{"cells":[{"metadata":{"hide_input":true,"hide_output":true,"init_cell":true,"run_control":{"marked":false},"trusted":true},"cell_type":"code","source":"# Permet de tout executer au lancement du notebook + conserver le notebook actif pendant 2h\nfrom IPython.display import Javascript\nfrom masquer import *\nJavascript(\"\"\"\nfunction repeter(){\nIPython.notebook.kernel.execute(\"a=1\");\n}\n// execute a = 1 en python toutes les 8 minutes pendant 2h\nlet timerId = setInterval(() => repeter(), 4800);\nsetTimeout(() => { clearInterval(timerId); alert('fin de cession'); }, 7200000);\n\n// Supprimer la taille limite pour la sortie d'une cellule\nIPython.OutputArea.prototype._should_scroll = function(lines) {\n return false;\n};\nIPython.notebook.kernel.execute(\"url = '\" + window.location + \"'\");\n\n// Exécuter toutes les cellule du notebook\n require(\n ['base/js/namespace', 'jquery'], \n function(jupyter, $) {\n \n \n jupyter.actions.call('jupyter-notebook:run-all-cells-below');\n jupyter.actions.call('jupyter-notebook:save-notebook');\n Jupyter.actions.call('jupyter-notebook:hide-header')\n\n }\n );\"\"\")","execution_count":2,"outputs":[{"output_type":"execute_result","execution_count":2,"data":{"text/plain":"","application/javascript":"\nfunction repeter(){\nIPython.notebook.kernel.execute(\"a=1\");\n}\n// execute a = 1 en python toutes les 8 minutes pendant 2h\nlet timerId = setInterval(() => repeter(), 4800);\nsetTimeout(() => { clearInterval(timerId); alert('fin de cession'); }, 7200000);\n\n// Supprimer la taille limite pour la sortie d'une cellule\nIPython.OutputArea.prototype._should_scroll = function(lines) {\n return false;\n};\nIPython.notebook.kernel.execute(\"url = '\" + window.location + \"'\");\n\n// Exécuter toutes les cellule du notebook\n require(\n ['base/js/namespace', 'jquery'], \n function(jupyter, $) {\n \n \n jupyter.actions.call('jupyter-notebook:run-all-cells-below');\n jupyter.actions.call('jupyter-notebook:save-notebook');\n Jupyter.actions.call('jupyter-notebook:hide-header')\n\n }\n );"},"metadata":{}}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"#
Chapitre 3 : Traitement de données en tables
"},{"metadata":{"slideshow":{"slide_type":"-"}},"cell_type":"markdown","source":"### Introduction"},{"metadata":{"slideshow":{"slide_type":"-"}},"cell_type":"markdown","source":"Les **données** constituent la **matière première** de toute activité numérique. Il faut commencer par les lire avant de pouvoir les afficher, les trier, faire des calculs, les modifier, ...\n\nPour cela, il est nécessaire de :\n- les **stocker** de manière persistante; aujourd'hui on utilise des fichiers informatiques mais en 1930, le premier support de stockage de données était des cartes perforées : 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"}}},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"- les **structurer** correctement pour que l’on puisse les exploiter plus facilement; cela consiste en général à les regrouper en lignes et en colonnes, souvent avec des noms. Depuis 1979, on peut utiliser pour cela des tableurs dont le premier s'appelait VisiCalc :\n\n![VisiCalc.png](attachment:VisiCalc.png)","attachments":{"VisiCalc.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAOcAAACkCAYAAABsODniAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAOxAAADsQBlSsOGwAAIABJREFUeNrsnXeYZFW19n/7hKo6lbpCd3WamZ7EMBKHoAKCCBevBAMGUEyAKEG9iqAoFxETFzFfs4iCAmZE/EQUUAERDKBkGCZ393SunOuE/f2xq6q7Z3pmwG+GmfHr/TzzTPep6qqz99l7r7Xf9a53iVWFVRITkIAAgcAtuWhhTV1DXQegDviav8sZ17fX5Iz3S0ADZ9LBSBigq2uyKsEA4ROz3y8AG9ySix7XZ9/PzO9vXvdKHs6Eg7AE0pYIXWD2maCBbEjsIRstoGH0GSDAq3q4Yy4YgAvoYPQZCARCFzhpBz2ht79POhKv6Klrz7b/822+8ezXiaxJ7M02aKBNfGUCOS7BUYtk/KvjjH1mDA0N6Uo1aWsw9j9jjH9jHJzmZ0n57L5UTL9f0zQq/6iw+b834xU9db0mmbh2gsLvCujoSEfOumE37TJ69SiVhytoQpte5DMXhgO60Mn/Ns/616znqUOf4pljnmH44mFogCxKpr43xbrXrGPTuzdRur+EqAmq/6yy7k3rePpFT/PM8c8w9N4hvLyH0AVyTDJ8yTCT35xEQ0MXOuX7y6w5YQ0+fHgNb35CzbedtzBdkDlJ9idZ1r1uHetOXYemx3UKDxUwTAN7wib3oxx6Qkci1R/pYKdtir8vqoWjN9ecEM/6i6UnEUJQeqjE1HVTLPr8IrSYpj5HE+ghHc2nIZHTn9u0VkaPQe+FveRuyVF6uATaDCvcaiY40iF+WpxDHz+U+BviLPnxElb+ZCUEoHBPAXuzzaGPH8qSm5ZQvLtIdU2VjqM6OOCvB9B3dR/LblvGvrfuix7V8YY8hr84TM+He/AyHqNfHUW6EmEItMAW9znf5tv/69p0JLqhk/llBgw46JGD2P+R/dG63tFF/OQ4tmcTGAiw+MbFeBUPJMqCuJJAf4D+z/Tj6/Mh7dmWbYdfLCXCFejojHxihOTpSYyo0f4ciUR6UlliSfv/lgvs2R6+Hh+RYyNkbsogpFDmX86+DyEFsiGp2TXcjIuTdmjYDZCgR3S0sEbDbuBMOGozCGi4nott27g5F3uzTcNuYBgGk7dOElgRILwizJKPLmHifyZw6o4aj+b3SinBmzEGcn6Szbd/rQmh5pUeVUeoRrWBZ3sYHh546g2e59EYbiB00V4grev2hI3neghNbOWyPhvX1hMevkU+ZXmFWnigFpXQhLJEnjrzzjpLNs/BQgj0uI4UzUUxh+sshEAzNTBBmAJhqk5LRyKrytoJs9m3Zp+FLtrvFabAlS7WvhaT356kuqaKHtIRvubnNr9D2GL2fT6XsZhv821Ll7a5sUtbGSmhq7mlZX6aofxQGU1oauFJ8GqeAlFE882aUBO8JtU5lBkW7tnsCpr6u9QFKQp/LFAfr6sboPkdjsRzPNCVCywd9b1SKleyurFK5dEKidcnlHXdgVspq1IBQq0FZDbBJkO5EFJr/hOqA17Va1tETWh4eQX6hPYPEVwWxKt7ysK7Es/2wATpTt/nvOWcb/+62VRrAAGapal14QMMMKiDNWAhPYmTdpj85iTSkZTuLxE6MgQ6NEYaFP9YpP5UHesFFuFjwm1TvMOzV9PyAQT3DyJdydSNU3Sf140IC4ShLGf62jTFe4s4Qw7R10bVQhTgZT1yv80ROS5CYN9A+/y6paWSUnXQw8O33IcRM9S52YPwoWGcjMOaN67Bt8xH4vQE/gE/0msOSlRDs7S2m40B0ZdH6TqtCx2d3J05ZENi9ppolsb6j6zHzbtIW9J3aR/+ZX486c2fQ+fbv2Q5hS5w6y6REyJkf5pl9ZGrQQPRCqVIqRBbZ8hB+AQiItA7FPoj6xI37eLVPMwuExERs9zOZwMRg0KkhC6wx22MpKFCGCg01Z6wlVV0JUbSQE8q/1vaElmU6Akdz/OmF+aW3z0jzOIVPYRfIHwzNpA61J6pocd0zIXmrHvzyp5ya32ijSBLWyIs9btX8tR5AHDGHdySqzYdKTAXmoiAmA+tzLd/bW26yo2tP1Nn6L+GkHWJ2W+q+bequkrOnFgtK9dGa7ewfhL57BfmXAvUUwjtlp/T+nyBeq39/c3X2u6j4LkvhOb7NbStPvvZfFbrnmaOT+tnj/mQynz7f2iOMliVRypsvnQzHad2ED0+iqxLjFmTdIZ7OAvkkMye0OI5LhIx27LNWmitz29+71bfL2dsCNv7Tjn3d83snye9rT57q/ez9e8zkeFZPyOf+1jMt/m25dpoem/h48M0NjZ4+oin0SM6xlYLUWzjA+Z6TTzHm+BZfPaOvkM8i88X2/h88S/2SzzH759v8+05OXYSo9MgfU0ae9gm9eEU4ZeEMXDnB2e+zbfdtjA9FVWQtkQP60TOiuAb8FF+oIzRCmnMt/k233ZD00FHx6t4xM6IET4yTPbnWcp/KiP2f3r/+QjdfJtvu8tyuhI9qFP4s6KYhl8aRtYkekxHWAdb84tzvs233bU4pUSYAq/g4RU9zB4TERQq7Mg8t2W+zbc9shktjut8m2/zbXebUWah/vOWc77Ntz3WcurzgzDf5tue2OYt53ybb3uq5Yz8R2TPdcGbpHU9rOMW3X8PBYLmuUKP6oigyspxJh286ha5sntr91yJFtTQ47pKchiykWLvf25SqpCHFtUQhsCreTjjDsIQu2yeiEOqh8g9cw5P31Z9TR1rH6vNjRV7KVduJtm/8s8K9Q11vLxH9OQo/h5/m0S/N/dPQ6Mx2aB4TxGv6NF1dte/Rb8AGpsalB8q45VUyCP+n3HcJsVuZ/dNIjFaydN7nHUBNEMj95sclScq1ParET8ljud404Tzve0he0rkrDHaYOraKbSIht6pk/tljtiJMcwF5myS/97UmioWtQ01Sg+WaIw08CoeY/87RufZnWghbXZSw1743DI/yGBnbHyLfTQGGwgEkeMisxMgduJ47pGhlJY7m/tdDqfg0PnGTnJ35cjdniP6iuh0jubeuBFr4BZd/Mv99F7US5gwT174JMVYkeQbk9MKEHuZiys9JVJVeqiEV/fo/WAvGhqZ2zLTcqqCvTdBQFMKIZ3v6CR2YIzMAxkmvz1J9OVRpYghdu4zk8gZWSl7UBNCJS9XHqoQPy1OZFGE+n518nfkiZ4UVWJecu87x7Q2FDNpUvlbhScOfgLhCOLvjBM/JT5709nLJrEQom1BhFDCcC4usVNis9MN98ImhGjrTXkVD9dx8UoeIqC0pIRKFt6p/RNCtLQInhuYsasV51qTVPgFa45fo5Tyyi6x02IIT+C5SuNob8tzbmUguCUXc7FJ53mdBPuCTPx8gvIjZcJHhZV0Cux1G09bU8pV/WyF6KQtkXpTz2kvjQtIT7ZVIoUp0AxNice5Ta2rphzOznxm0pPPYnFuqdjePA+1FPF2JbAgDMHADwaIHRUjc0eGypMVNE1rKynsbQCD1CQ6SqPX6DQI7hckkAwoXmXVQ9f0vRY8affN0lTSfFFJvQxeNMjAdwbQTG2vfGZb9s2reNgFWyn/Wzq6pk8rSe7EvkltR4tzCymPtusiwRlzcMrOLh1sZ8JBViXOmIObdfHyHrU1NTw83JzbltPUEzO0joouwhBq95ZgJAxkQ+JVvPY1BBhxpZ0rXZVHJ6XEK3gIS+wyeLzlEbgll/Ify4xdPgZA71W9BJcFqTxTaY/zls0tuuhBXSkU1tXEb5XMcIsusiERPqGEzbzdY6Jqbo3wqjDZO7I80v8I2LDivhXYm2zqdh3qqHtG6TK1FrJbcpVGk5yh5+QXyJrEqzY3K1OghTWkI3ELTYRUU9ZLszS04K4DT6SUaEJD1iVrX74WAGuVxfIfLaf8VBnhbxLXayqaYHabSEedQd2yi1dW142EKgMy67oGeoeuwjNlD6/iqfnrtjSEdoAaoSn3xM24GF0GuLD+jPUUbivstt3MWmUhXIEICsp/LQMqdhg6JISds5XMoCEo3VdCC2kEVgTQIsrqerZH+c9l9btf4E6ph+1b7KOxqbFHul++pT4a6xsKmwgry9vYqH4PvCCAmTKxx21qT9f2TPOjg69foZwAvoHmWAP+FX7qz9TV9YU+nJyjLFNMx7/MDy44eYfGhgYICB0RUu5zQwkxV1dXccad3ft8lvgILArgOR6lP5emux3XCR4UVHPu/vL09UTzes2j/Bd13egxsPa1cPOu2mh3uDAlyLxk8IOD+AZ89F7aCwboPbpSz9uVZz+P2Ro9UunPSlfSdV4XvWf1MvmbSda/cT0A4ZeF6fuvPvwv9mNvtqmtrVF5rELvx3pJvTvVHjS36jL8vmGS5yfpelcXa1+xlsDBARZ9dREbzthA/td5dWbalSoR7oxjggbbRM2b47vybytZfdRqGhsbdF/WTexVMZ465Ck6z+8k/vo4mq1BCMa/PE7+1jy7NUTmzZgTftXXxJsT9HykhycPehKAFX9YwcZ3bMTJOKz820oeth7G7DNZ+sul5H+bZ/SKUcLHhln45YX4enwMXzHMxBcnsA6w6P5QN6HDQ+gxncpDFdI/SJO+If389ksoa44G4SPDdJ7bib/Tj4tL9pYsU9dMET4iTNfFXfjCPuiA7M+zpK9J41vio+/KPoyAARGora4xdsUYoWNDJM9IEjo6hDvpPoszpwZew1MJoFG9rVcrbSWl+XwTAGVNggaDFwwSOibE+tevb7+W/1We/K/yLL11KeP/M962qF7NY/K6SYbfPTx7rPMejY0NUpek0EM6tadrqsCSs8WDeD4f+hwWBxeqj1Xp/VgvG9+6kcZQg9rqGrjQdU4Xo1eNkvtJjs4LOum+pJv8r/LtglO7vdmqb27RpT5Ub99XY1jFQZ20AwVIvCNB5nsZGoMNGiMNcCB/ax6jxyBydISJz04AUH24yvrXrSf+tjiRl0UYPGewvVieV49nRlWwno/1MPGlCTXuQP8X+8GB+JvjeAWP1a9djdlvsu9f9iV3c47k2Um8hsfqk1cDkHxPEi2kkflehsz3MgzcOEDxD8UdRDk1RcfydflIvT+FkTTUjjzzXLQ7zvdNC6qHdAIrAtP3oYHwC3yLfJgLTKVD21Q2S5yaUMWKHtiXyAkRJZUZ0Sg9UEIzNaqPVLHHbYR/N/ZrW5MA0C0dr+DR+5leVb6iWS6xMdJQVLmAKlfR2NyYXUdmT+mHoP08EKD51HlT6Eo/x7/cT+qSFE7WUWfr5sZk9pnoMR2aUsPCp/pu9pmYPSZG93Qpyd2CUAP2uI0W01RoxRJsvmhzewOSrkQEBP59/NhjNjgw9a0pvKLHvvfuy7JfL6PwiwLVR6vgV/PXSBj4Fvl2sDi3qJXSWpi7/Uwm1HlDupL6cH16EntNsKTRLJXQkO2FXNtQI/2DNOOfHafyWEW93wGzx2TkoyPkf51XYIq7h5VXaO0VIcHop0epPV2j7yN9eCUFJmhBTfW7KYSt+bW5xbZ39/0LgXCma/BIVyG3whQ4RYfR/x4ldFiIxAkJnEmn7fq3njP2jLBGQ/VVOhKv7rHbROqafdN8mhr/mqrJE9hfGQwjbiiUuibxygoAE6ag9lSNqW9PMfHNCYr3FBm4foDg4UFVrrKu+ittuZ3FOVPHVgM37+JMKvR0ty9QD8wBEz2iEzkmspWFEIaYZdk1v4ZX9CjdU6Ix1CCwLDDrvbXHa9RW1xRSK/dMyymkwLfYR/b6LOmfppUav6uei2/AR2D/AEbKUGhnsw9aSMM61ELr0Hb7/XtVDy2oEXxhkMD+AbSo1q5xqkXU/Q2+Z5Dqxmq7PKTWoWGkDIykgdFrtBd5C6kVupiOFuyG59UaZyfvEDw8iHWIRfTkKIuuXdS+rkU0AvsG8K/041U9vLpH5wWdJN6WoHh3kdqTtbbX037WuipRom3XOjUrHjU2N6g+WaXy9wqVx5XVaRUB2h2oH0DPx3qQrqTnEz1bPZz6proqmdCcHI3NDQIHBNjnd/uw5GdL6P9CP2a/iT1i44w5yh02Bfagrcof7kmWs3kf9aG6gt6B8t/L6qwGjF4+inWAxfLfLse/zM/w+4eRdfVH5gKT3o/2Trv+2u7ZSNGheFeRiW9OsOSnS1j+2+Vsvmwz1ceraJZGbY1CmN2CS/nxsjIAQPi4MJHjlFRk8uykGo7mvHOyDvaYvVsLScmGBBOG3zeMmTJZ9qtl9F3Vx4bTNwAw8cUJKg9WWP775aTek2LovUPYm22yP8ziFlxW/n0lfZ/uY+KLExT/WGy77vaIjZN2thNKmanQXpFUn67i5l2sAy2MToON528k9/3c7mHqCFR9kmapeFmbXToCfRppbtX5FD7RLm0opXJB2qUIXWb/vCcyWYwZfWolyDe9P+FvljtsNF35mWdwnzrT7Sn90kLK7fZK3vSzNFQVu/YZ1G0ybkwx6zzZ2nTaz0o8z8Dd9qZkKzbrSWRFzsJttJDWLkM5cw5rIVU9vn1dzDBAkm2jtS3ytVfxKN5bpPK3CrImqW+sk3hdAk3bva7SrI5uuak4W+/esiZnpaHNPKdu9fOe2Jxt/NyctO2JO7Nv7nbGaXedSMre1s/SnrZ+MwkU0p4+a87Vtz2pSVvOLiw9Y+55RW/OPrQ3qC0NojO9H2/DODULFxUlRtyg99JedFNn8+c2U/5nWQEPu6npMVWpuk2QcBSLSAtrihFkT5+L7TEbLawpxK9pIaUrcSYdNEtrVw9rvd9JO1tP9D3BcHYZCklu9tkre7hZF6PTUNXQWn2rSpyMg5FoXm9aWq/i4Wbc3WY9hU9gpIz2Bih0QWNUET7MXnN6Y9Saz8CWmClzFr7hFly8qqf6bEz3zc25cy+A53E+6hF9GjB1m/MuopLO25upB/aEjbAUIjtrPk45aAFNYQktFtu2/Y9m9ne3TqQ7QvnhMsV7i/iX+AkeFCR7c3b3uHYOJM9PEnt1DK/goUU1GhsbbHzzRqIvj9L7qV4amxqKLF9w2XDGBqKvipJ6fwovqzIJ3JzL0HuGCL04RNf7uhTVyidwsy6jV4xSfbi65wi4NI8NvZ/oxTrMUn0ICQq/LTB+5Tjdl3UTOiqEl1HXy38uM3rFKKkPpQi9JIQsS7SERuneEmOfGsMrPM+TuDmO/pV+Fl2zCC/nKZety2DdqeuQDcmSnyxRZ30JwhKMXj5KY7DBgq8uUJO+oYooT35lkvJfyyz8+kL0mI6sSbS4xuTXJ8n+YPfNx8SZCZJvS+JMOYigwJlw2PCGDURfGaXnwz3YIzaaX8PJOmx65yaiJ0RJXZRSmS3NeTd04RDBQ4KkLkyp+WhujyEkm9bTg+q6KvaETfCAIOGjwwifaCNtzzu4AFQeqOBmXWRdKvpdRvk4tdU1pq6Zwsk5bSkJ6UjqT9ZJX5dWLp6p3ECv5FF7ukbmpoza8TRlXXY3DWxbZ//C7QUqj6qjhTAFjTWKyla8s0jt6Zq67hc0NqrYWvGPReob6mqMAgJ7kz19Ht0dXvm4Q/r76fZ5TAtquEUXHEhfn1ZnziZ63tjUwM25ZH+UVdiCpyxt7ekaXskje3NWeRG2Wsy1x3YTZbE1H/9SUfztquLFtsDI+pN1pr4z1eZ7exVF5qmtrqn5aDcFpaue4o0/NXs+bhMQahX1tDfbTHx9AutAi9CLQziTDoEVATZfvpnMdZnpm9RmADAzqW9ixsF9Bto664w382+3fP982zvbzGe6N967mAOb2Nb1XWiY5/ZGmgnPmqUReEEAr+RRuq+EV/UUe0HTZt/YzJ/dLTogt/GamKOD/8IDFaZonzNbqGUbtXW26O0eCCY8u4PNjAnf2ryaaLXQmminZM/Jc/Xmdm/nXLwms9F2ZwuAZAsX/3m/9x1d15qI85aeidZEn2cytpxt9GOOY9S20dqm0p3wCYykgT1iIxDtg68W1ki8I0HhtgLOuEPs9TG8ikfh9gI9V/QwfvU4siYJHhokcEiAzHczCL8g9cEU/qV+ak/UmPjiBCIkSJyRoP5MndK9JULHhLAOskh/L7010ti0yLE3xAgfH25D8iMfGpm+74ak8/xOSveWqD2p3J3oiVGMHoPM9RmMHoPEGQmyP8viW+Aj9qYY6EqvyC25pL+TVhkSe5poqLuNTcVTXo5/pZ/w8WEyP8ggS5KuC7uw9rNwKy7CL6g8VCH7oyyyvIs71Zx48bfGsUdsSn8otcfSWmXR9d4uhF8w9okx6mub42zPPVEDLwjQeX4nWlgj/+s8+VvyGAsMkmclFW3PURk6+ZvzFH67kzKkfJB8exJrlYVX99AjOtUnq0x9bYr4GXGCLwq2v7f2VI3Jr08qZk9D0v3RbgLLA9SH6iod0GPu9D0POl7ZQey0GM6kQ/q6NLUnaoRfFib6qiiaoak5uSO0thWg1yM65oBJ4Y4CtadqaJZG36f76Hx3J8HDgwxcO4C1ygKg86xOxaMErBdaxE6KAdBzeQ/BQ4IAhF4SInVRCqELEm9NYC438S3ykfpACiNmzE3cbrrEiTclCB6kBsnX41NE4+ZOmzgrQcerO+i+pBujR+09keMiRE+Kqnu4tIfgC4O4RZfQsSE6TupQCdwBxdVt53LuDTnBzUnsW+hjwWcXkHp3SnFWm96EFlFxtNCqEJ1v70QP67u2b834csdrO1j0jUUEVwXbzyVwYIDeT/YiXZU32/fZPsyF5tYbYGthHhAgdXEKvUMZg/gb40SOj2B2mnSe1Ykv5VMsmpDGzixjqVka8TPiKiURJcuq+TUF/Lw5QejQEMLfvN5MSwTovrQba38L6UiMqLHdcY6dFiNxZkIhz10GqYtTGF0GwRcHib0mhvALtIC2HUBITN9s9PgoSCjeVyR6YhRrP4vyX8rYIzbBg4KYXSb2pD19nvSmmRwzA7KxV8cY+fAI+dvzhI8O41/hV4mneZfgAUECSwJU/llh/Ivjc8a3BE0FBEsw9Z0pcjfnCKwMsPjGxWy+aDOxN8RInpVk3avW0XFqBwPfHWD9aevbvMbku5LocZ3RK0bx8h5aRKP6eJXRT44qnmbJmw6j7A1nXqnyCJPnJJFIFYJo7tQTX5oAD4IvDOJb4CN/ex4n68ztLu5k8MqddHHT7mxKpS7I3Zwj84MMRpfBsl8vw9fvwx6y51ycZr9J8LAgG9++EWfUYdF1i7AOt8jfmkcYArPbRE/pZH+UpXBXYaf2QXoSX1xRIutr6mR/NI0E61GdwEp1feprU8iypOsDXUROiDB4/iBu2m0DlNsaZ+tAC+ETjF42SuDAAH1X92H2m7hlFy2k4V/qV4t8R7syAjRdoz5UZ/TyUTov6MToMBC6oL6mTmOogVf0VIqLpc0Ck6Qh23EcUPFIqSl9mdJ9JUr3lVTMyhTEXhdj6popxr8wDvW5ffCW7+7mXfo+2Uf3xd3Ywzajnx4FVNKuPWJj9pg4Iw6BfQNoloZbdYn+RxRnwmH046PtpGVZloSPCrP89uVIWzL6qVEKvy7s+Tr4zfvT4zq9n+rFzboU7iiQfHOSwPIAlQcr4KjXF351IWhQ/XtVbXi7sm+eOj+W7itRfrisOL3N76s+XKX6aJWey3voOr+L9A1pqo9XtwZhmvO6+s8q2Z9nGfjuAF7Fw7/cT/lvZerr6wx/aFjJiNqS2KtjYED6Gzsnn9Mre4x/YhzrEAvpSayDLHo+3MPwh4cZvXyU4BHKGwjsG2DBtxaw6YxNWCstrP0sFl+7GC2qse6V67A321t5FK1xz/86j7nIZPmdy3ErLoXbCzQGG7i3uciyqs2pWdr2Qykt6l6j2MDsMVlx7womr5mk9GAJYQi0mEblFxUKtxfou7KvbW30iI6XUb94Ra/tTmkhTe2oLmgxjcDSgBJWLnuU7i1h9Bh0nNhB/tb8dieQCAgyN2WIHBeh8niF7I1qZ3PGHGKXxtBjOma/CmB7DaWkXvprCXvEJnFmgrFPj4GtvILy38qMf34c2ZBUH6nuWsuyky2U0JX7E3xZkNCLQ/iX+km+I0nl4QrBA4LYGZtNZ24i9oYYfVf2MXjuIM6E87xsPtKWKizV2uAjynPBgA1v2kDp3tJ2wRZnwmH8ynGKdxSxVlkkz07iZly0oEb1iSq5n+XUkeXYyDR3eGfse5rAyTpMfWcKWZPEz4zTdX6X0g+qekxdMwUNsA6xWPqzpWq+J3UyP86Q/X4WvUtnnzv34cn9npwe5y2wgvBLw+hRnU3v3IR/Xz/JtyUp7FPAHrYp3lnEHrZ3AAjJplJcxaX4pyJCCjRNa7uIUkqslUpSQTYkvsU+6utV+lb5oTLJC5LIhiR4UJDygyrpufpYVfnzh1kEDwvi5lTQ37/ET/qHaap/q9L76V60qEb2x9mtXNuWhpGvy0fxriKD5w6y4KsLiL85TvaHWXyLfJTuL7H54s0EDg2w6CuLlJhWyoAGTH5tkoHrBui7qo+xT42pfMF+lReIDr5FPsp/Kqu8u72gOVmHkY+NoId1oidHSb41SfoHaZCQfFcSERKU7i3hG/DhFtxpNFHuQovuKuAneFAQIQSF3xRobGgQPiJM32V9DF82jDlg0vWBLjLXZ3CzauZaqyyMpEHx90VAPZfwy8MITRB8UZDi3UUy12fwDfjo/1I/1Yer2MM2RrdB8e7izuuCT9D5nk40U1Ob3KFBqo8pXnn3pd2YcZPKwxX8S5UlB6g+WkUEBIFDAkhPUnumNiuSEHl5hPrqOvV1an14NWWwrIMtzD4TYSoiQuilITrf0Unu/+QUztPz0Z6PbwsQklKih3SMsEH5H2Xqw3Xir4ljHWCR/02e0p9K5G7Oga12D2fcofpQldzNOfo+2Uf4JWHq6+uM/vco6JD/RV49uIODVB+pMvbpMRX6QFK8q0j1oSq1J2v49/ErKzYXiudBYP8ApbtKVP5RofTHEj2X9pD9YVbpyTxSpXRvCWfEUe7zPSWlJLC6SuWvFfK35fEvbWrWOBBcFSR0RIjI0RH8y/wq42Pc2TsAIanOd/ZmWymQ+9W5jjoU/1TE7DKJvCxC6c9sgt/mAAAgAElEQVQlRj8xOpuQvQsBoegro/gW+NAjOrVHajQ2NtBCGsFVQYwuAyNuEFgeoPiHYptfGn15lODhQYXuoih90VOiWPtbFO4oMPW/U8oaTzpUHqpgHWAReEGA8avHyd+c36kWv/ZUjeBhQYKHBmmMNpj8yiTupEvt0RrmQpPAfgGcjMPE1RO4RZfyA2Vip8UIHRIieGiQoXOH2nRC4RN0nt+JM+XQWKeOU7Wna3g1j8hxEYQmmPr6FNVHqtQeq+FkHcJHh9Ej+vbPnC2tUXOBSfd7u7EnbbyyN63+FtJY8IUF+Bb6yNyQIfcL5WqkPpRi09mbkLbE2t8icWaCzA0ZUh9MKUTXheDhQTpO7SD/6zx6TKf3o70qcdaB0l9Kc6O1zRjR5g9upuv9XaQ+nKKxqcG6U9a1z7qapSmEOTStKyp8gtipMYIvDKKZKuFVD+kU7yxS+XtlWivJVep9e4Vru8XZM3pylMz1mbaMS+x1MUJHhBCWIHJCBC2kkf5uetfS95pDl/txjvwv8rOyT2rP1Fj72rVEjo3QeV6nwiFmlJ/M/jzb1uRpZaToER1hCTpO7iB8RJjsj7LUnqkRPz2Ofx8/whR0vqsTvUOn8JvCThvTxvoGY/8zRuLMBMU7im02lj1qg1BCZU7aaYuVSUcy9K4heq/qJXNdBntk2qrImmT08tFZfG2v4OHlPMxedW520sr9Dx8bVmG/lIFA7CDZWjSFkDWBPWKz9pS1FO8rtjPwO9/ZidFpUPpbidhpMWKnqZBJ94Xd2BkbZ8LBXGASf2O8HTR3JhwqD1Ywwga9l/dCA9wpF6/gUX24irnApOu8rrmlDpskgq6LurBWWSpR1RAs/uFiFZ55sbKAeGB2mSTPTKJZmpLxnHSInRTDOtii+lgVr+4hGxJnwsGZcnDSDm7O3XsICs2FafQaDHxngL6P9imk1lG7dfLsJMIUZK7PUH28ilf1njfRL6+kSPZuWlEsW2l9oUNDdJ7bSfn+sqo+NiNoL6sqxNJOzi572CM29gab6qNVoq+MEj05itlrkjwrSe2JGtkbs9jjO5mWKJUy3oIvLyB1fqodEkRC98e6CewboPCHAm7Ope9zfSoFDuj9ZC99F/YpFYctpq5X8GYtzsQ5Cbre10XxniLSkfT8dw9mv0no6BDhY8Lkbs2Rvz2/A7TWVUhtbXWN8iNlQkeHMJKKTS9MQWOkweinRqk/VWfxTxcTOS5C7mc53IyL7tdx6yoLopXAPP7lcXWYXmURPSnK4HmDIGHqO1PKmh4WJHJ8hLFPjbW1Sbc8rEtH0nFKB9mfZUl/K40ICjrf2anGry6nOb8eeHUFBpX/Wqb6VBXfdT4K9xSY+vpUO7F1K/d1b6GbtcIWGVclJOzrnzWRAMJHhLFWWlQerTD0lSFFQHg+kGix9TwKHRMidWmKoXOH2pKe24wQAI2NDcauULq+XRd2Uf1HlYkvTxBYHkALaMRfG0e8TjBxzQTFu4o71wEoupT+VCKwMjDLunf8ZwfpG9Jkrsuw35P7KQtpqP7lbs6RekdKgZ5Zd5v9Aqg/VWf88wrsChwYYMlPluDr9+EWXQKLAnS/p3v7gFCLS1jfUCd3W47YKTFw1a4obUXy9fX5WHHHCnRPJ31bmpGPjrRvRs41A5oo16JvL2LogiEqD1WmH96RIfqv7p+lYjYXSNXambWA1kaTJ78y2XYv2rB8M2G1TZ0SqrdtkoHcyxbjnBFztSFVH6zivsVVzBIUW2XwnEH8y/y4WZfoiVEWfm0hw+8fVmj587RxzFyoQhd0HNWB75c+/HE/685cR/Ge4jQVUcy9UJMXJImeEGXTmZtwMy6VRyusPXEt5kKlZNFzWQ+aT1Nx3Z21sdgqucJ7s4emT5tBJ+Ogx3SW/HgJ+dvzWAco0gEaSiAuN0MgbjutfH8ZYSmPL/ySMKOfHlWYzsY6tYdqiLDYfrJ1i6epWRrlv5RJfzONW3OVy/hDEy2qYY/aDF0xRPGeIgu/s5Duj3QzcskIelRXqUEtZCqktp/AgQH6rupj/WvWK/+9ORjWwRapj6QYuWyE0p9K2x63JlqrR3XF/G9OgsDKALWnFWupxdV10g56WG9Xfmqpw8/icO7trdkHr6ayHdreRjOvs/j7IrhKkDr6iuhs9pN8fu/R6DIoP1Zm9XGroQYrH1rJ8AeGVUhlLt5tkwKYeGOCtSevnQazhMqVbIe9PCUGvrOPC17Da1cQmElA6L6gmzWvXoPm01j8/cWzNhbpqFza7W5WqLBS3//0UXmiwsY3b5x1Zq88WmmDScZ2kTepVKiX/nQpBgaj3x5VCtaHBincXcBcYOI/yI8W1DBTJvXVCiou/aVE7PUxqCkaVuXhCsIn2Od3+zD5jUmsAy2Chwexx23q6+osunYRlfuVFY2erMgClYcr04tq5kPTVGqYf8BP7JQYWqdG8owka05agz1m41vko+PlHRiLDWrP1BQhvimZafaYGHEDzOZC1+Qs6ldLHmOPbQZt3WCc5vkophM8UrGrIsdFyPwkAx70f0Fpp+Z+nCN8VFipq9vPs7dgTE94N+fS2Nig42UdCsMYtnHz0+Cbfx8/eoeuCBRN1NeIG5i9JppPU0ckD6yDLBZ8eQG5X+ZoPK5kQYv3F5/9/Tg7HlMREASPDOJf4id0dIj6ujpeyaO+tq7CKD1+rBdb1NfW1Tlfg9BhIQLLAsReGyNzQ2Z6rHUIHR6iMdxoExP6ruwjcmyE4fcP03FKB9KVVB6sEH9bnPhr4ox/cXz7oZSZu56OjoGBtCT+ZX6MpEH21iz2JhtrX4vw4WEmvzZJ9oeKDJD9cZbURSnCB4epra8xfuW48sXzLqEDQgQOChDcP4gIC0p/LGGmTEIHhxQH9hhFUi/eU1RMIW/Gv+bgFX5dIHx0mOhLo2gxjY1v3QgGVP6mkNe+S/rwLfex9hVrFXm+WYMDAaW7SyrI29LUmfn5e3KZupa+UetefWo8hF8QeVkEZ9BR7Jy7FNKduzlH4IAAkZdGaAw3GLl8RAFe4nlcmC1xbh0aaxs01jdInZvCOsBi+MPDajNv3k/sDTGi/xGl8NuCQm09JTnZGGlQurukno0P7EGb3C054q+LEz40zMQ3J8jdlHt2FtHbxvGt9a+p02QkDJJnJpEZiecqoNIreuR/lSd8TJjIMRG8ksfQe4bUInSh49QO3E0uvsU+RaJpfa0l6P5IN27Bpb5mWsZVD+qEXhTC2t/Ct8RH/Zk6+VvzuHWXxKsT+Jf5dyDwJdSZJveLHJXHKoqQqyli8OS3J/GKXpvIbK2wKD9UVipiKAK6bujU1tYo3l1EBAShQ0P4l/uV5WoiwPnbth2jSrwjgX+hHyftYMZNasM1cjfn8AoeHSd34Ovz4RQdsj9Rm0LwcEWtqjxYad9D9idZrJUW4WNVeT3N0hTd69tpjF6D6AlRjISBV/dIX59WC3cPpe91vrcTf4+f6roqmesyaFGN8FFhfAt8YIGmaTgFp51nGz1JxRvtcZv8/8k/f30y1bkt9voYtadr1J5QQXmj2yD+alWHNPPjjAqzbGes9YRO/PQ4vj4fhT8UKN1dwuwzifxnRBH8dTA6DCoPVSjcueNQSvxtcbI3ZGelbCXOTmAttaiur07nJ89o4WPCVB6edjWjp0Tx9fpwJh1yt6pNIXZqTM3TuoNmKMWDmXzcLZt/Xz/BQ4LtAlxe0aP4+yL2iI11sEXo8ND2s1JatSQbgw0KdxfQgzq+pE+db5oZ3P59/KQuSDFw3YCiyzVb96XdBA8PEjwwSPwtcRJvTahyfjcMkHxrkuBBQawDLMwlZjtQK/xi+n9TtK+bC036r+rHv18TjdQUSJB4e4LggUHCLw3TfYlCt+JnxEm8K6EG8T+jLPzKQrSwRuxNMXou7cG/zI/ZY6owjQbxN8Xp+WCPcsv7Tfo/049/hX/POpM272Ph1xYSOjSE5tfoOKWDxDkJEND7qV5ir4wpHdeQUH0zoesDXXR/SGVKdLy2g96P9yp92F3dL59amPEz4yy7cVmbi2odZNHz3z0EDwwSOiRE/1X9+AZ8s45RwhRtZT3/Cj8Lv75QxaaDGqmLU0SOj+Bb5GPB1QsIHBhQcyWwg6pwzZeW/GwJA9cMTF+OCBZ8dQGxV8VUJsqpcTrf29n+Gz2ms/x3y1l6y1J8C9V9dl7QSdcFXYRWhYi/KU7fVX3KBTfAv9yPtb+FETdY9r1l094O0zVV2pvsuZ30X9WP5tfQQ6pYkxbViJ4Ype+qPoKHBzH7zO3XSpFItKAqfVZ7soYW1Oi9opfAwgBj2TEmvzRJ+ZQyyXOSDH1gqP13vZf28nD04fau0vWeLjI3ZnBzLps+sIn6E/XZ3zNXnEpA+ltp0maawL4Bhv97GHuD8tk7z+5k/Evj5H6UgwCsGl3F+GfHqT1dY9FHFpFelabycEUFiR3l0mZvzTL8/tm1UqQjyf46y/DF6vp+q/dTmQjP1Hd9IaPniHyW7i+1jw2JsxKkLkqR+a462+gpHWt/i9ozNRUm0lVO4thVY+R+mmPFH1dg7Wsx+XXl7ewyz0BXiHzy/CTBw4JU11TbwGDgkACho0KsfqGqD/KCh19A9hdZdRZuIvZtYoKrWGDBQ4I8uVIVPlrykyWEXhYie0NWlQhZ5EMP6GRvyVK4vbDD8Sv+vkjw4OC0K2ura6W7S7g5l8TZCXo+3MPU16bQE7pCgS2N8p/L7QXec0kPo1eOkr42TfBFQZbdsozRK0fJ/TxH7ufKivZ/vp9n3vDM9PfAVqp8XsVD+AWB/QK4ZZeJL05gD9p0vbcLr+QxeMEgXRd2bUcJQVOHZLPPpPvCburr6wgpSN+UJvLyCEZQZZMYPQZGp4Ee19UB31MiznpCVyGPDq0tgOyVPFb8dgVezaO+rs7aV67ddsEd2dyRFiugILA0oNKLHGgMNRQn0ScwF5g0NjfaiGDu9zlip8dwxh2lfm4IvJJH8rQk4SPCaAGNofcPqQfqQPz0ONEjo3iux/iXxlXMTLDHkRGyP8wSOCjA8l8up7G5wfpT14OAjWdtVDuvpRF9ZZRF313E8IXDVFdXCR8fJvySMNKRNMYbuzaW2wRxEuckSL4lyYbTN+C/yY+eUq5b/pd5zC6TgzccTHW0qtzAyTlS2FxlcYp3FRnvH2e/p/dDaAI9oVN+sKwYYa9Zp2rhCEH3xd34VviY+vLUdm9v6popuj/YPR2Cqknyv8wrsfE/7INsSNaeshZhCRZ+dSG1p2uMfWaM7ku725b56Rc/zZIfLaHvkj5qkzXWvW6dih033fgVd68gfWN6h6UxJ78+SfGuIkbSwLfUx+IbFjN47iD1dXX0Dp2F31yIMHZQAlAIAY4iDYRXhdHRGf7fYVU/UJshVuw1d4fmTqEFFYO/VbOkFRwXIcHIJ0co31dWRVGdHbhzznTssl3VDDATptKhbShB3habSLM0aukaE5+fYJ879sG3zIdbcdHCGsW/FNl80WaklDSGG+2zUfGuInpYV7VUvpVmj2stFYFDLBZ+cyEb3rKB+oa6UqpvniSK9xSRFaWUmDhDubtm0qTjuA7WnroW32Ifned2bjMovjPvU1gC/3I/y25bRmB5gMCyAKV7S9SfqDPxhQmVkmfCsp8vmyZNbHk/Ta3X9NfSlH5XUon9n1EMKOmqvNv8LQqriJ0RI7Bkx1kpraK9M1voiBC9H+9l7FNjlP+q8pO1sJKnTL49Sfz0ONYSS9FRz9xE31V9FP5QYOgXQ4ReEqLvY32se+M6ZEmy5OYlTF03Reb7mR16XUIX1DfUKd1TwlykmGx6h45X9Ii/Ms74N8YZv3p8x1kp9oQCbfzL/Uo7yNIwu008z5smBogZBACgtq5G/Kw43oRH+KVhamtryo8P6JgLleKB3q3j39dP8XfFuSeLnD77ziQgAFQeq2CttIidHsPoMaitb2YBOGCmTNyMy+C5gyy5eYkiK2gKlje6VfUm6xCL3M9y7crI616/joX/u5Duj3Yz+bVJ5YrtKaBQ8z4Grh0g/6s8ZkoRr+tr61T+UaHnoz14RY/CHQWCBwepPVFTBZ421Kk9U0O3FCrYWN+Yfka7ol/NjTP9jTTZG7JopsbyPyxn4osT1FfXMXoMYqfFqD1ao+u9XQx/aFjFKmdsPkbKUPOhCR5FToggq5LwsWHKfy0z9ZUprIMsej/RS+mBEvWn6ghDUH2qumMw6I1xFRU4MkT5gTJ6Uqf/c/1Un1TUxuhJURojDYq3F1n/+vXKE3lVlNQFKSa/NKnYciEVMjQXqkwmz2lWoUYSWB5g7LGxrcdXh46TOqitrrXR2tgbY0SOj5D5XgbfMh/1jXXcvItX9yjcU6D2WI3Y62LbyUppCnzpER2z2yR7a5b8LXm1mxxokftVjtojNXx9PoQpFHmgGerI3JhhwecX0PHKDmrP1Bi5eAQRUeBOx4kdBF8UJHxMGKlJSneWtgtS6CFdJdreW1a5iD4VSomcFFFyFX0+1v6nKgVuLjRxqy6Vv1QQlsA34KNwWwEtqCne4tFhwkeGCawIUPpjSbE5BJT+UKL8lzLxN8SxB22F2Gp71uIMHBQgckKE0ItChI8KI4Wk+Jsi1QerRF4eIXlWksZQg80Xb0aWJcU7i3Sc1EHn+Z3YozYjHx5RtLJdDQjJJo2y4hF4QYDKXys01jXwL/fTd0UfsdNjTH5pkvwv87M2wOgpUUIvClG8Uy3OwL4BUu9LEXtNjNpTNUYvH1XkknFV4brz7E4VU/xR5ll5PH1XqspsRspQc8LS8O/jJ3REiPARYUJHhNACmtIicpTbqwWUGHnhtwW8kkfu5zk6Xt9B5zsVcX/j2zaqRANPqRtUHqngTszmZwtL0PWeLpwpp62ZVHmggp7U6b6oG6PTYOwTY9QerVF7tIYW1ZT0z2HBHZSdn1FrxM27VP6h9GIjL40wcvUIRoehGPpZh8B+AdLXKn+798peRi9rqhMs9xM+IUz6W2nib1XpZl5NHYjrT9TJ3JjZppUSQUHXf3XhX6IqVU99ZwpnzKHrA13kf5GnsamB8Al6Lu9h9PJRwi8NowXVABvdBh2v7yBzXQbrAIvoq6KKE+wTuAWXqe9M4V/kJ/6muMrnFMriZ27IKOBpT1dD2JEbF9OIvT6GtZ9FfV2dzA8zbXBmTwgJVR6oTNM3txVKiel0vb9LsYseKJO9KavcwLOTKl2u6BJYFqBwR2GblM/na/OMnxUnelwU6UiGLxzevgK9DpETIoSPC+PmXPK/ylN/sg5a8/pLFU6wwxKAaOCMOhTuLFB9rEpjUwN7wsaIGCrzwVIBY2fSae8YXe/qwr+fCkkk3pYgeoIS1+r9SC/WwZYSSIroOyxN131xN8FDgkqmYoWfnktVRbH4q+J0vludoXyLfXSd3dWO67UyY/xL/fR/ol+FUk6NkTovhQgIVbKh00AIQcepHcTPiGOP2djjNnpQRw/oey4JQZ/xT5vjNW364ac+kCL2aiUWFX5ZmO4Pdc957trl9yxmTGId4m+JM/C5GaE3bcbrM94fOCDAwmsWYvaYSEcSe22M0MtCmF0mqfekCB+jwC4tqupfPivAalvjNtdrM++JbYx1M0sqcU6CyLERnEkHJ+/Qf1X/7HDcFnq3sdfFSL0vhR7UCewTUGJ0/QaR/4iQulAVqQ7sE9jOmdOTaHozoHpLlsCKAPHXxjF0A7tiIx2JPWyTviaNPWKrUuFNytLwh4bp+3QfU1+fInxMmM2XblbK7EWX9PfTlH5fQtpSMVa2cwaKviJK/td5MjepDHhzoXqgtU01kmcnyd+SV9XPmvxHr+K18we9qqdKxLlSqTncX2TicxNoQa0tAyE0Qfn+cps4PzMPb4+zmt5zeE2g1MNvyOCMOiTPS9Lxig60kLbDwP8uueemUHjnuzoxF5iU/1HeekHN8NKQ4Fvgw7/Yz+BVg9ibbQauGyBybER5NuOK+ierCnEt3PMscjnd5zimM+9pG38jzGaW1MkdlO8rk/l+BqPPYMUdKxh679DcusygFChdGP34KMHDgvR/oV+p7x0ZxEk7DL1viNRFqR0UMpKKE1l5tKI0SP9ZInx4mNBhIUWAT5ks+tYi9JhO+oY0o58YBRsy388gAoK+K/sY/sAwlb9W0Do0vLrHws8upD5Sxx6x2XjGxu0WDRo8f5Dey3tJnpOk+o8qI5eprBcjYZC+Pk3qgykKdxRmaYMKXZWNEz7RTveRDUnk6AhLb16KFtIYuWyE4p0qly58dJhlty1TAl8fG6Xwu8KeuTifIziT+3GO8LFhBr43gKxKxj47Np3KJJ9n6+lB6IUhei/vZeNZG9Ux46QohT8WphH7mUr/Asp/K5O5McPA9wbwyh7mApPS/SUagw2G3juEudRE09T5zFhgMPWVqec/BN1QcdnRj4/Sd2UfyXcmVQ5rbWtx6ZkLferaKVIfTLH8zuUqTh1SxY7cnIse01n0nUV4RW/7oZRWoN63wEfk6AiBhQHSt6rDtx7WcdIO418Yxx62aQzNIFYbkP1Jlp7391B+oAw+2sVoRq8epfznsqobsYNqXkbCIHNDhsZnGoRPCLPoe4tY89I1CrF9oELmBxkW37C4vSu2djJc5WYLs1kh2KdReaTC6MdHFXH+qVp7QlSfqDL+OSWAXV9d37sX5Uyv46QosdfFmPzWJJU/V1Swf3c2nwKKkuckCb8wjHyhZOzqMRUS2tJKSZWnOvmVSUp/LGEdbpF4ewJ7XIU60CB7XbbdT/8S/+4jiEioPVZj8F2D+AZ8dJ7TOe0Ky7ktdGN9g5GPjBBYGaDj1A4iRyuurpCC8FHhdqmTHSq+61GdwIoAXt2jMdFAD+vocR3P9dBiGsEXBWl0N+h4TQeF3xTUYnTA6DRml0QwFZHZOtjCsz2MuIG9yVZCXtuaYK+OIjRBbY3KQmlJWmqWRuCAALlbcgx/YJiBaxUtq/ZUjcTbEqQuSaEndWpP1lRxmaDSxi3fV569oVmqmE7p9yX+rZqpzpzCJzAeN4i/La4qKv/0eVB834brWP5rmbWnrEV6EvOrJoW7Ckrften6hV4awrfA12ZB+Zb4iL02hpSKDZT/TZ7cj3OYC0w6z+skdmpMVfUKiNkSm89na8YzO17dQeCQAM6kg57S2fCWDdOL04T4m+PUHq6109wix0cIvjiIbKjymhNfnKAx2MDJOJT/UsbsM0l9JLVjhpCRMogcF6F0f4nSuhIdJ3XgX+Ane1OW8r1lgquCBFYGMLtNKv+sTD+Tkkfxz8V2PQ8cyN+ZJ/ziMEaXgR7Wp3M3t3EGGr9ynJ6P95B4U4Lqo1VGLldubenPJar/qIIGlX9UKN6r4Pfcz3OIqCB5RhJnwmH4wmFkWVJ/pq7Opa1DfLO0QfXxKk7OaWd4/NsUT3Kh9EAJ62CLyEsiSkrmvpLSEkbuHiTanvZYivcVKf2pNF3TBqVT5V8+bQH1Dl1xTHtMivcUlYBzVVJfW2fyq5N0vqcT6wCLzI8yZG/K7p5xbuWq9hlEj40ipWTo3CHsTdPYhTAE1gss7MHpa3qXTuS4CLIuSV+fVgR6XWUSCUMoUNPbTpWxlu8vi5L8XXnsSVvxbKtKJmTss2Okr02302yEEFvnQ25ZsKVpSVtJ0+1iPDs4s7TLkntsvZjnqEomfKKtpzMLNZNzD+6/iyu79blgOl4tpdz9lESxxf/eHMiuO8dcmatitNE0II3ZJd63B0htBfTsrOv6tMJGSzOpVRgX0Sxm5MlpcKj1fjkHr7yVALBdJQQxfVYwegw0S0OLaUx9fYrAAQEFvHhAY9oN3iEa1iwJL5/LavDm6IDcPqK23fc/m+v/Lu25jvXzcUbb1rg/17ky12vec0Bdd+Z1l9niae7s929VzGjL92/jtR0uThEQRI6KKHfkT0USZyUIrgpO56vtKSXn5tv/301TaWktoyECgvrauqone0AAPagrnrehKKmNjQ0CKwNoUVWkqFW+vr62jn+FSraQtkQzNZycQ31NHf8yP3pMbydme0VV8NZcaOLr8ykLr9OuHmB0G/gX+9tVB6QjqT5Rxew0MReZbalX6UhqT9fQI7qSXGl6rcaz2eW8mkfpgRJOxqHjxA5V0r3hzk+I+bbHNGEJ+j/bj5EwcKsu/qV+hi8aJveTHH1X9hFYHsAtuOgdqnTC2CfHSH04RfjIsCrzENYo/KHAyCUjpN6fInx0GLfoYkQNCvcUGL5wmM7zO4meEMWreuhxnfLfy2x62yZib1QkF2fKUXH0UZu1J64lclKEviv6sDc3y87nHDactoHIiRG6L+rGqyihOiejytEHDwnSe3mvWuQG26fvSVcREaqPVSn+uUj8tDhmUgnhbvqvTWS/n523nPNtj7GcwYODKpzWrB9bW13DGXMIHhpE+MW05RyzaWxoEDgggNFhtCVUWxYysCKAHtPbBbmcnEP9mTr+5X6MhKEIOj4Nt+BSfayKudjE3z9tIb2GR/WfVcw+BXJ5Fa+dZFF5tIKRNPAv8qvkkmZ2V/XpKnpYx794Otl/+yljUiCkwJ6yVfm4lj8s5ufCvwNQ1Ba1agIRs9gsLQ2gVnVm5HRRHjn7eqt0x5avAdMVt0UT2GtmF20F9GwDENpuWuEW582Z0YKZrfKPua/XHq/NfX313Nfra+rUqW913d5oY2/cur6OPWLPZp21jstjznR8d+b1iqOSO2Y8gm27tRp4eFj7W/iX+vGllFyDZ3v//mDKv63/twWY0vJ83K0BlzYgt43qzO10vpmTQWzjb+RsRYBtgjliBvDiPMe+6XOATE00FQ1FktlyE9qGFZ4F/vyr3uFc3Fx3B9/r8SwWp1DwuyZUbZGpb0xR/XuV3k/2Ejws2C6OO9/2soUpYcFXFhA+Nkzt8Rob37IRUJpD9oRN7qYcRp9B3yf7GDxvsE3SllKlgQ1fOEz96TrJdyZJviOJk3XQg0r1Yqvdd6UAACAASURBVPSTo1T+XiHxjgSd7+pECMGmczZRe6KGdbDFwPcHlHSMAP+An3WvWUdjg4L7IydGCB8VZvRjKpspeGiQ+Jlxxj81jjP1LFepu53rLgxcP8CmszapddChqWJbR6vMEHQo3l1k7OOqXLy5yKTr3Upep2VhU5el6Hi5krI0YgaVBysMnjdI4p0Jus7twi26aAENe9Jmw6kbtnlPsdNjdJ6nxkf4Bc6kqhtbfbhK8vwkybOSyP/b3plHSVbWd//z3KW2W1t3V++z9EwzEJEBBgRcWN0AI8QlGD1GUTHGxKBJRGNcXmM07ibRV16NGheIS8RINJiIKIsBEVDZYQZmpqdnunt6ra6u7e73vn88VdXdw8wQI92BnOd7Tp+ZuVPdXcvzu7/9+3WPtpXS6l16Ex6L310k/9w8G6/cSP32OvaDNnpSV4f9qYSWx9j4hY3Eccz0B6Zp3tPkmP84RhrDCRlSo5JRQM/pFC8qgoDUSSm0rMbB/3OQ+i11NnxiA4ltCeq31il/vYzZZ+KXfcrfKGPvtOl+TTfFiyR36+znZtlw5QapyjUfMP3BaTRD9sqnPzIticGRrIkD7x7AHDTpf5+kEjE3mOSfn+9okfxGNyTg+AeOl6+p7bmdmNpNNRauXmDus3O4+1wKFxbk6+/W2fzFzfS8tmfVJk/h/ALumMvcZ+eY+/yc3P0EihcUcXY5zP3tHPNfml/uZBzBf2V2ZDC6DKY/Ms38l+YpX1PGecSh+7Ju8i/IM/+Feea+MHf0sFYIITc9mhF6XsdMmcReLLmCVN751POaSI9V/UmVxm0Nmnc3qd0op6siJ5Iqb8iQNHKiTo7pjXu4O100SyN/oTQY5x4H9xGX3HNzNO9odg5kYjRBHMdS/8aHwfcMYpQMnIckrWn27CzeAa/z+PSJaTZ9ZRM7T90JwOj3R/Fe6eHsdCQNzW8qvtT69qn3TzH8yeVVrtiVGy1oksIzsTHB2CXS24WLIfOfn6f/Xf2rznlYDim8sEDurBzOow7jfyC9sDfp0fPyHjLbM2iWxsOnPXzUpxRUAswhk42f2SgXLv5KyjOmjksRNSIq11TY/LXNRzFOTX5Iya1J8uflOfD2A3i7PYY+OkT2tCwLVy+oA/9UQisy3H3+bka+PcLAHw1g77XZd+m+TuFGCEkzqSW15QmxRkz+7DzH3nwsJODA5QeWCyk6UlJxBTVl1JBcxu31tNiNV1HYdAo9bZiQKCWwdliIhJBplCU6kZswV5QtI/7bnYHGbQ1ELJZzztZTSp+QZuCKAWI9XqbCiZHs7KF8fe3nPfaKMYwNhqROOSvLlm9sYfcLdjPxtglmPjODZmpoKY3j7z2eBzY/sJxDHiI7P/vxWcpXlRGmZOAbfP8gzi4H/6BPciTJ1mu3Ur2xevR9Tl3Xpaz7tYsce/2x5Mjx6KcepXpTFT2twtqnYr6ZPz/P/jftJ6pEGCWD7Qe2c3f6boweA29c8gw5DztSTS4GkRXMfX2OycsnSWxNsO1H2xh7zRjN26VsQuRHq4xP79YRiA7rgl7UJY/TyiLNijwsqkcIU7Dx7zcSi5jkxiTR5yP5s+1IbjsFv/nL96d9QjvsjNWJlCD7nCyNOxvsPGMnPZf1cMyPjuHh4x+WxrngEywF+LPLmj7Zs+Xjo2qEt98jMZwgRq4dNu9u4jfkY/W8ftRcOH1SGiKpiB37su3TDt8L5xYYe8MYS9cdRQJQCEEUye2R5NYkkx+YRPM1RJcgMZKQFVuFtbGjllJVHMaPezA7hMXxikppi/R71fVWKJe7IEfv23qxf2YjioLpT02DDtXrq2ROyzD4F4PEesz8V+Ylh1RWp3RJiWghIjGakMrfrTaAQJDcklyW9DPA/qVNZnuGgfcNyEmZ+225iN+aNzW6jU6u2TZekRTsfJYMa7fdug1zq4k75pL8rSTDfzMsqVUFNG5vHF746L+Avj/rI7M1Q/fruil/Ve4bd13aRc8bevAe9UiemJQaJy39mdIflsg9J0fpjSVmPjJDsBCQvzBP/zv7ad7WxNxgyt1fVxptz+t7CPYHRGbE3BfmlkPqBHS/qhv7HruzlZI5NUPpTSWq10m9IXevSzAb4O5yqdxSIbktydCHh46ildJ6A7SCRurYFMFkQBREdP9eN6mtKRa/t4hzr/OU59p5UhZuWvobK/U7jla4a1cjO99zuOstI69dXyP2YtLHpgkWA1md1MG+x0ZLaGRPySJygom3TnTCO3eXizAF/qTP5BWTHQYLIQTeuEfzjib+jI/QBc79Ds7DDvkz8+hFnX2v2Uc4F3ZuFJET4TzoSA7i1gEO5gKav2qiWZo06DttvAMecT3G6DHQizp6Ue88l1+LfK0VcRcuLlC/uY5ICxq3SiaGpWuXMIdN9LSO84jD7CekjKBmaRhdkgnQn/Fx97pEjYjaj2pEfoSe1uUe8EdmJEFci9zOKMobz/SHppd/vSHIPy8vqXAOSG4q+1c2/rgMYe09NlPvkORr7qMusdP6bOaDx1+2hhblx0FJRRIsBZiYkilB4YlHCKPfG0VHZ/7aecpfLXdIix9TFihq9L+9H2u7RRRH4EDtjhrzV85TurxE7vQcIi3QdI3G/Q2m3jNF6S0lEvkEE381sSxBH8ibQOV7lY7+R3sIIbE5QWZHBm/aw+g2GLlqhMn3TuJP+MR+jN6rdxTB4zCm8NICelFn/+X7ASkXsfjNRZyHZJ56KDu7P+V3tDVjL5Ys9i3MfHzmyDekX7cg9O6px9RUiGDu/87R/YZuyl8ud15zuBCiWRrWCRbNh5vL5NeAOWiS2JiQrUR9+bnovTqJjQkCf3WoE7vx6tcRy62p6g1VREZQfEER6/MWs5+dxd3pSk0bAYXnF47SSgll2OLv81m8ZhG9Wye3I8fS9Us0723KooHCEwsTRr45wsJVC8x/a5709rTU7wg5bEc6dmLqN9YpX1Om/LUykRdRel0JzdLo+t0uQidk9tOzzP6/WanVGUPXJV1see8WsqdnMYdMtv7L1uW8qEXvIhKi42n9Az7N+5t0v6abxDEJKt+vSB6iCPqu6KPvLX0MfmCQ/IWSxC17TpbSG0uyqAP0/3k/iU2J1cUgfbVna2vjdG4K2vL19vNZSTvz30oVWj8Lczn8NzebbLtpG5uv3Iw5IgfRtbzGpq9sIndujvrP66RPkWLPIiUY+tgQ6e1SsMvoMdjyrS0Qw/DHh8mcnKF+Vx37YZvNX928ymt3XlP7c/NiBt43QO/lvdRur1G9oUowFxB7MX3v7KP05hL1O+uPw4SgCUI3JKyGlF5fItuTZd/f7yNcDFfpWio8ccg9P8fUe6fw9nj0bejDOsViPprvkBcfapxtVTfrdAss2PvqvYTVkGAuIHtmltSWFPYem8k/n4QYxl45xnhyHASMfneU/W/ev5yaHLrKJGTRwr7PJvfCHIvXLnY0Qfqu6CN7bpbd5+8m9fQUwx8eJvZk/3To40P0/nEvmVMyjP/JOLWba8teLHysZ1s1xrfC8Rx2j/O/21E59GcJCGYD5j43h17QOx4wsiNmPz6Ld9AjqkSIoqDrpV0gJA9S5boKC1ctkL8gz/CLhhFpwcJXFnAecaTqWY/Bpk9vksMO7ff1kLpB39vlwP3el+yFBERl+ct7/7SX/HPzTLx9AmfMeRwmhDAmtS2F9nKNsdeOES6EeBMeW/95q7KitYAPO0/ayXF3Hke0FJHoSzB95fTR8ykNihcVKb21xNS7pzoiUftetU9WTk1B1yu72PKtLex77T6CqYDElgQjXx9h7NKxjuDxEUNCISuwelaXwsOtcNDsl2ptRr+B0WsgLKn4FS6GTL59kpGrRwimgw7Xz5MOmlT/dve4q8fsWowN2edk2fzFzbgHXMYvGye2Y/a8ZA9b/3UrQ38+hD0p21CxI6vberfOthu2kRxMct/QfUcNv7WChvUsi+NuOw49r3PwowdZ+MICel7HOsNiyz9vQc/rK4wz5rEMA63wIrklyTE/OIaoHFH+ThmtWzv8vKXCb26fUz4PbHgAvagz9MmhzuL4Y97vlpEktyUZePcAUx+YovnzZueQZc/J4uxx8B7x8Kd9RE5uS6RPTrPpi5s48CcHSB+XJrEpIVnWjzQ/GktvGkfyq/2YoBJg7WgdpJzeYWrUshqbvryJyvcrZM/MSomLv5/rUJY+adAeLU5oq3qQaJI0rPSmEvsv3y8jk9ZTH/3BKJXvVNj9md0Uf6fIyNUjPLzjYcySyeh1o4z/wTjO/c7jenw9rVO9pcrYy8fI7Miw6SubsO+SshBLP15i/DXjiFRbyOhQw2wdBqEJ4mZM7Rc1YjfGfdQl+6ws6aelO9MkCk8sBt4/IGXYj0nijrnMfHhGchx5YAwadF/azezHZjufldBaudRKpjdTzqp2D3fTvKNJ+sQ0zdubRJWI7td1M/nOSex7bU5cPJHKgxV23rDz8BNfbXEi5GDCymEDvahTvanK2MvGSGxJcMx1xxDVI3rf1oue1ylfVab8j2VOnD2R5l3NI2vi/E8hkooC+RfnSW5L0vWKLmY/OYuW1xh83yD+nE/q6SkKFxdo3t+k/NUytZtqWM+wEO8UJDclZZXWh41XbsSb8LCeY9H96m7CxRUVWxN63tCDfZfd2Y5p3NsgMZqg/x39mIMm9n02QVmupVnPtBh47wBotFopYnU/DCHXxUBOfNRvrVO/TZJ7Wada4EPlPyqqlbIGKL6iSOakDM27msx8aEYaXruN2GdQOL8gZzpXbkwAzbuackC8JU9f+2GN5HFJcufksB+wmfnQDLEfU/thDW+fhzAEYlhQv6VO42eNo36OQhNoKQ3nXqdDsamlNPx5H/tXtlQLN6HxswZRLSIsh7KnF8ol6Pot9WXO3CcD2qRivSbZs7J4kx6xF1O/WZKOCVNgDpuYQyZmySSsh9i/tKldXyN1Yorss7N4Ex6TfzbZyWdTJ6ZIDCZk6K/TkQEUSUH+/DzepCdJvgQ49zkQSO3a2IuZ/egs7m4Xd5dL7Mdkz8tiFI3WsvWKD8XZJT+AwvkFojCShR8fqX70kEPuvByZ7Rn2vXmfWrZea/wmAr5HMrZDRsn+171fK19/e79UX/F+tMngosPnoUc7yyJxCKGYwePLWK4kn2t/nof7vnYaGa7+8Z2N7LY7To4mKbywgBCCYCagcl0FEQsSGxNUrqugZ/TlmUOFJ/am3pJeX8UeuLLtYByGjc5YcRBX5lTGMsVpp08aHnLYovi/Nh5nHHKo2wc+aP1prPi7tnz4OkTf63EzCH/N64cJdY+aph5KHPd479uhhGDhUb7vMJVsA5bpE7WURvacLGE1JBZyEDpYCAjrIb2XSRmz2U/Nkj0ju7o3pbB2Jf9DizOH+/8jHZLHYd97zGE7GoKjHPiYZeM/ZJH5iWyHPN7No/DCQudmIPIC+w4bd69L7oU59Kwk7BIJgbvHxb7HJntWFmPAIHYkHYk/7dO4s4F1hoXZLwWUREoQTAfUf1bHeoaFOdy6nhQE8wH1m+ukT06TPDZJbEsalMiOqP6wSnJbkvQpaeKG/PmRG1G7qYY5bJLZkZHPRxOSo+u2OmavSfrEtKz36O2CUOtOraU1rGdackoklh+sltYk+e0/LZA+IY11jtQxVNVahSdVxJEQ9P6ZLEZFbkRyJMnEFRO4e11639JLcmtymeDr22Xse2y6XttF7swcwUIg1c9vqdG8u0nXq7vIniWdlF7UadzaoH5HncIlBUnw1Vwm+KrfXCf3vBylN5VWEXxVf1jFerbF4P8ZxJv0JJHXgmR0zzwzw8C7BojqywRfziMO6R1pBt4zIG9o5gqCrziK0TSN+u11arfWGHzHIHEcy3nK902SfU6Wvjf2Mfv5WZLHJ1n67hLz/zCvck6FJw3MIbOzEiYM6dmieoQ5aEqPGstoMKyFhIshRp/kY24TeUWNiGAhwCi1rrc6FpEdEcy1rme0ThoYORHBTCBnfwu6fLyQntuf8tHymiQEC+JODuxP+2iWht6ld3am4zDGn5UMfUa30VGL77RShBAE9YDKf1RwH3Rx97skNyXRLZ3C7xSInZjyd+U0f2pbikpcUafhKedeZK7YzkM7bPBhvMxcrreutdfAWnlue78TVjx+ReXziP9eL0QclkwLwD94+OsrybRWXZ87wvUj0KWElXBZznLlU6pGeNXHCkhFteiw4rqRH+HVvdU558o8wjrNkoK1diTD2qJG4dwC9bvq+NM+2fOymP0moat4a59SVcwQut/QTfHiImEjlJ7BiVcVjghbS9e6nEHtyGtEreJRGHcWltt5kdDkWGHbmNsSjPgs3wDWMkcnRjM0Zv5uhsZPG4+VS1hZjM1r0igOcyPRshpRI1qu6LavW5pkhQjlZI8whVz60CCsS43Q9uM0SyMOYinQxCG/4zDPRyRFZ1Kp89gYtIwmp69WfYaWTnJzkmAhIH1cmiiKZAM6r0nV52Pl/z+mMqjw5HaYujSs7LOyJDYlqP9nHXfRRUtrJDYn6LmohyiOWLphCfdRSUfS83s9GGkD54DD4r8syn5rBOZWk8LzCuhJnSiIqN9Rx+gySB+fRkendl+NKIrInpztGM9abzAJBIvXSmGtI53L1Akphj44xN6X7l3dZoqh8DsFii8tMv5H42DTaX/kL85TvKjI9Ien8cY8Bt47gPVsi9iO0ZIa9i6bicsnEKZg+GPDZM7IEC1FjL16jGAqOGoEYW406X9HP81fSCnLdrVb79IZ/OAg1jOt1a2UoCr1NhMjCfLn5hGhvINGdsTsZ2dJbU/JAWvBmt8RFZ5A79Ki34gaEUbRIL09zdirx9j8xc2YvSZapDF71SxhJaRwboHQC5l49wQbP7FRrk6dblH+dhmz36T4tKJcqwpDarfWCGYD/HGfyI3I78jT/GWTyImwtlsdBsc1s82Wl4s5CtdQyxA3fWkTqS2plgul42ByF+YY/OtBNENbXi6IIHteluEPDi97OKD+kzrebjkO2f2qblKjKWI7Zvhjw0ROxMF3H0Qraoz+2yi7Tt111MGO7ld103NpD87YslasOWDS88c9+FM+M38zI+dL2rmHkTMovrgoKRNa/ao4lBXb/IV5zH5zVe6h8BTxnO1pLz8iOZDEeqZF+oQ0uefmpCiVJqj/Z53IjsifnMc63WLpmiXiIJargs/Okd6extphkd6SRliCxq8aBLMBvb/fS/6CPI27Gvi2j1GQxRQ0eX6EJjp/X6svoYkjO4uWccx8dIawsULZW4fcC3Jkz8tS+W4Fb8IjrskbSe78HNaZFpV/q+COu518svrDKvP/MI/ICMx+U276tHLXYDaQ0YUL3qOPL1Rc+0kN+z4bTW/NC/hQ/L0i+fPzhPWQyI4OaaWYGuZGE/shu2OEIhJosYY5YOJNeso4n6qFoNZNOIol6VbkRIRLISIliBMxel6XRUEvIGgEJEeTnZt2FMnHhoWQKIpAQNSMqP20hpE1cA+6NO9rEr1S1iliP+4MJMSx7P2tmtD5H0DtJzV5k2qHjz06A385IJkZdjokR5MULymydN0SA385QFgNcfY4pI5PUXxZkYUvL8gc3YTSa0vExBgbDLgbGnc2GHzPIIWLCghDULm2sjqkPXSAA6moHswHUnK+PcOcEBhFg66XdUlVv0NfhNFloPfraJosGbfFVnVLl6tB7eEDlXM+5cLalVslK5cdRCQnweIwxkyYmF0m9gP2ak3UFSEikWSli+sxgRMQLobETVkgij1JWKWbOrqho5v6slTDodQpT9BXHK5gzjtSMbcRSd6rdiroxTJacKSigZbRSGyVSmG1myWVS+ZpGURCkNiQIA5jSm8tkTkxw+4X7WbuM3Ns/PRGAEpvLrHwTws8cvYj7P7t3fT+Ue/qYtBhhJljPya0Q/wFv2NLRsnA2emw+8W72f2i3Ye0UhYCJv9iksa9DXJn5EifnJYed95n9jOz2PfYJHoTZE7PKO/5VHKcrYqqltHQdZ1Yl6mKnpdMeSEhw58YZvF7i+z/5H70os7IN0fkXb1dLOzW0S0dXW9dS0L+xXl6X9mLV/ZY+OYCQpcHeeEbC6sk5Xvf0ovG2o17CsSqjZnDYeTrI6Q3pxn4wADT758makZMf0KSXBdeVqB/sJ+Ff1yAAGY+NYMQgsJFBfrf3s/iNYvgy98z+MFBIidCMzXJzQssfm2Rrt/vIn9hnjiIVxF8ibRg4H0D1H5Uo37zMjlZz5t7KF5YJPP0DPYvbBo/b1D9QZXEpgSbv7x5uZXSLgiJpKDvij7iIMboNZbDoay8HlZCElsTnekhhaeI52y1OSrXVPD2ecR+jPOgw8RfTEgPGMSYQyaV71Ro/rKJ0AV97+ijfmtdtk8QNO9uomd16nfIzQ1vn0e4FOLscmQIeL+Dv88nqAZUvluRTHbIHqm735VM709wa2Xlz2ve1TzqY+17bSbvn8Q72FF7Jq7HhITU/7O+qgUS12TEWL+1DjEdyYi5z84R2RGp30rhjrnMf04O4VS+V0Hr0kiflCaqRpL4a4WHdHe7j+mD+mM+c5+dI2yEBFXpzus/rUs93Ofm5HbMqq2USMbC3l6Prpd0EQUyv3DHXeY+N4fzkMPge2SZd/wt4yx+VW2lKPwvyMfjX+P6OmJVrOHP+Ox96V6cRxzpGXU5dVG7qUbPpT0c+4NjadzVoPHLhtJKUfhfElb8mtfX3ThbVbXEUILNV20m8qNO+d0YNCi9rkT6uDTVH1UJbUnu9XgJuIKCwhNhnO0B3PZuXygre3Eoy+BxPab8nTIHP3oQ6xQL6xRL0ZQoKKwxVvU5dU0nuTWJ86iDrsvxrHgxpv6rOumnpTn5xpOJibGx1cqYgsK6GGfLc3qzHuNvHMfZ65DckqT4vCLN+Sazn55FMzWmo2niOGbwbwaVkJGCwroYZ8t7ipSg59Ie9JyOucEkjEOSW5IMf2gY94ArjTgWmH2mrOQqKCisQ1gbxxh5g/wFeUkBeJxFSEhYC5n/6jzO/ZLRWhiCoa1DaIbiEFJQWJ+wFoG7z+WRsx+h57Ieope29BWzOn1/0kfUkFMRc1+ZI5gP5ECzgoLCmmGV+0tsTDBy1Yicrm+v+5iQ2JrA2m5R+UGF3Dk5cufkpBCpgoLCOuScyKVckRYdT9peOhWaoPFgg6XvL6EVNMkypjyngsI6eE6xvLnQUQ9rLVRH9YjmA01Sx6U44ZYTCCoBtdtqSgJQQWHdcs6WIZa/Xcbf79N8tEl6m9REce53qN1Yk1NEAwnST08vi6wqKCisfc4ZhRHWqRbFS4rgtSq4vQbF3y1i9prEfkz++XnMQVPuxikoKKyPceoFHes0CyNvYD3dksvWLZa1vlf1kT83j7vflbttikNIQWHtjbNNwhTMBxz40wPUfioZ1EQsOlQVlbsqjP/hOPaDtqRSVNvWCgprb5wdgq+CQekPSmg5TQ7Ct/Zm6rfLBduey3pIDCUgQm2lKCisS1jbJmIypZIYIVLISBN4+zwq/1LpUNvXb60T1SJVrVVQWGOsqtbGcUxYCYm8SLIbaGD0GFjPtgimA5yHpFhuh2JQQUFhbY2zo8+5FFK5voK/18fZ65AaTaFlNbov6cbAYG5gDqPHwBwy1T6ngsJ6GGc75xS6oOviLkKnxXYgJDViMB/gVl3MflNqbNgxqKhWQWEdwtp2AprUCBshUTMitSVFFEeElZCFaxYgBLPXxJ/z0Qu64hBSUFhjrGqlhPWQxW8sSr2LKJJahksh9i9scCVbgvUcC3NQqYwpKKyLcbbDWj2v0/WKLjRL62g46l061pkWIiOI3ZhwRnpWNfiuoLAeYW1bK0XX0Lt1SWgbS10NvUun9PoSUV3KAc59cQ69qKOZKulUUFhzz7nqgqFJcRsh2bSDmYDajTWEEJhZk5hYtVIUFNbNc7b6nP6sz8S7JnB3u+TOypE9I4vWJe136v1ThPWQ/AV58mfnqXxHbaUoKKy9cbagF3RGvjZCWA3lFgpSFjB7VpbkaBJv0iM5nJSctkorRUFh/cJagaB+S53GzxoY3YYUwBHyujfmMf+lefZfvh93n4uWUDmngsK6ec6gEjD98Wm6X9m9rBXRhMZ9DRAw+uVRYmKiMFITQgoK6+I5W4PvZr/JyNdGiPxIFoQMgT/vM3/VPNUbqkx+YBJnzFFaKQoK62acK7RSgvlgWTU4RipZh+Dt8whmA5ZuWMKb8FRYq6Cwnp5TaILkliTGgCEVjAUECwHpk9Ic80/HcMKVJxAuhTTub6g+p4LCuuScba2UCY89F+/Bn/Mx+026Lu4iuTWJVbHY9du78A/4lN5WIv/sPEv/tqTePQWFNTfOlvc0+gy2fmsraKCXdJl3ZgTZM7Ns+LsNhPWQzPYMwhTEoco5FRTWxzhb+aVf9rF/ZdP/1n65lTIfcuCtB2je20TLaARzASNfH0HPqK0UBYX1MU7AG/cYf/04PW/skdXYCPRenZGrR0CDuBYzf9U8WkpDzSAoKKwtVhWEkiNJRv91VA4ftK4TSWUx6jB39RyZMzJknpEhclSfU0Fh7T3nylbKYktBLG5VcGNBVIkoX1cmc2KG7OlZ4lCN7ykorKvnFJpAGLLYIzQBkdxSqd9bJygHWM+wpNx8pHhrFRTWxzhbnjNcDJn/8jz23Tb1e+qdSSAjb6AXdOIgXmZ6V45TQWEdwto2ktB7WS9RFGF2m9KjEpM8LoneoxPZESItELTIvxQUFNbYc7b/kdKI3Ah/r09qU0qGsAK8SY/yN8tM/fUU1R9XwVRhrYLCunjOdr4ZzAfM/O0M1jMswihEaAL3EZel65YoXFAgNZhi5msz6AVdtlMUFBTW1nN2tFJ6DAauGAB9WUXMKBkkR5J4BzyajzYx+0wSwwn1zikorEtYu7JamxFSRaxNNJ0SaDkNb8qjeX8TYQqpk6JSTgWFdTDOFX1O/6BPMBcQ+ZL+0t/v84SMxQAAAgFJREFUY99rkzsnR9+lfXiTHvZuW1FjKiish3F29DmXAmq31gjmApzdDgCJkQS5s3PU76oz+81ZMjsyWCdbxL5ynQoKa4lVWil6WnLUhkshRpchVa1TgvRJafwFH2/cI70jjZbVCH1Fj6mgsPZh7Qo07mjg7nRJDLSKPj7YD9gEBwPQoXlnk6gaKSYEBYX1DGsjN6Lx8wbOHkd6TU3gjrnUbqmRPTNL32v78A542LtsNEMZp4LCmhtnJ6zN6XS/olv2MFsSDeaASXJbkqUfL7Hw9QWq/14lttXgu4LC+oS1K1opWk4aZrt6q+U1Ci8okNmeIfFbCfQevcNlq6CgsNbG2W6lhDHBXEBQDojclpJYCLEfk3l6hjiIyb8oj3WapSQAFRTWGEZnb1NIjtryVWXccZfGfQ1yp+bwFj3m/3Eed69L8eIi3S/plqwIikNIQWGNjVNIz4kAs9+k53U9xFpMYlOCWIsxugx639xL854msRsT1aOOuJGCgsIae04hBLETU/1JlaV/X4IIokqEfp6OyAqchxyq11cJFgLQwDrNUtVaBYU1N842IgirIZuu3ESKFFNXT7F04xK5s3NUf1xl4IoB9G6dPS/eg/YuTc7XKigorBm0dtFVZASlV5UIyyEPv/xhIjcif2qeYDEgOZrE3eeyeM3iciVXaaUoKKwp/j/uBikLaKr7FwAAAABJRU5ErkJggg=="}}},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## I. Programme officiel\n|Contenus | Capacités attendues|\n|:-|:-:|\n|Indexation de tables| Importer une table depuis un fichier texte tabulé ou un fichier CSV.|\n|Recherche dans une table|Rechercher les lignes d’une table vérifiant des critères exprimés en logique propositionnelle.|\n|Tri d’une table|Trier une table suivant une colonne.|\n|Fusion de tables | Construire une nouvelle table en combinant les données de deux tables.|"},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## II. Données et informations\n\n### 1. Les données\n\nLes **données** sont des **ensembles de symboles** (mots, nombres, images, sons, ...) qui ont en général pour objectif de **représenter le monde réel** (objets, événements, ...).\n\nElles peuvent être **quantitatives** quand elles sont sous la forme de **nombres** (âge, poids taille, température, ...) ou **qualitatives** sinon (noms, prénom, adresse, ...)."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 2. Les informations\n\nUne **information** est une **donnée interprétée**, c'est-à-dire que c'est le **sens que l'on peut attribuer à une donnée brute** dans un contexte donné.\n\n**Exemple :**\n\nPrenons la donnée quantitative suivante : $2 81 12 92 01208680$.\nEn tant que donnée brute, c’est juste une série de chiffres mais si on précise que c’est un numéro de sécurité sociale (contexte), on peut en déduire que la personne à qui il appartient est une femme (2) née en 1981 (81) au mois de décembre (12) dans le département des Hauts de\nSeine (92)."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 3. Comment notre cerveau transforme les données en information 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"}}},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## III. Données structurées\n\n### 1. Vocabulaire\n\nPour **structurer les données**, on peut les décrire à l'aide de **descripteurs** (ou champs) compréhensibles par celui qui veut les interpréter. Tous les **objets** dont les données partagent les **mêmes descripteurs** forment une **collection**.\n"},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 2. Exemple\n\nPrenons le cas d’une médiathèque. Lors de son inscription, un abonné fournit des données (\"Tartempion\", \"Georges\", \"12 rue de la Soif - 75000 Paris\", 06 67 85 23 45, 27) qui seront associées à des descripteurs (Nom, Prénom, Adresse, Numéro de téléphone, Age) puis rangées dans une table, avec tous les autres abonnés qui ont tous les mêmes descripteurs."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"On crée ainsi une **collection d'abonnés** qui ressemble à ceci :\n\n|Numéro d'abonné | Nom| Prénom | Adresse |Numéro de téléphone |Age|\n|:-|:-:|:-:|:-:|:-:|:-:|\n|...|...|...|...|...|...|\n|27593758|Tartempion|Georges|12 rue de la Soif - 75000 Paris|06 67 85 23 45|27|\n|...|...|...|...|...|...|\n\nDans cette **table**, chaque **tête de colonne** est un **descripteur** et chaque **ligne** est un **objet** de la **collection**. Par exemple, *Georges* est la valeur du descripteur *Prénom* pour l'objet $27593758$.\n\nDe la même façon, la médiathèque constitue des collections de prêts, de livres, de jeux ou de films et regroupe le tout dans une **base de données**."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 3. Open et Big Data\n\nDe plus en plus de données sont **considérées d'utilité publique** et **mises à disposition de tous** sur internet sous forme de bases de données; on parle **d'Open Data** (voir data.gouv.fr par exemple).\n\nPar ailleurs, **internet et les objets connectés** produisent **d'immenses quantités de données** dont l'exploitation constitue un énorme enjeu économique pour aujourd'hui et le futur; on parle de **Big Data**."},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## IV. Formats de fichiers\n\nLes 3 principaux formats de fichier qui permettent de stocker des données structurées sont les formats CSV, XML et JSON.\n\n### 1. Le format CSV\n\n**CSV** signifie **Comma-Separated Values**, dans ce format de fichier les valeurs sont donc normalement **séparées par des virgules**. Cependant, il est aussi **possible d'utiliser d'autres séparateurs** comme le point virgule par exemple.\n\nExemple :\n![CSV.png](attachment:CSV.png)","attachments":{"CSV.png":{"image/png":"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"}}},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 2. Le format XML\n\n**XML** signifie **eXtensible Markup Language**, dans ce format de fichier les données sont **structurées par des balises**.\n\nExemple 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"}}},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 4. Le format JSON\n\n**JSON** signifie **JavaScript Objet Notation**, dans ce format les données sont représentées sous forme **d'objets JavaScript** qui se présentent comme une **liste de dictionnaires**.\n![JSON.png](attachment:JSON.png)","attachments":{"JSON.png":{"image/png":"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"}}},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 5. Application\n\nSur une feuille, écrire la représentation dans les 3 formats CSV, XML et JSON de la table suivante :\n\n|Nom | Prénom| Nombre de voix|\n|:-|:-:|:-:|\n|Dupond|Emile|514|\n|Dupont|Chloé|632|\n|Dupons|Camille|421|\n"},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## V. Importation d'une table en Python\n\n### 1. Lecture d'un fichier\nPour **ouvrir un fichier**, on utilise la fonction `open` avec l'argument `\"r\"` pour *read*, ce qui signifie qu'on souhaite **accéder aux données contenues dans le fichier sans les modifier**. Par exemple, ``file=open(\"exemple.csv\",\"r\")`` permet d'ouvir le fichier *exemple.csv* en **lecture seule** et d'associer son contenu à la variable `file`.\n\nEn réalité, à ce stade, c'est un peu comme si le fichier était un livre ouvert qu'on est prêt à lire mais en réalité, on a encore rien lu. Pour le **lire réellement**, il faut utiliser la méthode `.readline()` pour **lire une seule ligne** et placer le curseur au début de la ligne suivante (comme si on parcourait le livre avec son index) ou la méthode `.readlines()` pour **lire toutes les lignes** d'un seul coup.\n\nUne fois que les données sont lues, il faut **refermer le fichier** avec la méthode `.close()`."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 2. Exemple\n\nLe fichier *ident_pointVirgule.csv* est un fichier texte qui contient le texte suivant :\n\nnom;prenom;date_naissance;age\n\nDurand;Jean-Pierre;23/05/1985;35\n\nDupont;Christophe;15/12/1967;53\n\nTerta;Henry;12/06/1978;42\n\n**NB :** Le \";\" est souvent utilisé à la place de la \",\" en France car la \",\" est déjà utilisée comme séparateur décimal pour les nombres réels. On évite ainsi les confusions."},{"metadata":{"run_control":{"marked":true},"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 1 :\nfile=open(\"Files/ident_pointVirgule.csv\",\"r\") #on ouvre le fichier\nligne1=file.readline() # on lit la première ligne\nlignes=file.readlines() # on lit toutes les autres lignes\nfile.close() # on ferme le fichier\nprint(ligne1) # affichage de la première ligne\nprint(lignes) #affichage du reste","execution_count":3,"outputs":[{"output_type":"stream","text":"nom;prenom;date_naissance;age\n\n['Durand;Jean-Pierre;23/05/1985;35\\n', 'Dupont;Christophe;15/12/1967;53\\n', 'Terta;Henry;12/06/1978;42\\n']\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"#### Remarques :\n- `ligne1`est une **simple chaîne de caractères** qui contient toute la première ligne du fichier.\n- `lignes` par contre est une **liste de chaîne de caractères**, une pour chaque ligne du fichier.\n- Quand on utilise la méthode `.readlines()`, on remarque la présence à la fin de chaque ligne d'un `\\n`. Ce caractère spécial correspond à un **retour à la ligne**. On peut s'en débarasser avec la méthode `.rstrip()` qui supprime les caractères invisibles à la fin de la chaîne.\n\n**NB :** Le retour à la ligne est aussi présent avec la méthode `.readline()` mais l'instruction `print()` effectue directement le retour à la ligne au lieu de l'afficher. Et comme cette instruction effectue déjà un retour à la ligne en temps normal, cela explique qu'une ligne ait été sautée dans l'exemple précédent."},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 3. Conversion du fichier CSV en table\n\nQuand on lit un fichier CSV, on aimerait bien obtenir une **table**, c'est-à-dire une **liste de listes**.\nPour cela, il est nécessaire de découper chaque ligne en une liste de chaînes de caractères, ce que permet de faire la méthode `.split()`. En addition, la méthode `.rstrip()` permet de se débarasser des retours à la ligne.\n\nTout cela peut se faire très efficacement **en une seule ligne** en créant la table **par compréhension** comme dans l'exemple suivant."},{"metadata":{"run_control":{"marked":true},"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 2 :\nfile=open(\"Files/ident_pointVirgule.csv\",\"r\") #on ouvre le fichier\ntable=[ligne.rstrip().split(';') for ligne in file]\n#ligne parcourt file et à chaque nouvelle ligne on découpe avec split et on enlève le retour à la ligne avec rstrip\nfile.close() # on ferme le fichier\nprint(table) #on affiche le résultat","execution_count":4,"outputs":[{"output_type":"stream","text":"[['nom', 'prenom', 'date_naissance', 'age'], ['Durand', 'Jean-Pierre', '23/05/1985', '35'], ['Dupont', 'Christophe', '15/12/1967', '53'], ['Terta', 'Henry', '12/06/1978', '42']]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"Avec la méthode précedente, on remarque que notre **table ne comporte que des chaînes de caractères**. Or il pourrait être utile que la colonne *age* contienne plutôt des nombres afin de pouvoir faire des calculs ensuite. On dira alors que le descripteur *age* n'a pas le même **domaine de valeurs** que les autres descripteurs car leurs **valeurs possibles** ne sont pas les mêmes. \n\nPour cela, il est nécessaire de **décomposer la création de la table** afin de convertir (ici avec `int()`) les données au fur et à mesure qu'on remplit la table."},{"metadata":{"run_control":{"marked":true},"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 3 :\nfile=open(\"Files/ident_pointVirgule.csv\",\"r\") #on ouvre le fichier\ndescripteurs=file.readline().rstrip().split(';') # on lit la première ligne, on enlève le \\n, on découpe à chaque ; et on met le résultat dans descripteurs\nlignes=file.readlines() # on lit toutes les lignes\ntable=[] # on crée une table vide\nfor ligne in lignes : #on itère la variable ligne sur chaque élément de lignes\n liste=ligne.rstrip().split(';') #on crée la liste sans retour à la ligne\n liste[3]=int(liste[3]) # on convertit l'age en entier\n table.append(liste) #on ajoute la liste obtenue à table\nfile.close() # on ferme le fichier\nprint(descripteurs) # on affiche les descripteurs\nprint(table) #on affiche les données","execution_count":5,"outputs":[{"output_type":"stream","text":"['nom', 'prenom', 'date_naissance', 'age']\n[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Dupont', 'Christophe', '15/12/1967', 53], ['Terta', 'Henry', '12/06/1978', 42]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 4. L'instruction `with`\n\nOn peut aussi ouvrir un fichier avec l'instruction `with` qui a l'avantage de **fermer automatiquement le fichier, même en cas de plantage du programme**.\n\nComme les instructions `for`ou `if`, une ligne commencant par `with` finit par `:` et est donc suivi d'un bloc d'indentation. **Le fichier se ferme tout seul (pas besoin de `.close()`) à la fin de ce bloc d'indentation.**"},{"metadata":{"run_control":{"marked":true},"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 4 :\nwith open(\"Files/ident_pointVirgule.csv\",\"r\") as file : #on ouvre le fichier\n descripteurs=file.readline().rstrip().split(';') # on lit la première ligne, on enlève le \\n, on découpe à chaque ; et on met le résultat dans descripteurs\n lignes=file.readlines() # on lit toutes les lignes\n table=[] # on crée une table vide\n for ligne in lignes : #on itère la variable ligne sur chaque élément de lignes\n liste=ligne.rstrip().split(';') #on crée la liste sans retour à la ligne\n liste[3]=int(liste[3]) # on convertit l'age en entier\n table.append(liste) #on ajoute la liste obtenue à la table\nprint(descripteurs) # on affiche les descripteurs\nprint(table) #on affiche les données","execution_count":6,"outputs":[{"output_type":"stream","text":"['nom', 'prenom', 'date_naissance', 'age']\n[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Dupont', 'Christophe', '15/12/1967', 53], ['Terta', 'Henry', '12/06/1978', 42]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"subslide"}},"cell_type":"markdown","source":"### 5. La bibliothèque `csv`\n\nIl existe en Python une blibliothèque `csv` qui permet de **faciliter la manipulation de ce format de fichiers**.\nLa methode `.reader()` de cette bibliothèque permet notamment de réaliser facilement le découpage des lignes et la suppression des retours à la ligne sans avoir besoin des méthodes `.rstrip()` et `.split`."},{"metadata":{"run_control":{"marked":true},"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 5 :\nimport csv\nwith open(\"Files/ident_pointVirgule.csv\",\"r\") as file : #on ouvre le fichier\n lignes=csv.reader(file,delimiter=\";\") # on lit toutes les lignes\n table=[] # on crée une table vide\n for ligne in lignes : #on itère la variable ligne sur chaque élément de lignes\n table.append(ligne) #on ajoute la ligne à la table\ndescripteurs=table.pop(0) # on met la première ligne dans descripteurs et on l'enlève de table (sinon on aura une erreur de conversion ensuite)\nfor ligne in table : #on parcourt les lignes\n ligne[3]=int(ligne[3]) # on convertit l'age en entier\nprint(descripteurs) # on affiche les descripteurs\nprint(table) #on affiche les données","execution_count":18,"outputs":[{"output_type":"stream","text":"['nom', 'prenom', 'date_naissance', 'age']\n[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Dupont', 'Christophe', '15/12/1967', 53], ['Terta', 'Henry', '12/06/1978', 42]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## VI. Recherche dans une table\n\nL'objectif d'une recherche dans une table est de **trouver et d'obtenir la valeur précise d'un objet** pour un ou plusieurs descripteurs. On parle de **requête**.\n\nPar exemple, considérons la requête suivante : \"Quels sont les noms des personnes agées de plus de 40 ans ?\""},{"metadata":{"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 6 :\n#Grâce aux exemples précédent table contient déjà nos données, il n'est donc pas utile de lire le fichier à nouveau\nreponse=[]\nfor ligne in table :\n if ligne[3] > 40 : reponse.append(ligne[0])\nprint(reponse)","execution_count":19,"outputs":[{"output_type":"stream","text":"['Dupont', 'Terta']\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## VII. Tri d'une table\n\nL'objectif d'un tri est de **ranger les objets** (lignes de la table) **selon l'ordre d'un de ses decripteurs** (d'une de ses colonnes). Pour cela, on peut utiliser la fonction `sorted()` pour **créer une nouvelle table triée** ou la méthode `.sort()` qui **tri la table sur place en la modifiant**.\n\nPar exemple, trions notre table selon l'age des personnes :"},{"metadata":{"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"#Exemple 7 :\n# Table contient toujours les données\ntable_triee=sorted(table,key= lambda ligne : ligne[3])\n#ici la clé de tri est une fonction qui, à chaque ligne associe son 4ème élément, on trie donc sur la colonne 3\ntable.sort(key= lambda ligne : ligne[3])\n#fait la même chose mais le tri se fait sur place, c'est-à-dire que table est directement modifiée\nprint(table)\nprint(table_triee)","execution_count":20,"outputs":[{"output_type":"stream","text":"[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Terta', 'Henry', '12/06/1978', 42], ['Dupont', 'Christophe', '15/12/1967', 53]]\n[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Terta', 'Henry', '12/06/1978', 42], ['Dupont', 'Christophe', '15/12/1967', 53]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## VII. Fusion de tables\n\n**Fusionner deux tables** signifie les **assembler pour en faire une seule**. Il faut pour cela que les **domaines de valeurs** de leurs descripteurs communs soient **identiques**.\n\nIl y a essentiellement 2 cas de figures :\n- Les deux tables ont les **mêmes descripteurs mais des objets différents**. Il suffit alors d'ajouter les objets supplémentaires de la deuxième table à la première (on ajoute des lignes), on parle de **concaténation**. Mais il faut tout de même faire attention à de qu'il n'y ait pas de doublons (objets identiques dans les deux tables).\n- Les deux tables ont les **mêmes objets mais des descripteurs différents**. Il faut alors ajouter les descripteurs de la deuxième table à la première, on parle de **jointure**."},{"metadata":{"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"# Exemple 8 :\n#table2 contient juste des personnes supplémentaire par rapport à la précédente\ntable2=[['Lafont', 'Robert', '27/12/1965', 55], ['Tristan', 'Pierre', '2/09/1998', 22], ['Dupuis', 'Alexandre', '15/12/2007', 13]]\ntable_fusion = table+table2 #l'opérateur + permet de concaténer des listes\nprint(table_fusion)\n#table3 contient les mêmes personnes mais avec un descripteur supplémentaire qui est leur département de naissance\ntable3=[['Durand', 'Jean-Pierre', 6], ['Terta', 'Henry', 23], ['Dupont', 'Christophe', 42], ['Lafont', 'Robert', 15], ['Tristan', 'Pierre', 78], ['Dupuis', 'Alexandre', 95]]\nfor ligne1 in table_fusion : #ligne1 parcourt les lignes de table_fusion\n for ligne2 in table3 : #ligne2 parcourt les lignes de table3\n if ligne1[0]==ligne2[0] and ligne1[1]==ligne2[1] : #on vérifie que le nom et le prénom sont les mêmes dans les 2 tables\n for i in range(2,len(ligne2)): #on fait démarrer i à 2 car les 2 première colonnes sont déjà dans table_fusion\n ligne1.append(ligne2[i]) #on ajoute les nouvelles colonnes pour cette ligne de table_fusion\nprint(table_fusion)","execution_count":21,"outputs":[{"output_type":"stream","text":"[['Durand', 'Jean-Pierre', '23/05/1985', 35], ['Terta', 'Henry', '12/06/1978', 42], ['Dupont', 'Christophe', '15/12/1967', 53], ['Lafont', 'Robert', '27/12/1965', 55], ['Tristan', 'Pierre', '2/09/1998', 22], ['Dupuis', 'Alexandre', '15/12/2007', 13]]\n[['Durand', 'Jean-Pierre', '23/05/1985', 35, 6], ['Terta', 'Henry', '12/06/1978', 42, 23], ['Dupont', 'Christophe', '15/12/1967', 53, 42], ['Lafont', 'Robert', '27/12/1965', 55, 15], ['Tristan', 'Pierre', '2/09/1998', 22, 78], ['Dupuis', 'Alexandre', '15/12/2007', 13, 95]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"## VII. Recherche et suppression des doublons\n\nLorsque l'on fusionne des tables, il n'est pas rare que des **objets se retrouvent présent en deux exemplaires**, on parle de **doublons**.\n\nSuivant les cas, on pourra considérer qu'il suffit que la valeur d'un seul descripteur soit identique pour deux objets pour que ce soient des doublons ou au contraire que toutes les valeurs de tous les descripteurs doivent être identiques (ou même seulement certains d'entre eux)."},{"metadata":{"trusted":true,"slideshow":{"slide_type":"subslide"}},"cell_type":"code","source":"# Exemple 9 :\ntable_fusion = table_fusion+[['Lafont', 'Robert', '27/12/1965', 55]] #on ajoute un doublon\nprint(table_fusion)\n#on construit une nouvelle table sans doublon (supprimer le doublon \"sur place\" est plus compliqué)\ntable_sans_doublon=[]\nfor ligne in table_fusion : #ligne parcourt les lignes de table_fusion\n doublon = False # ce booléne passera à vrai si un doublon est trouvé\n for i in range(len(table_sans_doublon)) : #i permet de parcourir les lignes déjà existantes de table_sans_doublon\n if ligne[0] == table_sans_doublon[i][0] : doublon = True #on vérifie si le nom de cette ligne existe déjà dans table_sans_doublon\n if not(doublon) : table_sans_doublon.append(ligne) # si aucun doublon n'a été trouvé pour cette ligne, on l'ajoute à table_sans_doublon\nprint(table_sans_doublon)","execution_count":22,"outputs":[{"output_type":"stream","text":"[['Durand', 'Jean-Pierre', '23/05/1985', 35, 6], ['Terta', 'Henry', '12/06/1978', 42, 23], ['Dupont', 'Christophe', '15/12/1967', 53, 42], ['Lafont', 'Robert', '27/12/1965', 55, 15], ['Tristan', 'Pierre', '2/09/1998', 22, 78], ['Dupuis', 'Alexandre', '15/12/2007', 13, 95], ['Lafont', 'Robert', '27/12/1965', 55]]\n[['Durand', 'Jean-Pierre', '23/05/1985', 35, 6], ['Terta', 'Henry', '12/06/1978', 42, 23], ['Dupont', 'Christophe', '15/12/1967', 53, 42], ['Lafont', 'Robert', '27/12/1965', 55, 15], ['Tristan', 'Pierre', '2/09/1998', 22, 78], ['Dupuis', 'Alexandre', '15/12/2007', 13, 95]]\n","name":"stdout"}]},{"metadata":{"slideshow":{"slide_type":"slide"}},"cell_type":"markdown","source":"Il ne nous reste plus qu'à mettre tout ça en application avec de \"vraies\" données."}],"metadata":{"celltoolbar":"none","kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.7.8","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":4}