Files
2020-08-23 19:35:43 +02:00

130 lines
42 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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b//mnfp+HkG54f+nzwqvUTc5I8nzHVW7XGGyMe9HD+KzlDU025tQef02HteeB\nH9wDvPI3KwndecPNTBMCslaZHjkAWYmzcDJMp76Vr1HlmEue6cm7eJ+v/6VSvy325Y/FsWqeSedk\nVE+6A0oGwJFjY2rPIQS0+hTwwn3AP/joaI0MYFYuCbBFVwJrQkBR4rOOBgBw82hVBsDkbfTXgac/\nAVzzc8COK0Z/F4ZH3HCkn1WEgKLkAHTeWXUBWruoanFUANXkom1S8/gf8djskcraxPaOEQd07cpC\nQNYcK+R/dSsI3TVkOaLZvfx/1YVfqteQcYz11OWnAt1V4NlPAdf/4qiapvw/mMZMWmnmsnZCFmbU\nGBEZPzq7+fiFcMxFATz1cd7ekV8Z/7uJYwmwRQ2AJgQUQwGoCNuXkc1Dbk5MTsuk5otfAtbPADf+\n8vjfhzX9HiGgKAk6RbusD4BNtusSNpNNTvG7zeT8/mf51ryiYkqgPc+vrVqRHGOtiTbMqBgz2U3U\nJ6Sh4hgzHF968i94WeWNlZuZlQKIEAJydTKkDkIL6FwWaAAcKs2+/yfAoZ8Cdlaq400qMwG2qAGQ\nKQCLbWPLkFVbGBN0G0VZWknmzXlUHLQ9FcCZbwMg4PIfmXytPa9XANIqIMftjWXemW5lq+rmPetQ\n1aK6hk1Io7cGnHsYuPzHJl8zHTWoWggGBOYADByT3bx9qlqUKtMwZme/zf/P/bdLPk8WCkBSaRbs\nZGhupHVxjFr8xzRe62f5orkrZBwrFIBJddWIbWQAPL0zWQhIZwBCvbOgybnE64zFDpFltHdY5ABC\nq4AqB+iIa7h4Z0AkBWARAjr3EFch+45OvtY2JDWjLATzLDSoOgg+HPN2MpaAva+b/DyRReI8MMw4\n6HGFEqoAgHQqU1T/SDk2X5wtbVBdNWKLGoAGq4BqMQCW8cazS3KiARYKILAKiLEi0e2SoKt7choM\n5pkl/rhfMTkBtUcbqwqo1QFapVoMm0IDFcfWHZKaPmFGNuA3NB3HlOE+puZYyNocwD0HAMThmI3K\nPFtwbN8bJl+zOdC+ZmxRAxBLAdB46ZdxckpWWMYwADbLzi+eBNZOaianjQIIqNCQbZ5nukbTCuDs\nEl+Ms0Oyc4mtAgipAlIlNHXXqF1lasZs9Qm+f46OYyqDOTymVcKxkLU5QINOhiXHdt00+o7KaFsk\nzmvGFjcAgQqgPT9eVuejADqX8Udr70yxTF9cXwUhNWXeLGBX1hiiAGSKyXQN2bYXwKiu3SY2Kku8\nA7Da20YoJlnppE0OoJrvcc0zqdZN6K7RpJOhU0yAnmOqm6hLnknFMZ2TYeKYVbsalWni2Jkl/XgB\nWQFER6zdQCfqjQ1fmLS6os3x6UiCAAAgAElEQVRj8lEqNDRkO7vEb0h7b5O/rvPOBn0u70Pis7KS\nRsDvpjC7l79m4xkNV8Y6hoC654GVR/XeLKAPAcnGq9wnE1SrWgG3KqDOIgByW9nqEwI6u8T7u/gq\n+etajknmJOCoMlVOhifHNs7ZORlKjhlCQJdeAi5+359jCbBFDYCQ56XYqk8ZqMo7c5HngLvc9JHn\nZx/g5/+Wdz0sQxufleRMALfJKUtomq4hS6QCbh6trzw/9xA3er7e2WBjPPwDeKpMxxCQzEGgFjDr\nUNYodTIsObb39eM5izKsbsQB+03JCjNM19BxjPXttoT2TQIPVfmb5K9nBVATRDx7LHxTfHlBk9Pg\nJQ02MLYlgYBryVn1GjYhoIvPAbtuVL/entd4Zyp57hMCqiboNJ64bFsDwK10VnUN0942F4odzFVj\n1jIlgSWVND55pomEpgXHpE7GPreVrdrV5grYcEyVZ1LeRH0UgA/HKu16cczRybh4gj+qxsyUZ0qA\nLWoAJPKcioOkQxTAsPZX8aXrFEC35iqg7vJoGwUZdCV6Onkuzq01QRmf1cTidfIcCJucbVMIqNgL\nXjVmpr1tYoSApE6GwROvTWUKB8kwZiaOqSrNVByLkWfSGfs6OWYKAZk4Zqo0S4AtagAUk8Q1pFEl\nGmD2NpoKAW0sjy/Nr8JKAUjkefl1HVTyvDWr3siuzslpUgCmyWmjACZCQOIYTYc8UzSVGYljKmPN\nGD/xy8QxowIICTOq8kweKjOKATCEgDaWucNYPougjKwAaoKspBFw9DYkkxMwexu1GgAFyRkDeisB\nCkAjzwG7Caoq0dPdWFTVFS6TU1xDmqAzGABqq3MmRgUgi8U7HqMpVZliI7uaOaYMM2pOImN9C455\nhBlZL0xl1q0AZLuBmtoFOMdmFtUb9GUFUBNk8hxwjzdW47MAtNvm6iZnlEU6qsl5nk8g7eTUKQCN\nPAfsbmjKEJCm78YksMWY+S4E21jm1TOqyWlUAN3JfgPuC5smbmaGjezqDgGpxsykmABDElgTZgTs\nxkwbZlRsZGdyMmzmpazkV7RrCgHpFJPN/kk1Y4saAMUkcY03KhWARwhosK5fiau7hun0ITE5tfLc\nRgEEVLUoE3Savqtu3p09sC5r1MVndQnNrkEx2SiAaggIcFcAMifDO8xosXZi0OeevOs6gO4KfwxW\nAKowYwjHQpwMS45JHUrDOgBTzsRmB9WasYUNgCwE5LD7njIHYEhqqio0AH+ymc4f3XDwzmQ3CN0i\nHcBuzJQ5AM2NRRm/dyhrlJX8imuGJM1NZygonQwHjmmdDA+Osf7ozGAVmErtGThm5WR4LgQD7Mas\nZ+CYbF6q2p3ZzcNtQQbAEAISKlOFrABqgjIEFGFy6m4sssO2AXtvgw0UFUyGBJ2tPAdTeOKqm4LF\nQTICISGgkJCGmJzVUE6oPBeeqa6qRRoCcnEyFHmmtsaz1CkAwDxmuqR5+fUqXJwMabuqEJCLk6HK\nM3lwjMidY1XYcCxEZSbAFjUAMbwzxeTUfenGyWmIN8pOLxJtiuvLYGUANGRTynMX70wxOXU3FpMB\nsI3P+nhnpslJLWjPUFCFgGw5xlj8MCNg5phu6wzArABMHBtsGCq+AjjWX+Ne+0SoMoBjtnkmVQgo\nhsrMIaDIUE5OhxN4ZFsbA+YEncwr3Hktf7zwrL5NXUITsIjPauSmruJAqQAcYpRDBVA59tInBATw\nMbtoGC9xDZ/JaZLnALQ7qKpUpi3HBhsAmDvHZKt4AXeOybbOACxUpgXHZPH8GBzThWXLbYy1a+CY\nabzENbycDEPZbKvDHY2sACIjVJ4P+sU1IiXodh0GQMD544Z2A70zUxIYqE8BDDfPq1BKV12im5y7\njvDxMiY1FWNu2qrX5J0B0O6gGppnUiU0ATPHZNzefYQ/BnMssNAAUDgZkTimSpoDBgMg+a4Ex0zQ\nOhma0myjyqQiLJ0VQFwoQ0CW3pkqng1YJOgki3Ta8/w4uPNP6dtVLVoxTU6b+KxObioTdI4KQOed\nSdcBiE22JGO260Z+U1h73tDuuvzzOu/MZnICBgVQI8dUfWcM0o3cAJ4E7izyA8h1EN65q5OxsQyA\n1IuaAP3NvE6O6cKM/fXJM5QFdt0IrJ/i5xxr21WMuVapXeKvmTg2YzhEp2ZsXQMQEp/VTU6fdQCA\nnbdhTNBpFIBuxSFgmJyGJLC1AlAkzcttjLUrKngU3hlgN2au3ln/Iq+Y0XmzgH5lq+wMZfGZUI4p\nDYDYU1+meCiMYzbrADqL8hvp8BpNccwQAlLNSRfV5KoybRQTwMfMpsiiJmxRA6AKARkORRFQbW0M\n+CXoAO5tmBSAMkHX1p8/alpxCHiGgFzis5qkebmNarvUxsQCG2C0gZaNalJ5Z6p4to1iAvRrJ/qK\nEJCtpFdtawCojZcuZAbYcSwkzGjjzQKOIaDiMzbzUskxQ5hRN15AAMc0zqBN0hzQq8wE2KIGQKMA\nbAa7W9RSyzxqlXem2lNfYNcRHs4QE1/Vb0BuvHShJ9M+QIAhCRyjRvu8erwAd+9s4Xpu9LwVQEe9\nB5HL5NQtbJK1ayvpez4cMxmAI8CFZ+T/s4DKybBRmTbeLOAYAio+YzMvfTkmm0+Am8qUXSOWk5EV\nQGTo4rM2g627QahW/+lu3kDJ23ha3a5ugpu8DRuiAY7y3KFOWXWDMIWAVDez9iyv0gjxzgD5d2Vt\nADQ3c1UIyFbS624QpLixDPc9kuQ8AM6xwQaw9gN1u75J4I1QBWDgmO28lM5Jw0IwWV4O4IsNZ/da\n5E081gFsJwVARG8nomNE9CQRfUTy+hwRfaZ4/X4iOhyjXSVMVUCmyhKtAVB86TbeGaD3NrQGwEA2\nG6IBnhUaFgRV3SBMISDVeAH2MW3VeAFywyPKZm1Uk+p/V4WAdFsij/XB4GTItmU2ccwmpj1QGBEi\nnizVlRqbOGalABQcsx0zrZNRJ8dkhQaFUya7n9iUzQLTrwCIqA3gYwDeAeBWAO8lolsrb/sAgJcZ\nYzcB+PcAfi+0XS10ISAAxn1HNjQJHG95bhFvNBkAXY12kAJQeYViL6AA70wXWjBOTsuYtipBp2o3\nhgLQLTZ0UZkqjrlsayDQNMd0K1tNIaAYCsCLY0fC8kwALyiQ9RWwdDKm2AAAuB3Ak4yx44yxDQCf\nBnBH5T13APhE8fxPAbyNSJexDIQuBASYB9zknUk9DUV5ncDcfu4NaL0zzTV0IaDgHIBCnhPpveAy\nlJNT452pFjUJ7DrCz1Xtava3UV2jrWnXOj6r+d+VVUA7+Hjq4vBAPSpz53U8qe6tMhXKQ/TXOgeg\n4Vh1zybbOcmYWmWGOhkXngUGPfV7TGHGII45LE6tATEMwNUAniv9fqL4m/Q9jLEegGUA+yO0LYdy\nlaZlSMM4OT28MyKzR6tK0A3bjRECcpDnAKz2T9IdFuKboANKHq3hhqZKmqvaDfXOGCs4plOZhjHT\nHRaiMvYmjrVmePJcF9P2UQAu6yYANceqx7SKPlPbPCf7a7wMVvad6Yy9ycnYfYRf9+Jz6veorqEN\nMxYcm9mtvi6wJRSAzJOvBsVs3sPfSHQnES0R0dKpU6f8erR4C7Dzqsm/WyuAFfVhIapqHN3NW8AU\nb/RJAltPTk2yTVePP2PhoYi6eq8EnWFyAuYx80oCGxY1AeoQkEoxAfYxbV3prq+TAdTDMdtFTaaV\nwMqEv0XllC6mblIATTkZM7shLXEuw1Zh14QYBuAEgGtLv18D4KTqPUQ0A2APAOkuTIyxuxhjRxlj\nRw8ePOjXo7cvAa/6V5N/d1EAqsNCfGu0gUIBPK0+/ciYBJZNTodFTYD8xjToquvxbRSATu4GJegs\nY9o670wW0hgeBmOgv2pyqrZUBuyrWnQhlWCOBSgAWbsuiglQG02lAbC4CVpxzDMHAPhxTKc8bEJm\ngJ3xqxExDMC3AdxMRDcQ0SyA9wC4p/KeewC8r3j+bgB/zZipFKcG2CoAXcmbyTtTlegBnGyDdWCt\nah8trqFagGYba2zNFFUeGnkug01duylkBmgmp2a8ZvfyH6MCUGwFAagVgGm8gNHkrFJVFzKzXTuh\n60OoAtg4C2yck7+uu4ZK3bokzQGNAlBwzEkBRK4023E1/7yPytRt025TNgtMvwIoYvq/AeDzAB4F\n8FnG2PeI6KNE9M7ibf8PgP1E9CSA3wQwUSqaBE4KQOOd+VRoACOPVhWj9ZHntpMTUNcc6yaJzcpW\nbUVLgHcG2Hm02gSdYsysvDPFGQq6cJ/t6mndDcK0DsBKNSluaKozlMXfZONlndDUVI1pQ0AOHIsd\nZmy1gYUbzHkTnxyAi5PREGbMbzGDMXYvgHsrf/ud0vNLAH4hRltBcPLOFPW7wjtjbDxEZGMAyjHt\nK35s8vUQeW5rAKQKwCTPbUNAkjHTeWf9dXOd9K4jwMt/p35dt1GXql3byVmuay+rMm0IyJZjK8CO\nKxXtqtYBiM3zLDm27w3qa7jsbWPLMWoVjkoNHNOt3dA6GQp+lLHrRnN1nmsVUHcZmLtc3y5QzMkN\nHhY2hSRrwNZcCayCSxmoTp4Do425BGwMwM5rizI9HwWg8Ap1axaqUJWcGeV5gHcWUqIHFGV6z6jL\nKnXL9FXt2spz1cpWqxBQiMr0XAcAmPMmPnkm2xwAoF4I11QIyFQFBIzWAkiPS9Vs8WLimO14AY2p\ngG1mACwnp+7LU3kbNpOz1eFleipvwycENNxTxlBuBqg9LaM8D5mcYiM7jwoNoMibdIG1E/LXfUJA\nvfNAx2K8VCtbrUJAIUnggBxAZxGYO2DmWLUeX1xXZnhcOabMM9WVBI7gZHSX5cdDmgymqt3eefvx\nArIBSIKYCqDqbdhMTkAf0/YJAem2Fa5CV9aoLdELyAEA6tCC7eQE5DFaNuBKTLsSWDZmil0lq1Dx\nxSoEpBkzU+lua5ZXdlWrxVw4pssztWY15aeS8VId9ymDUgGYOGbjZJDccIfmmXZrKoFMTln5PWU4\nc6yZRPA2MwARJqcqpGGToAP0ddp9TWhBVwYKyLcVrkLlaWnluW0OQFNXr/NorSenZMx09fg670y1\nr3wVKr5oQ0AWToaprl7V92G7msopwMwxZcJfxbHi/7flmEoByNaZiM9Yhcx2y+PkQs2onAxdZR6g\nT5z7KgDVkbJVZAWQEFaT01BXr6r9tUnQAcUpRKdHSa3qNWSrJQFNCCiGAjAt0rFdN6Ggk66u3WQA\ndlxTlOlF9M5UZ8tWoeKLNgRk4WSYFJNKZVo7GTcCF7+vCbspboiq7ymKytSE+2wVgNIp02xk56Iy\ndRyTnjqnuheII2WzAdhcsBns4QHrjgrAWp7rPFoNWVVhFN3ZslUoFUCECg3tcZSapKZpvFptYOFw\nPO+MMSjPlq1CdTMPrQIyVdWY8kw2eRPWBy58f/I1bcmvRgHQjFolllEXxzY0lXlAmJMxswDMH3Ln\nmDIa4DIncwgoHXSbVQmYap6N8tw0OQ/zx/PPTL7mOzmB0Y1HB20SWCPPQ1a1AmEhIIAbgAvPyD8P\n6A1A1fAMNgCwMO8sNASUimOqMdM6GQqVaTNegJ5jqhCQ7VoTk5MhM/YuHFPNScCNY06KKSuAdGi1\n+ZcWxTtTJYEN8cbZYg+8DclOGFoDoKjQ6K9xEtlsrqotAzXIc93CbePk1HhnpvgswHdSXVeMl7i+\nrM3yewT6jglNYHLMYoWAjCpTwTHVjVQghGOqhKZNPBvQc6yuEBAgV5m6M5SrmNuvHi/VNUwcs8oB\nZAWQFiZvwzY+K/UsYSbb7F7+qCo5UxmQVke+OEh1TqoMvvIcgPYMBVNdfagCmN0LdCXjpTshS+VF\nO+VMPEJANmcoGDk2O96OwGBDvWdTGUaOeajMujkWUpoNyI2X7ZwE+JjFKgONwbFE2H4GwLS3jW98\n1jZBJyoZZGQzVWgoFYDl5GzN85WzVWgrNCw8FCsFUL2ZGc5QLmN2L9/bRrknj0981mFyVo2fLgRk\nc4aCkWOaEJDteAF+BqApjrEetHvy+4SAYhgA0xbtQFgOoGXhYNWI7WcATArAOj4r8TaoZfbOqKX3\nNlQyWVehYe2dzcmJppXnlklNnXcmS2A7Tc59PKnZW7W/hqpay6WkcejNV8bMZOxNIY0QjtmM18wC\nv4azAVBwzCkHUCPHdAZAlr/Q7XtUxew+3kZ1xbku8a4MAbk4GQqOJcL2MwC2CsBYoufpnQFAR2MA\nTPK86gXbVrQA/IYm9c4Mi3REOzLYnEcQwzsDJses9gqNYnJWb2i6EBBgqQAUi5rK1/XlGJHeyfAJ\nASXhmGJe9i/xfuucjHaEEBAwmv821zApABcnIyuARGgZqlpMh4XoksC2BsBrcoq4cMVD8VEAslCK\nbpEOYJichsNCpPFZwxGaZYjJWU0Em47QBCTxWYcksEoB6EJAAIxnKOgWNZWvO+FZWmxsJqAMaWiu\noVprYruqFdArABPHVPPSZjdSmQLw4diEk6HjmCoH4FJokBVAWqi2RBYwHRaiWwdQqwFQ3RRc4rPC\n25D03SjPFWNms1GYLLZctwJotQFQHHlevaGZQkCmU9RsciZAQyozMMyoVAC6SjPDKWo2u5FK80x1\ncyxCCCgrgMRo7zArAFM4A5B7G04GwLFET2V4nKqAFGQLkedWk7OmEJDpRiwzPC7ynFp8AVT1hmYK\nAZkUgE3VFOBmqKuY3asunVVdgzrFHkSSMGOwyuzqy0AB9by05liEEFB1Xuo4pjoQZsgxhzBjVgCJ\nYFIAF58D5q9Qv660+hEUgEmeS9v1UACykIZvCEgcpm0aM99tDQCzd6ZLnFdLZ128M0Ae0jCFgEx5\nJhPHdOsA6lSZqsS5SxJYpzJNHFPNSyuOyYx93QpAceyokwIQY54NQBroFABjwNkH5AdpCMRIAs/t\n40STxeKVk1MVjnBI0OkUgMk7U4U0zj7AH/e+Xt2uTgHYVmgAbpMTkN+8XZLAgDykoduEDtBXmvU3\ngHPf1XNseCOWccxi4Rww4lgV2hBQTRwb9AEws8pUzcuzD3Aldtk/ULerCwFZLTb04BhR0a6KY5Yq\ns9XJCiAZdArg/FNcbu47qv68bpGOi3fG+qN91m2uoSxJ9PHOIiqAM0t8My0xgaTtBsZnZxb4DaAq\nz03XaEkMgEuCDtArAFKU/Or2tll+hH9exzFVaMGVY91l+ZbSysWGKo45hBll1zApJpMCOLMEXPYa\nfdguWghIpTI1Y1YdL1eOyXiaCNvQAGgUwJkl/rhfZwA08tzG0wD0ZDMlyqo3Fh95XiYsY+o99QEL\nBbCkv5kBhnUAFmOmKms0KgDJjdglByD6JwuZtWbV22/odlA968CxamjB1QCAycsaXTgmNs8LyTMZ\nvyeNAmDMjmOheab2PP/x4Vi13/01AGT/XbUVifME2IYGQOOdnf02f33Pq9WfjxEC0hkAlRFRhoAC\nk8Di//BZpHPpFN9wrO7JCRgMgIN3FiUHoEmaA3qOnVniIa2FG9SfV6lM1zwTIE+cu4QZB12uIkJU\npilkpuPYhWe48jNyLFBlAp5OhoJjMzvt9ucCsgJICt0inbNLwGW3qaUqEKdET1Vx4BoCGvQLoxFB\nnut2agTkYybi//vfZGh3NqwMFNBPTqXxUuQAWrP2B3C35iZvTIMNPUdMCmDfUf3NIaaTMbF2Qrfa\nXMIPV4Mp2wvJNgQk5ZiFYgLCV5sD8uo8nzCji2IS18i7gSaC8sCKPnD2O2aihS7TBzxDQDLPqvg/\nrHdq9JDnw4PRJWMmJqcuoQlAupGdSxIY8PPOpPFZj8kpywH4KID+JeDcw2EccxkvIJxjriEzWVmj\nbQhINmZnlvjn9rxG326tKpM0+R6FAnDhmGrxXAJsQwMwzxOwVbIsP8KTsvveqP98rIVggNvklHln\nPY+Kluo1TCEg1cHoAHDq68DuW/QHdQDyEr0U3plUAVy0r2gR15BVAZkMgCyefWaJ51tMHIuqMksc\n052hDCgUgEhoOnLMKwQkUQCnv86rf0z5Nelqc0eOyRbPmfI9Mu/dZW3O8BrZAKSBytt4+pP8RnXl\nO/Sfj6IANCVnpklSvrH4xLMBuQJQhoDEGQqVybn2PPDCXwHXvNPcbug6AICPmWohmDgTdqJdRRI4\nigIwhYAkZyg8/Ul+I73ibYY2a+KY7Y24zDGXrY0BgwIw7Thb+a5WnwJOfQ24+g5zuzGcDFnprCnv\n0p4PDwFlBZAQsoRTfx14+hOcaDs0i00A9fmjLpNzZheXlGPeGdN7llHjsw7yHJDfSI//IVdSR37V\nol3JRnZeCuDceFmjsRonQnxWqgAsbgrAeNvdVeDZTwHXv0e/bQZQn8q0CZkBcTjmEmZszQKgSY49\n9XE+T478ikW7mt1AQ0NAurCbKgfgojKzAkgIWVnjc3cD62eAm+60u4Z01aHDVhCyskZjNY4sPutw\n8pDqGiavUFy/PF5sADz5ceDyHwcWbzG3O6xrL21k57JRF1Aqa1wZv4bWcNWVAzCFgCQce/aPgd4F\n4CYbg6kKATlwrL2Dv7fMsb5hzGvLARg4JjtDob8BHP8D4Kr/Fdh5tbldaQio6INL3qS7grEtoU1j\nvp1zAES0j4i+QERPFI97Fe/rE9GDxc89IW0GQ6YAnv0UsHA9cMggzQVkWwyYwgJVTBgAw+TU5gAc\nTmsC3Co0gEkFcPp+4MLTwJEPWrYr2WLApt0yVB6taXIGKwDJASfGEJBknJ/5FC8v3v9D5jaVG9k5\ncEzqZCRQADL1Y/NdVxPnL34JuPSSPcd0SWDTEZoCwy2hz41fw+RkTCw29KkCmkIDAOAjAL7IGLsZ\nwBeL32VYY4zdVvxYBI1rxNA7uzj627lHgANvdigNlMUb1+0XggGTm3XZLDgR7Qj4bGtQvYZNKGZm\nx/h4LT/CHw++xa5dWUhj6I26Lp6rjJmxGidCEti5CqjgWK8yZgff4lAbruCY7XgBk4lzH471PJPA\nrmHGdgSOsf54iFD0wXWBZnVeGhVANc/kmASeVgUA4A4AnyiefwLAzwVer37MHeCPl07xx/46X2yy\n+xX215AtOuk77NMCTHpnvQv8UTXRhtI6QhLYRZ4DfMzEeAHA6uP8f124zq5dWUhj4Dk5q2Omu5m3\n5iarcaIkgQ0hIMGx9WLM1s/wnxCOMQan1eaAmmOqMYvJMdcwo4xjcwf0W4yMtSvj2AbP19k6diqO\n6Yyf7AhMr3UA02kArmCMPQ8AxePlivfNE9ESEX2TiLRGgojuLN67dOrUKd1b/bDjSv546QX+eP4p\nAMwuli0g3XfEQwGUpeZwcqoOookQn9UqAI1Mnr9yNF4AsPI4sPtmN8VUbmusXdekZmXMVOMFxMsB\nuIaABMfWijFbfYI/hnBseBN1NQAeHJOFgOrm2A4ZxxzGS6YyfeYkMDkvOxqOqcKMoSozEYwzmIju\nI6JHJD8WtVlDXMcYOwrglwD8ByI6onojY+wuxthRxtjRgwcPOjRhiflD/FFMzpVj/NGVbDLvzGVy\ndvaM79MiNoabWZC/X9wo+zJ5XnMV0I5Do/ECgNVj7jczYDyk0V/nf7f2zorKmeqYqcYLiFcF5BoC\nEhy7FMCxqgJwVUyAO8d0SeAoZaCGMQvimGT7jL5jyKyj4Fhbw7FYOYCGDICigHoExthPqF4joheJ\n6ErG2PNEdCWAlxTXOFk8HieiLwN4PYCn/LociM4uPgHE5Fx9nD+6kK1dnZyGHQOl/Vgcr2gR3pnK\n25BtPetcotfmZXWu8nz+EPeK+pe4pF59Crjm5+3aLF+7ekNzmpzFYrPqmJkUgNjLRhgaX3nO2Ch+\nbwoBzR8EQCUF8Dgft12a/X8m2q04Ga45E0DNMR+VWedeQAB3Mi69wMe5d56vM3EKmUk20HNVACqO\n7bxG/RlpDmD7hIDuAfC+4vn7APx59Q1EtJeI5ornBwC8BcDfB7YbhvlDnGAA987mD5lXs5ZR3Xdk\n4DM593DiCMIK70znbVQrJVxOHhKoks1KnguP9kXg/NN8NamPAiiPWd9xcs4U38+GiwIQ1TiV0llX\neY5ix1QBUwio1Sli2iUFsOtGtyoxFcfqVABDlVleCBZTZerCjIf4+7rn/Jwypcr0UABVjpkUQDWn\nxnrbJgn8uwB+koieAPCTxe8goqNE9PHiPa8CsEREDwH4EoDfZYw1awCEtwFwsrkQDYjknVXkpkkB\niOuHlOgBk2SzlecA92jF5HQKZyjisy7j1Wpzz3XshmZQANWQBmP85ubqnQGTNzRT7qLKMZfxAiQq\n04Njs3t4X8UN3aQAiOQca3WAljFYUPRPpjIdObbiwzGFynQymLv5Y5VjphwA642qj1xzJsC4ykwM\ny29VDsbYGQATxfOMsSUAHyyefx2A5iifBjB/CFgubNDKMeCad7l9vrroxMs7E3JzmYcMhpPTIaY9\n3Hfc5UYq8VgAszwH+A1ttYjcLTpWtACTCsCl34A8pKEbr+rNW9wIXQ0mUIx7cSMwhYCAUUybDXgS\n+NA/tm8TmFQAPk7GTCmk0Z7355jLeIk+jp054cixlWMACNh9k0ObskIDR45RC5jZ7caxssqc2eG+\nPxcwrjJt1yxEwvZbCQzwyXnpBV7vu37aTwFUpSZgX9EClJKaBdmG8txRAbTn7WvLAY0CMMhzgIfN\nVh/n+8zM7bdvU1mh4TBegDyk4aIAfBSTUgEYJqoIM158jhueUJXp42TMVkIa3hxzNAATRsSDYwvX\nj26uNpCpTB8nY7bEsUG/qOgxjBcQxjFZqDIRtqcB2HElr/U99zD/3VWeqyZnjBCQi3fmuuug6KNz\nhcblGCY1V475jRcQFgICxg0AG/D/30kBeMhz1QZ6xhBQUda4/Bj/3XnMZsOdDBnHaEZveCc4FkEB\nWFWalUpnvTimCgEFOBnDrVYMcxIYqcsQJ6OBPMA2NQCFt3Hyc/xx721un58IAflUAUm8M2rrb4rV\nLRlieGc2ISCR1Fw7CZrCJ0wAABiQSURBVLz8Hb/xAsJDQLN7RoqpvwaAGRRAZXdL14QmoFAAFiGg\nHUVS88X7+O97X2ffJiBZBxDAsbLK1I0XIOGYh5NR5ZhNCKizyL+vC88Ayw+7c4xkISDH0mzRD1dV\nDpQUgOP+XIC8dDYRtqcBEHLzxJ9xz2PntW6fj1WiB5TIVsQadeEcWXzWpaJF9NG1QgPgN7SXvsz7\ne+CHHduMsEgHKCang2JSKQDn+CwkCsAiBAQAJ/6c50vEIiNbRFGZpTwTYI5nA/VwzCYERMTH7Pm/\n5P93DI555Zn2lJwyD4657s9VvkZWAIkgFMDqE3xzLpcYOhBvkQ5Qmpw23lkN8VnbFbnzh0YrWm02\nNCtDtkjHyzvb4xbPjpoDKLzi4aI/CwUAjDjmiirHfJyM6uK53nl9RYu4fhSOVTYcpBnzPIvBsWoS\n2NnJ2DM+XoClygxwMmTHaCbC9jQAwjsD/CZnjAqNGN6Zb3zWNQQEjMass8cvoQmErQMQbZcVE5A+\nByC2tLYdLyAOx4KcjNKY6WraxfVj5wCYRcgMGBnNndcAO69ybDOWAlh045gqBxCaZ0qEbWoASlsW\nuUpNIE6FRnuWew+CbF0LBVDd3dInPisNARGv39ZBTM79P2S/fcOwzVhJ4EX+Pw+6fLwAT+8sIAfg\nEjITiMGxECdjw0EBTHAsUhWQzSI4YTT3e44XUFGZHk5GuQrIhmPKMGNgnikRtqcBEElNagH7DAd0\nSz8/G64AgErFgYUCqO5uGSsEZOOdicl5wDOcIdoS8FUAAD9dq+/hnYUkgQdVA2AYs85l/D3teX6m\nrStirDVpdfj/2nNQANUzbmM5GS4KICbHXOfkzCKfV4OuG8fE9+PDsQYVQNBCsKnG/CGeADZ5RDJU\n1wG4nm4lUI5pd8+bt76VxWddpKbsGjYVLcC4AnCFUgE4jlc5pt01bGsAxPHOqhUatiEzkdRcuNbO\n+60ihgIAJvMmpv2IpElgD46V12vYhoDma+CYjwIAuDLfBgpg+xqA137UbaFJGarJ6VXVIsoaLwAz\nhv31J+Kzhq0QbK5he5LZVT8NvPpfA4eUewOqoToQxicEBPCbi2lbA0DinVl8pgqlArAYs9t+bzzc\n6AKVkxFaOWWlMiNwrFoFZDNe176LLwQ78Ga39oCIHCs5GVYKoFpq7MGxrAAawLWO2z+UoVoHEBIC\n6ho2NhPXH9sO2iJvYLqGrTyfvQx43b91a0tAeiRkSAhoxbyxGTB58xafcVF9EwrA4RyDw++xb6eK\nqBxzWQcQiWNeYcbLgdf+G7e2BFTHjvoYTMBfAQx56VMFlHMA04EYSWBgPOHUt/C02vPjE8smcWy6\nhq08D0Fs72yjpAC0G3VVltjb7LiqusbAMQQUCmUIyCNs5lRpVuJHf4P3wYdjPlVAIahyjA343jo+\nYVlgnGO6m/mEyiwcOZdCiVwFNGVozY6fP+odn12sVAFZlOiJBN2gxwmTSp6HIFqNdjkEZHEzr9ZX\n9y7w2Kyp4kl6DY8QUAhUSWDXdkUIaNDl1zM6GSWO9T3CGeIaPlVAIahyzHdOlvNMvfO8nl93M59Q\nAB4hs6wApgzD0EJBNu/4bOGd2d7MW3Pc8Az6djXKqmukVgDVdQCDPv8/vOOzK8XNfF5/M1d5Zy6o\nXiOZApiTV7S4LloUISBbvpRDQDaJdtM1gDQca0eak+UdVG3X5pTbi8GxhMgGwAfD0EKR8e+vAyC+\n2tEFnT28pLG3yn93IZtPPBsYNyKAfRI4BERFWGBt1CYQUKGxbDfRaAYAjd/QQr0z0fe6t+1tzxde\nu/iePBQTMKoCslnVCox777af0V0DSMMx6ZxEuAKwCcsCJZUZgWMJkQ2AD0SJ1zAcU0xOZ+9sEQAD\n1l7kv9soANFeyOQU1wAKeV6zdwbwMSuPF+A+OVtz/EYiqoBM/zvR5A3NeXLO8BBAtQrIdZdJVwiO\nieoSn5wJwDnWWx2FGm0UwFBlBjgZPkngELQ6fDPFKse8Cw2W7RRA9ebtlZfLCmC6IPM2fAguyLZ2\nkj/aJOhEe74GoFoZk0KeA+MKwDehSVQKaVhK7VYpIeljAIDxG1qqEJD4rsXmYiEKABidT2zr0YY4\nGa05nh8bFMdo2q41CYWUY45j1p7jfR1yzOSUVRyErAC2AWQKwMc7E3Jz7Qf80VYB9C/ZlajJICtr\nrFueA3IFEBTSsEy2lTcms9kKQYZyTDtZCEhwrOxkhHDM0smIybFBExwrGcxyX1wwxjEbJ6OiMp0V\nU8WIJEQ2AD6oKgBf70wknKwVQDkE5FmhMbF/eaoQUATvDBhVtVgrgNLN26dCAxgPIyULAVViy94K\noMoxixyAaC+UY2NORiqOBYYZgVFxhu3NvLx9hi/HqmGzRMgGwAdVBdD32NoYGHlnFy0nZ3li+cZn\nqwogWQgoogIYVmjYKoAIISDXrSBCUVUAPttnA+5hxpgcK4fNknFMOBmeC+eAUXm2zd5JwPi6hxgc\nS4hsAHwQSwF0qiEgyxxAaHwWKN2MU8nz+Ul57ms0u+fsFUCMySlTACmqgICSkxGYZ7poGWaMyrHU\nISCJAvBRamWO2Ri/GE5GtXIqEbIB8MGEAvCMzy5czyfG6a/z341b9Uq8s+C69gaqgEJCQLtv5mfG\nrp+xm2hlaW2z2E51jWoOIFUVUKiTsesIfzz9t/zRNsw4tRyLEGbcfTM/L7y7aqcABD8GPc7xUI4l\nRDYAPpApAB+izezkG1+tPV9c11KeDy5F9M4SyfOWRAH43NCueBu/oWyctVQARXx20Af6FyMogMRV\nQKFOxvwBfr6u4JhLoUHvPP8/Xb33pjgmVQCeHOuucL64KADfnEn5GomRDYAPVOsAfHDF20bPXeKz\n3fN8oZPrxGqqQmOmrAAC4rOX/+iovy4VGuKwbu8qoFLIDEhfBeTrZAAljtHIsCjbLfHDp6a9fI3k\nYUZJFZDPmF3xv4yeWxcaXPLPmZSvkRjZAPgg1joAYHx7ZdMOgtWVwDO7PM4zbqhCQ6oAPNqdWRht\nF2wbAgpZNwFMdxUQMOKYDV+qiw19E5riGkAzVUAhISChmgDLQoP5sJwJMLlHVyIEGQAi+gUi+h4R\nDYhIebQWEb2diI4R0ZNE9JGQNjcFYq0DAID9b+KEMW06BVQWgl3w8zSaqtCYibASWEB4tLZJ4FB5\nvhmqgHxDQMBINdmOl2hv2jgWax0AUDKaDjmAUI5NYQjoEQA/D+ArqjcQURvAxwC8A8CtAN5LRLcG\nttssZArAl2itDnD5j4/qtbXvjeidpa7QaEVaBwCMJqfNmLVrUgCpqoAGERSAUE1NcGy48V/iKqBQ\njl3hyLEYCmDaDoRhjD0KAKSXlbcDeJIxdrx476cB3AHg70PabhQTy/Q9a7QFXv/vgAvPWLRbSdCF\nxGdTy/OZiN7ZgTcDP/yHwDUWh/qI2Go3ND5bMQC1b25WKIBYHHvjfwbWT1u0G5ljLJFiAioKwHPD\nQYFDPwHc/vvAle8wv7fKMV+j2V11/1wgUpwIdjWA50q/nwDgcejnJgK1OKFjeGcAsOeV/MeE6iKd\n0PgsY2nl+WCD7xET6p0RATe+37LdCN5ZdS+gVsc99+IK2WZwIRzb+1q791U5ttNwTKnpGqlCZkCc\nDQcFWm3gpg9atltRmb5hM9Hnk58Hzj8F3PJr7tdxhDEERET3EdEjkp87LNuQzRSmae9OIloioqVT\np05ZNtEA2jtG3llIfNapzWqFhke9cTm5GOolebcbqABcMJEE9hyzYWjhUprvutUBQOObwSW5iUbm\nmBi3JPMjwoaDvu0OAjnWKnHsuT8Bvvd/xuufBkYFwBjzOAV8DCcAXFv6/RoAJzXt3QXgLgA4evSo\n0lA0jvZ8PAVgixgKYGY3f+yujo4KnLGIc4ainDgPVQBO7Uao0OgsjuR5d9kuLhwKolFIg7GETkZl\nx1nf8QKKbaiXx/9WJ9o7iq2su/w7pzacTn/zRSuCyixzbCMRx5CmDPTbAG4mohuIaBbAewDck6Dd\netGEAmjNcFKLqhYvqTnLJ3l3ebRHvNiTqE6UE+eDhN6ZmJwh8dnOIl9HMOjyMeskGC9gpDxYDwBL\n62QIjoUYgI2mOHYp3ZwE4lQBiU0OgaQcCy0DfRcRnQDwZgCfI6LPF3+/iojuBQDGWA/AbwD4PIBH\nAXyWMfa9sG5vAggFwFg6eQ6MLzrxIRow2u0wtXcGjCZnKu+sPcfzDt1z/HevySkOCVlNpwCAkQJI\nqZiGKnMtYPvsDu97YxxbS6fKgdFq857n4kyAc6y/VjgZ6TgWWgV0N4C7JX8/CeCnS7/fC+DekLY2\nHYQCEEmulGQLKdEDRjtqCu8shbcxpgACK1pcINpZP8OT96aVsDKUjwlsQgEkzZm0uXHeOAeATSnH\nGlAAg3XuIPgszgRKHCvGbOe1+vdHQl4J7AuhAEKrDVwxswBceonHOr0n5yKX5xsNKYCU3plIyK2d\n9J+cYnyER7uVFQDAx8z2/AAVREijEY4lVgCCY5de8FNMQGMcywbAF2JypqykAYA9rwFOfZU/Dw4B\nNaQAUnpnl72GP576ath4ASPvLEU8GygpgMwxK1Qr3JJz7GvhHNtIqzKzAfCFmJypvbP9t492dgzx\nNrorzeUAUnpne9/AQz9rz0eanMtpqqaAkpMxhRybFQf3CAOQWAGErptwwf7b+WMUjr1c5F6yAtjc\nqE7O1GQD/OqNgWJylhN0W1gBdHYBe17Nn/uO17Cq5Syv9EitAPqpOVZap2mzH74M5RBQa66ZtSap\nODZ/ObBwmD8P5djFE/wxEceyAfBFkwpAIIY8b8/Xv7Ml0JwCAEY3tFDvTEzOZEnghhTAgRLHvFXm\nnlE4I5nBbEgBAKN5GcyxYtOErAA2OZpSAPMHgYUb+POgBN0qr/RIltBsSAEA4ZNztpnJOSw0SLmq\nFeD8mjvAnwdXAaUMmVUVQKLxAsKdjAmOZQWwuTGhAFKSLYa3wfhZxCm9WaChyVmMl68325rjte2J\nJ+eo1Dixk0EUgWOLfCXwxsvNKYAmnIzQKqCsAKYETclzADhQeBu+JCnLzSYUQOoQ0J5X8/MWfP9X\nIj5mjSuABsJmoRxb+0EDHGsgzLjvDXz9hK/aac9zpyixk5FiN9CtiaECKPYDSkm2Ix8EOpcBu270\n+7yYkBee48RNgepKYLEnUQq0ZoAf/e/ArsP+1+js4eMlnqdAUwoAAG75Dc6v+YN+nxde/4XnRgfT\n143qOoCUBnNmJ/Cjd49KQn3QAMeyAfDFcL/2YgOnlGTr7AaO/HLA50Vde8IcQHmLgcFG2psZAFz1\nU2Gf7yzyLXrF8xRoUgHM7QNu+Kf+nx8ubGoiz5R4JbDANT8b9vkGOJZDQL4QZBMrHVPf0EJQJlcq\nb5ZofGuD1JMzFOVxShnTHnRHWxxPFcf2yJ/XiTEF0ICTEYoGOJYNgC8E2UQt/TTd0MrkSuWdAeNb\nG0zTeAHNjNk0c6zTwHi1OjwO30QIKAYEx6jNc1YJkA2AL4YKoNhlcpq8jSa8M2BcAUzTeAGj5F7C\nyTnBsWm6oTWhMoHx6rxp45gYs85i/SfOFcgGwBdT7Z0typ/Xja2gABJOzgmOTdMNrQkFAIxX500b\nxzoljiVCNgC+GHpnZ/njNJFtZhffHwdIF88GRkf29dem62YGlCZn4vECppNjsw2qzN4FnjvJHDMi\nGwBfCO9s5TH+fG5fs/1xAdEopJFqlSbAx+nic9wAJNrvPBrK8jwVyhybvzzNlh2x0N7Jw2VA+jFb\neYw/zxwzIhsAXwjv7NzDwO5bRh71tECQLLUCOPcwf774inTtxkCTCuDcw8DuKRsvoswxV2QFMEUo\nl5wt3tJsX3wwmz7eOIzPAtxoThMaiM9OPceaGrNp5VgDczIbAF+UjxacNu8MaMajbRVj1uqMts+d\nFgzleQMKAJhSjjU4Zp3LRhvaTQtm0o9XNgC+EN4ZMKXeWQMx7ZlizHbdlOZA+JhoSjEJTCXHGhyz\nxVekq9aKhawApghj3tk0T84GFMA038xSx7MFppljKfd9EmM2zeOVkGPZAPhi6r0zoQASTk6hAHI4\nww6CY9RKt6FaTHQW+c0/pdobKoBpnpPpOJY3g/OF8DTmDgKze5vtiw/2vwlYfiRt9dI0K4D5K4DF\nVwJ7X5+uTcGxhRumqwRU4MAPjdYwpMI0K4CF6/gOrHtvS9ZkNgC+GN7MptCbBYAjH+A/KTHNCqA9\nB/zMo4nbLMWzpxGv+DD/SYlpHrPOIvDOp5I2mUNAvmi1eTXLNHoaTWGaFUATmGZvtikIju2+qdl+\nTAmCFAAR/QKAfwPgVQBuZ4wtKd73DIBVAH0APcbY0ZB2Nw1u+3fA5T/SdC+mB9f/Ir+pzXkeMrLd\n0J4Dbvtd4Kqfabon04Mb/hmwcC0ws9B0T6YCxBjz/zDRqwAMAPzfAP6VwQAcZYyddrn+0aNH2dKS\n9JIZGRkZGRIQ0QO2TnaQAmCMPVo0GHKZjIyMjIwGkCoHwAD8FRE9QER3JmozIyMjI0MDowIgovsA\nHJK89NuMsT+3bOctjLGTRHQ5gC8Q0WOMsa8o2rsTwJ0AcN1111lePiMjIyPDFUYDwBj7idBGGGMn\ni8eXiOhuALcDkBoAxthdAO4CeA4gtO2MjIyMDDlqDwER0QIR7RbPAfxjAI/U3W5GRkZGhh5BBoCI\n3kVEJwC8GcDniOjzxd+vIqJ7i7ddAeBrRPQQgG8B+Bxj7C9D2s3IyMjICEdoFdDdAO6W/P0kgJ8u\nnh8H8LqQdjIyMjIy4iOvBM7IyMjYpghaCFY3iOgUgGc9P34AgNPCs0TI/XLHZu1b7pcbcr/c4dO3\n6xljVsvtN7UBCAERLW3GLSdyv9yxWfuW++WG3C931N23HALKyMjI2KbIBiAjIyNjm2IrG4C7mu6A\nArlf7tisfcv9ckPulztq7duWzQFkZGRkZOixlRVARkZGRoYGU2cAiOjtRHSMiJ4koo9IXp8jos8U\nr99PRIdLr/1W8fdjRPRTm6VvRHSYiNaI6MHi578l7tdbieg7RNQjondXXnsfET1R/LxvE/WrXxqv\nexL36zeJ6O+J6LtE9EUiur70WpPjpetXbeNl2bcPEdHDRftfI6JbS6/VNi99+9X0nCy9791ExIjo\naOlv8caLMTY1PwDaAJ4CcCOAWQAPAbi18p5fA/DfiufvAfCZ4vmtxfvnANxQXKe9Sfp2GMAjDY7Z\nYQCvBfBJAO8u/X0fgOPF497i+d6m+1W8dr7B8fpHAHYWz/9F6Xtseryk/apzvBz6tlh6/k4Af1k8\nr21eBvar0TlZvG83+KaZ3wQ/UCv6eE2bArgdwJOMseOMsQ0AnwZwR+U9dwD4RPH8TwG8jYio+Pun\nGWPrjLGnATxZXG8z9K1OGPvFGHuGMfZd8NPdyvgpAF9gjJ1ljL0M4AsA3r4J+lUnbPr1JcbYxeLX\nbwK4pnje9Hip+lU3bPq2Uvp1AfyMEKDeeRnSrzphc68AgH8L4P8CcKn0t6jjNW0G4GoAz5V+P1H8\nTfoexlgPwDKA/ZafbapvAHADEf0dEf0NEf1o4n7V8dm6rz1PREtE9E0i+rlIffLp1wcA/IXnZ1P1\nC6hvvKz7RkS/TkRPgd/UPuzy2Qb6BTQ4J4no9QCuZYz9T9fPuiBoM7gGIPOWqxZb9R6bz4YgpG/P\nA7iOMXaGiN4I4M+I6NUV76TOftXx2bqvfR3jhwzdCOCviehhxthTKftFRP8UwFEAP+b62cT9Auob\nL+u+McY+BuBjRPRLAP41gPfZfraBfjU2J4moBeDfA3i/62ddMW0K4ASAa0u/XwPgpOo9RDQDYA+A\ns5afbaRvhZw7AwCMsQfA43q3JOxXHZ+t9dpsdMjQcQBfBvD6lP0iop8A8NsA3skYW3f5bAP9qnO8\nrPtWwqcBCBXS+JjJ+tXwnNwN4DUAvkxEzwD4YQD3FInguONVR5Kjrh9wxXIcPPkhkievrrzn1zGe\naP1s8fzVGE+eHEfcJHBI3w6KvoAnhn4AYF+qfpXe+0eYTAI/DZ7Q3Fs83wz92gtgrnh+AMATkCTR\navweXw9+Q7i58vdGx0vTr9rGy6FvN5ee/yyApeJ5bfMysF+bYk4W7/8yRkngqOMVhQApf8DPGXi8\nIPpvF3/7KLjHAwDzAP4EPDnyLQA3lj7728XnjgF4x2bpG4B/AuB7xRf7HQA/m7hfbwL3LC4AOAPg\ne6XP/krR3ycB/PJm6BeAfwjg4WK8HgbwgcT9ug/AiwAeLH7u2STjJe1X3eNl2bf/WHD8QQBfQumG\nV+e89O1X03Oy8t4vozAAsccrrwTOyMjI2KaYthxARkZGRkYkZAOQkZGRsU2RDUBGRkbGNkU2ABkZ\nGRnbFNkAZGRkZGxTZAOQkZGRsU2RDUBGRkbGNkU2ABkZGRnbFP8/7IoxmLBifLgAAAAASUVORK5C\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x31bb80a58>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x31bd929e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"ename": "ValueError",
"evalue": "250 is not in list",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-96-5364dc22575e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0mpeak\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mceil\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0mdft\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m \u001b[0mfre\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpeak\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 35\u001b[0m \u001b[0mfro\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mft\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfre\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfro\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: 250 is not in list"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.fftpack\n",
"import math as mt\n",
"\n",
"\"\"\"N=500\n",
"T=1.0/500.0\n",
"t=np.arange(0, N*T, T)\n",
"y = np.sin(50.0 * 2.0*np.pi*t) + 0.5*np.sin(80.0 * 2.0*np.pi*t)\n",
"dft=np.fft.fft(y)\n",
"ft=np.arange(0, N/2, 1) #Dividing the amount by 2 cuts out the arbitrary frequency spikes at the end of the data\n",
"plt.plot(t[:200], y[:200], color='orange')\n",
"plt.show()\n",
"plt.plot(ft,np.abs(dft)[:N//2])\n",
"plt.show()\"\"\"\n",
"\n",
"\n",
"#Does N and T change the frequency value?\n",
"\n",
"\n",
"N=500\n",
"T=1/500.0\n",
"t=np.arange(0, N*T, T)\n",
"y = np.sin(50.0 * 2.0*np.pi*t) + 0.5*np.sin(80.0 * 2.0*np.pi*t)\n",
"dft=np.fft.fft(y)\n",
"ft=np.arange(0, N/2, 1) #Dividing the amount by 2 cuts out the arbitrary frequency spikes at the end of the data\n",
"plt.plot(t[:200], y[:200], color='orange')\n",
"plt.show()\n",
"plt.plot(ft,np.abs(dft)[:N//2])\n",
"plt.show()\n",
"\n",
"# Number of samplepoints\n",
"N = 600\n",
"# sample spacing\n",
"T = 1.0 / 800.0\n",
"x = np.linspace(0.0, N*T, N)\n",
"y = np.sin(50.0 * 2.0*np.pi*x) + 0.5*np.sin(80.0 * 2.0*np.pi*x)\n",
"yf = np.fft.fft(y)\n",
"xf = np.linspace(0.0, 1.0/(2.0*T), N/2)\n",
"\n",
"plt.plot(xf, 2.0/N * np.abs(yf[:N//2]))\n",
"plt.show()\n",
"\n",
"print (x.shape, y.shape, yf.shape, xf.shape)\n",
"\n",
"print (yf[:N//2].shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}