYl6UAMGHZz9gNH3Oem1myRjLS28cJzF5iuOTxvwunX6P0clTvmzfyZS5zdMXjOPj1InjhK6eZC5r/B5vHT/Jxvkzxnvn08xdz1n74vKHxnH2o+eepzsmeOWKOd6JqYr99c5pw/C//uqLhJZ5AfZi8qrxneMXy8f3mHmePPvc8/TEzLuS9BJT164yOjrt/kVVELLI+YuXGB2dAODMuSxRx3GWSxvG9JWfvkhc61ebWSwXgXvjZ6/QFW1+3ufN86xUyFXs46vXjWP2hy+8yr7BMAs54zccv3yB0dGxZW1n1vz9X33rBFd7jQvJ6ZMniF973/6+61mm54oVY6llzxqlHuPutpddu7wKIY5iGPf73F6XUj6OKdkcOXJEjoyM1DdKB6Ojo1T77NirF+Hku3Rtvxl4i4c/eYhPefRdnH7zMpx4m1sOHoYXf8rNe3Yzct+NDY0L4LnZ4zx/+QKHDtzKyG1bXN+z8M4YvPMm27duZmTkkPX8j2eP8/bUGHtvOwQvvsy9Rw5y/15j3LlNV/m7s6+zac8htoVD8MKLfPzgbYyYjTx+tvQ+o5fPkerpIwmMjHzCts3uD6fg9ZfZe+sBLocnSFy9XHUfunF5Og0vPMeOzUOMjBy2nt82Pg8vPw/AnbftYcTsR9osPW/8hJn5RUBy56HbGbmlvIyrUCzx+z95moEtNzAyspepNy7Dz9/moU/dw40bKws8+cHkQhZGf0SydxCuXOOeOw9zx84BQ3547gds2XkjIyO7AVj60dPs/dhORkZuAcxj8v13OXL3J9jcl+DSyx/C2ycohuMVv8NP5k+QvPAhnz561Lexn5Bn+P65U9x56FZGDmwFYPy1i/zV++9yx513s30gBUDh2NPs3lUe93JIvvgsw1s2MzJyOwDPTr9L1+RV2/z+z0evc3zyKkdHHrDJkv/15Eswa1xQPnP0gaqyZr1kT1yFd16nK5Wo2Mfbxuf5T689z5aP7WPk0DYuTaXhx89x+LZ9jBzZsazt5Islvv7c02zcdgP7bhiAV3/GPUfu4MiuQdv7js0c572ZsYqx1LJnjVLPHrwM6LPdDlRc2oQQB4DvAI9IKd3d5DahtOT3zDSzPUM9nu8tN9Kt7O3YCPWkQnotYjLquZes0gN6DfRbt/UBcOKjWVuLPX0e+aJkIVuoKsukTVmmkXx+r9Ky+uMtff6kQYJz1aLdD1ElCJQc0+qKkFBO91OyiRqTSvFTmRDZgtFoxR5QNT6rdGj1G896yDLJiD8euyLpmgqpujEZYzI6J5WW3WJPETWPX4WzUTuU4xMVeeemVKl6FPiBmrPbqvOhHkM+VLLeXANFwxTRcIjeRITpVSbL1LMXXwP2CCFuFELEgEeBJ/U3CCF2At8DfkNK+YH/w1we6uA4MTZLdzzCcK93BoUKDiod1bdUyLC3buhZfsBcWauCg3oN9K19CbqicGJszjIiusFTmupMOu9u3GNlXbhR415OhXRo7tpFZouPmns0HML8WSry3MEoQWBp7otZYuGQzaD6jWpEPefIcxdC0KUV4VL/dzuyZaDcwEJp7fPZQmUBq0yelM/TcF+haq93orT3RgKqYGruJXtA1VmxtTsRcY331Go40gjquHSLo/UmjfaHE+bxU45zNLbjB7tiTKXz5WwZjzz3bKFU0UGsVdSciZSyIIT4GvAMEAa+K6U8IYT4qvn6Y8AfAxuAb5s/WkFKeaR1w66OMprvjc2xe6i7auDQ6bk3u4ipmcJhqiaOWu2mF8ASQrCrN8SJsTlLqtE9d7Vad2ox55Eto07kAoWitAzVclDjrmgSrJ2QW/303G1BtspDVS9BoHLclxskXtZ4QvaAakK7yHVrK4AXrFru9jx3KKcH6nVmZjN52+KruaU8KR80Z509wz0MdsXYYcovUNlAotFa7gpnkxy3NRdHbx5yrWuvfmu/Sg9AueyBW0BVCMFQb9xKh2x2bcFAV8zmuVdzsDL5ou3C3yrq2oKU8ingKcdzj2l/fxn4sr9DaxzlBUyn8zx0i3emDOjGXbXjan0qpKpRUlny13j+2nyWaFhUZIjs7A1z7OK8dSA6ZRlwbxQA9oU2uWJjBdLUhc9LlomEhJXF4gf6GN08943dcd68aJRluL6QbakkA+U7LuUI6IZIb9gxn1WGwr5CFcqyzIy2gGYmbTfurZBlDu8c4I1//Rnbc84GEmmX1MXlEA2FKrJlnI7G/Xs3Wc6JTkQrZuYX6g7TS2od6klYPX6rNeqoh8FUjCuzSzXz3MEo190O476mV6h6oRtNr5WpCnUA+J0KWU27tzx3lw5SABPzWfpTlV7oDT2GZ/S22bzDJstoB5NbD1HVVi3dhCyTiIbZt7mH/VvsMYyw2Wl+uDex7Drg1ajlueuyzPXFXEsXMIHh7UVCwqoPomvTeu0e1Ue2X5NA1J2VZdzTOdSumnUsZJptgSzjhlOWUWmBjZZwcDamd9PcvVDedcrlIt4oltPhcawP98aZmDfmbLXYSzbhuadzVWWZdjfs6EjjrhuuPcO1jLtxFlld0n1q1lGth2q1wmEAE/NLthx3xQ1mmtXPP5wCnH1MQ9rflQeWEMKs6W4sYmpElgmHBD/4vfv5rEsWUDIa9nUBE9hPSjePbqNWguD6Qq6ldWXKYyrHS/TxdWue+w/fu0pPPMKhnf3W65WyTN7KUJnWuvhIKbm+kKM33jp5SaEcAmVsLk4ZVT1v2JDy/Ew1IqFQRcnfuo27kmWi/l3VktodpRtDPYkKzb1hz92sDJnJFRHC/fwPjLsP6EazWqYMlA+AOZ+yZW4a6mYgFWVTt7ehU3KDp3Gfy7p2LxruEqRiYateju6tO+uru9EVi5grVJuvfumkOx5hq08FwxS6fOU2Xr0EwbWFbEsXMFljUoG/ih6ZRkA1XyzxzIlxHto/bLuDUr9PtlCWZXaZKZu6RLOQLZDJF+mPt/7UVMZG6cSXTOOu6/LLIR4JWX1Twb2uuRde+7UZ1Hd5HeubeuLMLxXI5IrMZwskou7HWT0MpGJkCyWmFnMVVVPL42lvH9XONO5Wyl6IbTUMjlNzbzZb5s5dg7z5x79An4vnrfDy3GOW55519dxDQnDLll5r3HrnHbuhd59DV9woOZpvUHOvxp/84wN8/cE9vn6n2k9ePTWVMT8/uUiuUGq55g7eWR2qj+pPz0wym8nz+dvtdzcJTZYplSQz6Ry7TA9ZD64qmamvDZ67krqUJ3nhepqhnnjDBnZzX4Kx2fJipKV8qSJbxotwCzR3K6Dq4bCpMskT80tmud/GVwQPdhmfHZvJeF7QAs/dB5TkcNOm7pqNmZUhVEHKqI+asRfq7qAiz918vJAt2HLcdW7dahh350ngbFjthgr6NSrLVOO+PRtrxjeWi6XDemRQqODt+1fngdY1xtaxmlG7NCBfzBZ46t0r9MQjfGrvRtvrSp9fypeYzxYoScNDDoeEVW4CNOMea/1xmIiGEAKreNjFqTQ7Bxvz2gF2DqYYm8lY0ky2UL8sE21BtkwoZDRL8ZJarRIE81mjaFgTJZbV+To2s+Q5Z6cM1mo60rgrD9irhruOai7tl+deD0O9CXYMJtk7bJeM9FtCr6bSt201FjM5A0+2gGoVWSadLZrVL1f/T2957h5Btk2mLHNKGfc2eO56wxIdFVD94XuVkgzYPXflqQ90xehLRm0t2lRf2HZ47urYT2uyTDPGfcdAipIsB5SNBVHLDKj66LmDsd89NXdz/cv43BJzDRYNU6j6Mh/NZDzvfJwyWKtZ0z1UvVCGa89wdb1dkYyFrfS1ZrNl6qE3EeWFb3y64nld73eTZQD2K8896p1r7u25hxmbWULSfOC4HdTy3Ae7YghR9tzbEVD18ty748YK4Zl0ns/dXhlwjmueu1rA1J+M0p+M2oqHtVOWgXJlyGyhyJW5JXY2GEwF2D5oSKCXptPs3JAyA6r1HWflPHd/jXsyGvY8p9Uq1Ym5rNlirwnP3TTuXivEoVIGazWr/wxvgK39Sf7pvbv4B2YNjVoko+HyCtU2yDJe6Bq8lyyzd7iHaFhUGJdEHbKMahaQL5aI+SzLtIJoDc9dlSA4awaY22PcvT13wJBk9mys+FwkHCISEiwVilYAdaArSl8qapNlJtQaB/8KQlZFVRO9PJ1BSpr23MG4AygUSxRKchmpkO4XzWZ5YO8m7nTUeFEMpKJEw8KUZfJNVeEc1M5XrzmUF421J6DakZ57OCT4N1+4te73J2Nhrpo5vivp0cZssoz7gRaLhNi/ta+i+UjCJTPDiZEKWaQr1vxirXZQz6rFTd1xqznxYAv7p5bH5J7VoYz7Q/uHPfe/atihZJm+ZIyBVMzWLvDavNEq0K9qkLVIRY0LvkqDbMa4b+kz1jlcmk5X9E+thdqvXT5q7gB/8isHPF8TQpjpkEvMNem59yajhASUZDXnKpBl2o5q2AHNp0I2Q1T33KsYqm//+mHCFbU5BOGQ0XPUWftFYdQ/KRg52mtIlvHKlgGjBMGpcaMmiF8Fp6qhVhE7T2Dl9blJMgrVam/GKgxnyDIfjM9b77k2nzUDxe3x7lR3IJUG2YwsEwmH2Nqf4NJUxrVRRzWiLfLca7GpJ27KMvmGFzCB4VD2p2JWKqQb0XCIWDhkrQRuNav/DG8D+o/RjoCqF7o37aW5A2zrT1YsGFLBMajuuadzRhPftSTLOLsw6Sgpph2SDGieu2Mfj9y8iT/94kEe3Dfk+dl4JEw2X7QCqH1JU5ZxaO6b2jQXMLsD5YpcvJ4mEQ01ve2dgykuTqXLxr3egGq4NQHVWgz3xhmbybCULzVddE6ds9UuUMlYmHQ2yHNvG/qPsaKaex3ZMtVI1DTu5oKtTH6NyDK1PXdljNqRKQPeAdVENMyvfHx71dTbRDRkaO7pPD2JCJFwiP5kzFYZ8tpC1tf6PLVQZWgvmJkyzRZe2zGQ4vJ02lqJu5J57vUw1JPggnnX0owsA2VZsNrdSjvL/q7+M7wN6F7YSho93Zvub+AWUckx1fLcwWg/uBZkmWiotua+0TSE7chxh+ZWUiaiYbL5EjPpnBVTGTAjp3OZPMWS5HqbjXsyFiGTLzadBqnYMZhiciFn3Z2sZJ57PQz1xC1JtplUSCgnQVRblZs0s5PaQaC54/DcV1JzNw1Hr+nVLZeasox24vi9iKkVWJ57lWJSG9vsuVtZHQ1UTkxEwywVihQz0jIEqr76dDpPUUpK0lxck632Tf6RihpxmPG5AvfeVJnls1y2DxjpkGfMDKZlFw5ruyxTljf98tyrzUHJYO0gMO7YD0C/l+UvBxUQrBZMrYYyOLU8d6jewHu1UE+2jCpB0C7NPdqENqwCqgvZomXUlfw2m8lZdWc2tdG4J2Nhri1kzTTI5msD7TC9/9PjlfWPquEld7WaTVojn2YCqlA+b6vNQWUntYPVf4a3gdQq89wb0duhfJHyqkjZZYstrP6fXl1oq3nuSsJoR9Ew8G41WA+JiJEKOZvOWb+xkt9m0nkrJbLdmrs0q/Q2kymjULnupyeMDKB6UyHDNRastYohbV837bmnamvuyTZ67qv/DG8D9myZlTfu1TJlqpGMhY267R5BPT3rZG3IMrU995s2dfP5A1u4z6MBut9EPVIh68HKc8/krd9YyTPTunGvUlHUb3THxg/NfWN3jGQ0bHnu9V4E77pxgCPDYbb62KaxHnRZpplFTKB57qskoBrIMthvo1ZUlrGMe+OyTLVbwm7NA14bskzthS2JaJhv/drhdg2pqZS9eDREJldkNpO3PHZVPXQmnbPaz23qiXPOp/HWIqnt2+0NlvrVEUKwYzDJB8q415kKuXuoh6/dkXBtNNNKBlMxIiGj92vzmrtKhfQ+t5JBtkx7UVfakKBmFclWojR3r9WpteiKR6oaQt0DXsmUz3qxsmV87M7TLMpzb6SJdCJa1reVLNMTjxASRvela/NZeuKRturO6iK1uTfRcHs9J3o9+HplmZUiFBJWvKbZ1ncqY6vaOdhlZie1g8BzR++SvrIHYjgkOLyzn8M7Bxr6/FcfuIlfvmOb5+tdNllmdZ900Lol6c3gVVumHhKRsNWGTl3AQyFBn1k8bCqda6veDmXj7ocko9ihfZdXhdLVxHBvnPmlfNPn/+3b+viP/+h21x6xCkOWCWrLtA11orajlnstvvfPP9nwZ3cPdVetqa4HVNfCIqbbt/Wxuz9kpdetBppJ2dO9WF16G0gZ/TevzWetvP12oY79HT4ad/33Wu2eO8CmngTjc82nJ4VCgkfv2ln1PclYmKV8iWJJ+tpv2I3AuFO7kW6nEAmHjFZohdKK1tCpl5s39/BH9yRtdxwrjQpENxpQVeidulRlyMn5LLeYJZ3bhZLqGu2b6oa6UAixNmI7v3b3Ds5PbmjLtqziYfli0zJQLVbPWbOCqB2+Fgxes3TFI2QLuTXhua9GVMC9oVRID8+9PxllciHHxHyW+9tYVwbK8YwdPuS4K5TEk4i49xJdbXx633DbtpW0aroXWm7cgzMcTXNfA7nfzaJyxgPj3hjNLWIqf0YvL9GfinFlNsNCtmB1B2oXt2/r43cf3MNDt/hn4JTnvhYkmXaTirav7G/guVO+xV7JHPd2oYKT6+EupRWkYmFCorHFNiotUAj7asj+lOG5A22tCAnGxepffmavr9/ZHY8wkIr6ln3TSbSzSXZg3Cl77uvBm02to7m2gi8e2c7ezT0NpSuqCom9iagtmNafLEs07c6WaRU7BlNWX+KAMsnAuLcXy3NfBdkyrUYFJwPj3hj9qRgPVEl1q4byZJ3rGPTHnWLc79o1yEczmZUexqpD3fEFskybSK6TbBkIZJmVpGzc7SuQO9G4/9Ev7V/pIaxKyrJM6+9qOt+a1UFynWXLQOC5rwQJtQI56fTcDWMfEu2rSx+wMiS1VMhWE5zhGFUUhVgvskygua8UynN3FoZTxn5Dd7zlC1sCVpYuKxVylRh3IcRnhRCnhBBnhBDfdHldCCH+3Hz9HSFE+yo5+YDqP7ouZJnAc18xasky7c6UCWg/7Qyo1jzDhRBh4FvAw8B+4FeFEE5B7WFgj/nvK8Bf+DzOlpOMhteHLLOOJKjVhsr7rgiomtkynaK3B3hjrVBdJZr7XcAZKeU5KWUOeAJ4xPGeR4D/KQ1eAfqFEFt8HmtLSUTD62IRUyoWeO4rhbpr2uDotNWTMCpDBsa984mGQ0TDgsVVki2zDbikPb4M3F3He7YBV5oaXRtJxdaH5/6JmzbwC/uH29aWLqDMxu44j33p43xyt72OSSgk+MLBrRy9eWiFRhbQTv79L9/OzZt7Wr4dIVWPLa83CPFF4BellF82H/8GcJeU8l9o7/l74D9IKV80Hx8DviGlfN3xXV/BkG0YHh7++BNPPNHQoBcWFuju9q5+2AivjBXojsFtG1dvdmgr5r3aWY9zhvU57/U4Z1j+vI8ePfq6lPJIrffVY8kuAzu0x9uBsQbeg5TyceBxgCNHjsiRkZE6Nl/J6OgojX7WC38V+mG9AAAEZ0lEQVS/rTW0Yt6rnfU4Z1if816Pc4bWzbse4fU1YI8Q4kYhRAx4FHjS8Z4ngX9iZs3cA8xKKdeMJBMQEBDQadT03KWUBSHE14BngDDwXSnlCSHEV83XHwOeAj4HnAHSwD9r3ZADAgICAmpRl8AspXwKw4Drzz2m/S2B3/F3aAEBAQEBjRLkwwUEBAR0IIFxDwgICOhAAuMeEBAQ0IEExj0gICCgAwmMe0BAQEAHUnOFass2LMQ14EKDH98ITPo4nLXCepz3epwzrM95r8c5w/LnfYOUsmY7sBUz7s0ghPh5PctvO431OO/1OGdYn/Nej3OG1s07kGUCAgICOpDAuAcEBAR0IGvVuD++0gNYIdbjvNfjnGF9zns9zhlaNO81qbkHBAQEBFRnrXruAQEBAQFVWHPGvVaz7k5ACLFDCPGcEOKkEOKEEOLr5vODQohnhRCnzf8HVnqsfiOECAsh3hRCfN98vB7m3C+E+BshxPvmb/6JdTLv3zeP7+NCiL8WQiQ6bd5CiO8KISaEEMe15zznKIT4A9O2nRJC/GIz215Txr3OZt2dQAH4V1LKW4B7gN8x5/lN4JiUcg9wzHzcaXwdOKk9Xg9z/i/AD6SU+4CDGPPv6HkLIbYBvwsckVLehlFO/FE6b97/A/is4znXOZrn+KPAreZnvm3avIZYU8ad+pp1r3mklFeklG+Yf89jnOzbMOb6l+bb/hL4hyszwtYghNgOfB74jvZ0p8+5F7gf+G8AUsqclHKGDp+3SQRICiEiQAqje1tHzVtK+Tww5Xjaa46PAE9IKbNSyvMY/THuanTba824ezXi7liEELuAO4BXgWHV4cr8v9M6Kv9n4BtASXuu0+f8MeAa8N9NOeo7QoguOnzeUsqPgD8FLgJXMLq3/ZAOn7eJ1xx9tW9rzbgLl+c6Nt1HCNEN/C3we1LKuZUeTysRQvwSMOFsqr4OiACHgb+QUt4BLLL2pYiamDrzI8CNwFagSwjxpZUd1Yrjq31ba8a9rkbcnYAQIoph2P9KSvk98+lxIcQW8/UtwMRKja8FfBL4ghDiQwy57dNCiP9NZ88ZjGP6spTyVfPx32AY+06f90PAeSnlNSllHvgecC+dP2/wnqOv9m2tGfd6mnWveYQQAkODPSml/DPtpSeB3zT//k3g79o9tlYhpfwDKeV2KeUujN/1x1LKL9HBcwaQUl4FLgkhbjafehB4jw6fN4Ycc48QImUe7w9ixJY6fd7gPccngUeFEHEhxI3AHuBnDW9FSrmm/mE04v4AOAv84UqPp0VzvA/jduwd4C3z3+eADRjR9dPm/4MrPdYWzX8E+L75d8fPGTgE/Nz8vf8vMLBO5v1vgfeB48D/AuKdNm/grzFiCnkMz/y3qs0R+EPTtp0CHm5m28EK1YCAgIAOZK3JMgEBAQEBdRAY94CAgIAOJDDuAQEBAR1IYNwDAgICOpDAuAcEBAR0IIFxDwgICOhAAuMeEBAQ0IEExj0gICCgA/n/7ATrSUwF1mEAAAAASUVORK5CYII=\n", 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" ] @@ -37,35 +38,23 @@ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "\n", "N=100\n", "list = np.random.uniform(size=N, low=0, high=1)\n", - "\n", "plt.plot(list)\n", + "plt.grid(True)\n", "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "plt.hist(list)\n", - "plt.show()" + "### 2. La régression logistique\n", + "Lorsque l’on dispose de données évènementielles (binaires) et que l’on souhaite estimer\n", + "l’influence d’un paramètre sur la probabilité d’occurrence de l’évènement (maladie, défaillance. . .), le modèle\n", + "le plus naturel et le plus simple est celui de la régression logistique.\n", + "\n", + "- ça pourrait être utiliser pour les donner de calbindin (marquage: 0/1; position: numèrique)" ] }, {