{ "cells": [ { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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C8kXkN8fvV9VHq8lmjDGAd2qQl67rx8JN+3ls/Er++cVyXvpqLT8r7MA1A9uS7HJGO0TjhxMNZqf6fqYB6dVsxhhzQr1bN2bkDQN472encVLLDP766TKGPDyJ12asp6zSHe3wzAmcqOvped/PP0cmHGNMQ1bQtgmjbj6FmWv38OiXK3ng4yU8P2UNd5zRicv75eFy+vsgpokkfycFbAbcAuRXzaOqN4YnLGNMQzawfRb/++lApq3ezb+/XMkfPljEs1NW88sfdObiPq1IsAYjpvg7ovQR8BUwHrD7RGNMnYkIgzs1Y1DHbCat2Mm/v1zJ795ZyDOTV/OrMztzQc+WOByRmxrE1MzfhiJFVe8KayQ1EJH2wL1ApqqOiEYMxpjwObJE67AuzRm7ZDuPjlvJL976hmcmrebXZ3Xm7G45iFiDEU3+3t+NEZHzAi1cRF4RkZ0isvi49OEiskJEVovI3bWVoaprVfWmQM9tjKlfRIThPVry+S+H8MSVfSir9PDT1+fxw/9MZ9KKnUfmnTNR4O8dxS+BP4hIGVCB9w1tVdWME+QbCfwH+O+RBBFxAk8DZwGbgTki8jHgBB46Lv+NqrrTzxiNMQ2A0yFc1CeX83u25INvtvDEhFXc8OocCto24bdnd452eHHJ3/UognoUVlWnikj+cckDgNWquhZAREYDF6nqQ8AFwZzHGNPwJDgdXN6vNRf1yeXtuZt4auIqrn5xFt2yHKS320dB2ybRDjFu+LsexcnVJB8ANqhqrSvd+RqKMaraw/d9BDBcVW/2fb8WOEVV76ghfxbwN7x3IC/5GpTqjrsVuBUgJyenYPTo0cfst/Uo6p7H1qOIXDmxXieBxBgq5W5l0qZKPllTRlGF0LuZk0s7uWibEdxLe/XpWqkv61HMBMqBeb6tHJiDd42Ks0+QNx9YXOX75Xj/wT/y/VrgKX/i8Hez9SjCk8fWo4hcObFeJ/6cO1w+HzdRn560Snv9aay2vWuM/mzUXF25/WDA5dSnayXa61H4e0cxGviLqi7xfe8G/B74C/C+qvapJW8+x95RnAr8SVXP8X2/x9dgVXunEAhb4a5+/ZVUU7rdUcR+nQQSY6gdOe/hCmXs+grGrq+gzA0DWzm5pGMizVP8e0anPl0r9eWOYkFNadXtO+64fI69o0jAeyfSDkgEFgLd/YnD383uKMKTx+4oIldOrNeJP+cOl+PPu6eoTP/+6VLtct9n2v6eT/Xu9xbqln2HAy4nmHMHe1x9u6Pw9/HYFSLyrIgM9W3PACt9q9xV1JRJRN7Cu8BRFxHZLCI3qXdM4w5gLLAMeFt9dyrGGBOopqmJ3HPeSUz9/TCuOaUN787bTOEjk/nzJ0vYdags2uE1CP52PTUCfg4Mwvto7DTgGaAU78t4ReEM0l/W9VS/bqdrSreup9ivk0BiDLUTnXd3iYeP11QwbUslCQ44q42Lc9u5SEs89qW9+nSt1Iuup/q2WddTePJY11Pkyon1OvHn3OHi73nX7Dykd745X/PvHqM9/viFPj5upR4sKQ+4nGDOHZddTyLSSUTeFZGlIrL2yBZUs2WMMRHQvpl3edbPfzmYUztk8dj4lQx5eBIvTF1DaYVNWRcIf7uepgEPAI8BFwI3+PI+EN7wAmNdT/XrdrqmdOt6iv06CSTGUAv2vGsPuHl/ZQWL97hpnCScnefh7A6pJAQw8aB1PdX+5NI8389FVdK+8idvNDbregpPHut6ilw5sV4n/pw7XOp63plrduuIZ6dr27vG6GkPTdD/zdmoFZXukJ47LruegFIRcQCrROQOEbkEaB5Us2WMMVF0Svss3v7pqfymIImmqYn837vfcvbjU/lk4VY8Hpt4sDr+NhS/AlKAXwAFeN+mvi5cQRljTDiJCL2aJfDxHafz3DUFJDiEO9/6hvOfmsb4pTuO9JoYH7/GKOoLG6OwMYpQszGKwNIiIRx14lFl5jY3H64uZ+dhpUOmg8s6J9Ity1ljnrrE2KDGKICPa9tqyxvNzcYowpPHxigiV06s14k/5w6XcNZJeaVb35y1QQf+fby2vWuMXvn81zp3/d6Az93QxihONM34qcAm4C1gFt6X7YwxpkFyOR1cNaANl/TN5c1ZG3lm8moue3YGP+janN/E8VoYJ2ooWuCd3vsq4GrgU+AttSk3jDENWLLLyY2D2nFF/9aMnLGe56es4fwnpzGghZPW3Yvo0Cw6XaHR4vcYhW9ep6uAR4AHVfWpcAYWDBujsDGKULMxisDSIiEadVJcoXyxroKx68up8AiDchO4qKOL7EbVPw8UV2MUvkYkCbgUeAfvGhT3A7knyhfNzcYowpPHxigiV06s14k/5w6XaF4rH30xUR/8ZIl2uvcz7fiHT/X+DxfpjgMlAZfdoMYoROQ1oAfwOfBnVV0cVFNljDENQEaScP853bh5cDuemriaN2dt5O25m7jutHxuG9KBJqmJ0Q4xLE70HsW1QGfgl8AMETno2w6JyMHwh2eMMbGnZWYj/n5JTyb8dijn9mjJC1PXMuThSTw+fiWHSmtceaHeqvWOQlX9fSHPGGPiTtusVB67og8/K+zAo1+u5PHxq3htxnrOag2nnOamUWJw63nHGnvhLo4H6ALNY4PZkSsn1uskkBhDLZavlXUH3Ly3qoLFu70TD17YwcXQvITvTTzY4Aaz6+Nmg9nhyWOD2ZErJ9brxJ9zh0t9uFaee2/80YkHT//HBH1n7iatdHv8KicWB7Ota8kYY0KsS1Mnb//0VEbe0J/GKS5+985Czn5sCp9+u61eTjx4ohfujDHGBEFEKOzSnKGdm/HF4u38e9xKbn9zPt1bZXB2y0qGqiJSPya7sDsKY4wJIxHh3J4tGfurITz6o94cLK3gsXlljHjua2au3RPt8PxiDYUxxkSA0yFcenIeE35TyE+6JbJ532GufGEm1748i4Wb9kc7vFpZQ2GMMRGUmODgjDYupvx+GPedfxJLth7koqenc+t/57Ji+6Foh1ctezzWHvmL+Ucx7fHY4I+zx2NDW0446qWkUvlyfQVfrK+gtBL6NVNGdE0hJ9VR7fG1nccej7XHY8NWTqw/immPxwZ/nD0eG9pywlkv+4rL9KHPlmmne8Zo+3s+1bvfW6hb9x+utbyYmOvJGGNMZDROSeTuc7vS1bGVBWU5vDFrA+/N38I1p7SlT2J0e36soTDGmBjSOMnBn87pzs2D2/HkhFWMnLEOlwNWsJxbB3cgM8UV8ZhsMNsYY2JQXpMUHh7Rm3G/GUrvZk6enrSGwQ9P5OlJqykuq4xoLNZQGGNMDOvQLI2f90nm018Mon9+Ux4Zu4Khj0zilWnrKHdHpkvKup6MMaYe6N4qk5ev78+8Dfv419gVPDhmKU2Thb3pGxlRkEeCM3x/99sdhTHG1CMFbZvw1q0DeePmU2icJNz9/iLOemwqHy3YgidMrzvYHYUxxtRDp3fM5v6BybhzuvGvL1fwy9ELyEsTehSU0jwjOaTnshfu7CWimH+5y164C/44e+EutOVEq15OVFceVWZvdzNrSyl3FqTiCGKyQXvhTu0lolDksRfuIldOrNeJP+cOl3i8VqL9wp2NURhjjKmVNRTGGGNq1aDGKI4QkV3AhuOSM4EDfqRlA7vDFFptqoslUuX4m+dEx9W2v6Z9/tRLtOqkulgiVU6s1wnYtVKX4wKtF3/rqi510lZVm1W7p6Y+qYa2AS/4mVZjP12k44tUOf7mOdFxte2vaZ8/9RKtOolmvcR6nUSzXuLxWvG3rsJVJ/HU9fSJn2nREqpYginH3zwnOq62/TXts3qp2/FWJ5EtJ1r1EkhdhVyD7HqqCxGZqzU9ImaiwuokNlm9xJ5w1Uk83VH464VoB2C+x+okNlm9xJ6w1IndURhjjKmV3VEYY4yplTUUxhhjamUNhTHGmFpZQxEAEWkvIi+LyLvRjiWeiUiqiLwmIi+KyI+jHY/xsusj9ojIxb7r5CMROTvYcuKmoRCRV0Rkp4gsPi59uIisEJHVInJ3bWWo6lpVvSm8kcanAOvnUuBdVb0F+GHEg40jgdSLXR+REWCdfOi7Tq4Hrgj2nHHTUAAjgeFVE0TECTwNnAt0A64SkW4i0lNExhy3NY98yHFlJH7WD5AHbPId5o5gjPFoJP7Xi4mMkQReJ/f59gclbhYuUtWpIpJ/XPIAYLWqrgUQkdHARar6EHBBZCOMb4HUD7AZb2OxgPj6YyfiAqyXpZGNLj4FUicisgz4B/C5qs4P9pzxfpHl8t1fpuD9Byi3poNFJEtEngP6isg94Q7O1Fg/7wOXicizxNbUEvGi2nqx6yOqarpW7gTOBEaIyG3BFh43dxQ1qG4ZqBrfQFTVPUDQv2wTsGrrR1WLgRsiHYw5qqZ6sesjemqqkyeBJ+taeLzfUWwGWlf5ngdsjVIs5vusfmKT1UvsCWudxHtDMQfoJCLtRCQRuBL4OMoxme9Y/cQmq5fYE9Y6iZuGQkTeAr4GuojIZhG5SVUrgTuAscAy4G1VXRLNOOOV1U9ssnqJPdGok3oxKaCIDAeeAJzAS6r6jyiHZIwxcSPmGwrf88ErgbPw9sPNAa5SVXsUzxhjIqA+PPUU8DPb2dnZmp+ff0xacXExqampQaVFQqjOG0w5/uY50XG17a9pnz91EK06CeW5Ay0n1uskkBhDLR6vFX/rqi6/m3nz5u3W+rpmNjACb3fTke/XAv+pLU9BQYEeb9KkSUGnRUKozhtMOf7mOdFxte2vaZ8/dRCtOgnluQMtJ9brxJ9zh0s8Xiv+1lVdfjfUst52feh6uhw4R1Vv9n2/Fhigqnced9ytwK0AOTk5BaNHjz6mnKKiItLS0oJKi4RQnTeYcvzNc6Ljattf0z5/6iBadRLKcwdaTqzXSSAxhlo8Xiv+1lVdfjfDhg2bpzUto1pTCxIrG3AqMLbK93uAe2rLE+wdxY6DJfrZuInq8Xhqa3jDIh7/Sqop3e4oYr9O/Dl3uMTjtRLtO4r6MEZx9PlgYAve54OvDseJfvziLFbtPEzCxM9pnOKicUoijRt5fzZJcZGVlkRWaiJZaYk0TU0kOy2JrDTvT5czbp40NsbEmZhvKFS1UkSOPB/sBF7RMD2z/YsfdGLa/CVktWzNvsMVHCgpZ19xBVv2l7Boy372FpdT4a6+q65paiLN0pJonpFEs3Tv1jIjmZaNG9EyM5kWmclkpybhcFT3pr0xxsSumG8oAFT1M+CzcJ/nwt6tSN+3ksLCrjXFwaGySvYUlbO3uIw9ReXsLipn16Eydh4qZeehMnYdKmPtrmJ2Hir9XqPicgo5GcnkNm5EXpMU8po0onVT7889JR7cHsVpDYkxJsbUi4YiVogIGckuMpJdtMuu/RE0j0fZe7ic7QdK2XaglO0HSth6oJRt+0vYsr+E6at3s+NQKVWfJbhn2he0yUohPyuV9s1Syc9KJT87hQ7N0mienoSINSLGmMizhiJMHA4hOy2J7LQkeuRmVntMWaWbrftL2bzvMBNmLiApO491u4pZv6eYqat2UV7pOXpsRnICnXPS6ZSTTqfmaXTOSadzizSapydH6j/JGBOnrKGIoqQEJ+2yU2mXnYp7i4vCwpOO7vN4lK0HSli/+zBrdhWxcschVu0o4vPF23jrcMXR47LTkujeKsO3ZVJ82IPHozYWYowJGWsoYpTDIb5xjBQGdco+mq6q7CoqY/WOIpZvP8SSrQdZsvUA01fvptLj7cf6y6wv6dU6k5PbNKFvm8b0ad2EpqmJ0fpPMcbUc9ZQ1DMiQvP0ZJqnJ3Nax+8akNIKN6t2FPH+pNmUp7Vgwab9PDN5DW5f45GflULfNk3on9+Uge2b0i471cY8jDF+sYaigUh2OemZl8me1i4KC3sCcLi8kkWbD/DNpv18s3Ef01bv5oNvtgDQPD2Jge2zGNg+C0exx/uavjUcxphqWEPRgKUkJnBK+yxOaZ8FeLut1u85zMy1e5i5dg9fr9nDxwu9i2A98e1EhnZuRmGXZpzeMZv0ZFc0QzfGxBBrKOKIiBwdPL9qQJujDcdrn89ghzTm02+3MXrOJhIcQkHbJhR2ac6wrs3okpNudxvGxDFrKOLYkYajsLWLwsICKtwevtm4n0UEAY0AABw0SURBVMkrdjJ5xS7++cVy/vnFcvKzUhjeoyXNy9wMtS4qY+KONRTmKJfTwYB2TRnQrin/N7wrOw+WMn7ZTj5fvI2XvlpLpUd5adlEzunRgnN7tKRf2yb2GK4xcSDmpxkPhIhcCFyYm5t7y6hRo47ZZ1Mn1y1PcYUyc2Mxiw8ksGi3m0oPZCULp7ZK4LRWCbRKc9g04yEsx6YZr1msXyv+HGfTjMfAZgsXhSfPkeMOlVboh99s1p+8PEvb3T1G2941Rn/41Fd678gvdU9RWUDnsGnG63a8TTMe2XJsmnFj/JSWlMBFfXK5qE8uOw+W8vHCrbw3fwujlpUz+m/jObt7Dtec0pZTO2TZeIYxDYA1FKZOmmckc/Pg9tw8uD2vfzKRDdKCd+dv5rNF22nfLJUfn9KWESfnRTtMY0wdBNRQiEge3oWDBgOtgBJgMfAp8LmqemrJbhq41ukOri3sxu/O6cJni7YxauYG/jJmKQ9/sZz+OQ6yOx2ocYJEY0zs8ruhEJFXgVxgDPBPYCeQDHQGhgP3isjdqjo1HIGa+iPZ5eTSk/O49OQ8lm49yKhZG3hv7kYueGoap3XI4tYh7RnauZl1SxlTTwRyR/FvVV1cTfpi4H0RSQTahCYs01B0a5XB3y/pyaC03WxOasMr09Zz/atz6NoinVsGtyfT03CeujOmofJ7oecaGomq+8tVdXXdQzINUYpLuHVIB6b+3zD+fXlvVOG37yzk91NKeHHqWkrK3dEO0RhTg4AHs0VkEXD8n4EHgLnAX1V1TygCMw1TYoKDywryuPTkXKas3MU/P5rH3z5bxvNT13Lb0PZcM7BttEM0xhwnmKeePgfcwJu+71f6fh4ERgIX1j0s09CJCIVdmsOARqTl9+Kx8Sv566feBuOsXGVghZtklzPaYRpjCK6hOF1VT6/yfZGITFfV00XkmlAFZuJHv/ymvHHzQGat3cPj41fx5vI9jH94ErcP68hVA2zYy5ho83uMooo0ETnlyBcRGQAceWe8MiRRmbh0Svss3rp1IHf1TyY/O5UHPl7CWY9NYfb2SrQBTTVjTH0TTENxM/CSiKwTkXXAS8AtIpIKPBTS6ExcOinLyf9uHcirN/QnOcHJMwvKuOzZGczbsDfaoRkTlwJuKFR1jqr2BPoAfVW1l6rOVtViVX079CGaeCQiDOvSnM9+OZgbeiSyeV8Jlz37Nbe9Po91u4ujHZ4xcSXghkJEckTkZWC0qu4XkW4iclMYYjMGp0MYmudi8u8L+c1Znflq1S7OenQKf/t0KYdKK6IdnjFxIZiup5HAWLxTeACsBH4VqoCMqU5KYgK/+EEnJv9+GCMK8nhp2jrO+PcUPvhms41fGBNmAa9HISJzVLW/iHyjqn19aQtUtU9YIgwsNluPoh7NsV9Tuj9z7K/d7+b1ZeWsO+ChcxMHPz4pkbYZoX+c1tajCCwtEuLxWql361EAk4EsYL7v+0BgSqDlhHOz9SjCkydaax/UlNft9ujo2Ru074Nfaru7x+j9Hy7S/cXltcYYKFuPIrC0SIjHa6U+rkfxG+BjoIOITAeaASOCKMeYOnE4hCv6t2F495Y8Om4Fr8/cwGeLtvPAhd24oFdLm3TQmBAJ5qmn+cBQ4DTgp0B3Vf021IEZ46/MFBd/vqgHH98xiJaZydz51jfcOHIOm/cdjnZoxjQIgUwzfmkNuzqLCKr6fohiMiYoPXIz+eDnpzFyxnoeHbeSsx6dym/P7sz1p+WT4AzmuQ1jDAQ2hceROZya472bmOj7PgzvuIU1FCbqEpwObh7cnuE9WvDHj5bw10+X8eGCLfzj0l62aJIxQQpkmvEbVPUGvDPHdlPVy1T1MqB72KIzJkh5TVJ4+bp+PH31yew4WMZFT0/nkbHLKau06cyNCVQw9+P5qrqtyvcdeFe5MyamiAjn92rJ+F8P5ZK+uTw9aQ3nPzmNbzbui3ZoxtQrwTQUk0VkrIhcLyLX4V0ve1KI4zImZDJTXPzr8t68ekN/issquezZGfz9s2WUVtjdhTH+COappzuA54DeeOd7ekFV7wx1YMaE2rAuzRn76yFc0b8NL0xdy7lPfMWc9TbRoDEn4ndDIVUeSlfVD1T1177tg+qOMSYWZSS7eOjSnrxx8ylUuD386Pmv+euYpXZ3YUwtArmjmCQid4rIMSvJiEiiiJwhIq8B14U2PGPC4/SO2Yz91RCuHtCGl6at47wnv7KxC2NqEEhDMRzvEqhvichWEVnqW49iFXAV8JiqjqxLMCLyOxFREcn2fS8UkQMissC3/bEu5RtTVWpSAn+7pCev3zSA0nI3lz07g39+YU9GGXM8v9+jUNVS4BngGRFxAdlAiaruD0UgItIaOAvYeNyur1T1glCcw5jqDO7UjC9+PYS/jlnKs5PXMGHZDv59eR965tl7F8ZAcE89oaoVqrotVI2Ez2PA/+F9T8OYiMpIdvHwiN68en1/DpRUcPEz03ls3EoqPfa/ozExMa+BiPwQ2KKqC6vZfaqILBSRz0XEXu4zYTWsa3O+/NVQfti7FU9MWMVfZpayYvuhaIdlTFQFvB5F0CcSGQ+0qGbXvcAfgLNV9YCIrAf6qepuEckAPKpaJCLnAU+oaqcayr8VuBUgJyenYPTo0cfstzn2654nltajiIR5Oyp5dXEppZXCJZ1cnNvOhSPIB/tsPYrQicdrpd6tR+FrWNoCZ/o+NwLSgynHl78nsBNY79sq8Y5TtKjm2PVA9onKtPUowpMn1tajiISPxk7U216fq23vGqOXPD1N1+w8FFQ5th5F6MTjtRLt9SiCWTP7FuBd4HlfUh7wYaDlHKGqi1S1uarmq2o+sBk4WVW3i0iLI+9miMgAvF1le4I9lzGBykgUnvnxyTxxZR/W7CrmvCe/4pVp6/DY2IWJI8GMUdwOnA4cBFDVVXhnlA2HEcBiEVkIPAlc6Wv5jIkYEeGiPrl8+eshnNYhmwfHLOXKF2ayfndxtEMzJiKCaSjKVLX8yBcRSSCETyr57ix2+z7/R1W7q2pvVR2oqjNCdR5jApWTkczL1/XjX5f3Ztn2gwx/YiqvTre7C9PwBdNQTBGRPwCNROQs4B3gk9CGZUxsEhFGFOQx7tdDObV9Fn/+ZClXvjiTDXvs7sI0XME0FHcDu4BFeJdC/Qy4L5RBGRPrWmQm88r1/XlkRC+WbTvI8Me9Yxduu7swDVAws8d6VPVFVb0c7+Oos2zcwMQjEeHyfq358tdDGNi+KQ+OWcqI52awaoe9d2EalmCeeposIhki0hRYALwqIo+GPjRj6oeWmY145fr+PH5FH9bv9j4Z9cT4VZRXeqIdmjEhEUzXU6aqHgQuBV5V1QLgzNCGZUz9IiJc3DeXcb8ZyvAeLXls/EoufGoaCzaFcpYbY6IjmIYiQURaAj8CxoQ4HmPqtey0JJ66qi8v/aQfB0oquPSZ6Tz4yVJKKq131tRffs8eW8WDwFhgmqrOEZH2eKcaN8b4nNkthwHtm/LPz5fz6ox1vJ8oeJpv47yeLbD1vUx9E8xg9juq2ktVf+77vlZVLwt9aMbUbxnJLv52SU/e/9lpZCQKt785n+tenWOP0pp6J+A7ChFJBm4CugPJR9JV9cYQxmVMg9G3TRMeODWZDYn5PDpuJWc9NpXbCztyW2F7khKc0Q7PmBMKZozidbyzwJ4DTME715M9D2hMLZwO4cZB7Zjw26Gc1S2Hx8avZPjjXzF+6Q7s6XIT6wKeZlxEvlHVviLyrar28q12N1ZVzwhPiAHFdiFwYW5u7i2jRo06Zp9NnVz3PPE2zXgoz318OYt3V/LGsnK2FSvdsxxc3TWJ3HRHjccHG59NMx7acmyacf+nBZ/t+zkV6IF3SdS1gZYTzs2mGQ9PnnicZjyc9VJe6dZXpq3Vng98oe3v+VTv+2CR7ikqC+i8Ns14ZMuJ12nGg3nq6QURaQLcD3wMpAF/DKIcY+Kay+nghtPbcXGfXB4bv5I3Zm3kowVb+NWZnWljU4GYGBJwQ6GqL/k+TgHahzYcY+JPk9REHryoB9cMbMtfxizlwTFLyW4k3JO5mYv75uJ02OO0JrqCeeopCbgMyK+aX1UfDF1YxsSfzjnp/PfGAUxdtZs/vjuX376zkOenruG3Z3fh7G459v6FiZpgnnr6CLgI75KlxVU2Y0wdiQhDOzfjgVOTefrqk6l0Kz99fR6XPDODGat3Rzs8E6eCGaPIU9XhIY/EGHOUQ4Tze7XknO45vDd/M4+PX8XVL81iQLum3DGsI4M7ZdsdhomYYBqKGSLSU1UXhTwaY8wxEpwOrujfhov65PLmrI28MHUtP3llNr3yMrl9WEdc9g6GiQC/GwoRWYR3ydME4AYRWQuUAQKoqvYKT4jGmGSXkxsHtePHA9vw/vwtPDt5DT99fR55acKhJls4v2dLEpzB9CQbc2KB3FFcELYojDF+SUpwctWANlxekMeYb7fx8KcL+eXoBTz8xQquO60tV/RrQ2aKK9phmgYmkIZiB3Ab0BHvMqgvq2plWKIyxtQqweng4r65ZOxfSUXzk3hl2jr+/tlyHhu3issKcrn+tHZ0bB6dt9lNwxNIQ/EaUAF8BZwLdAN+GY6gjDH+cYhwTvcWnNO9BUu2HmDk9PW8PXczo2ZuZHCnbArSKxnk9li3lKmTQBqKbqraE0BEXgZmhyckY0wwurfK5JHLe3P3uV15c9ZGXp+5ga9WlfHW6olcdnIeP+rXmvzs1GiHaeqhQBqKiiMfVLXSHs0zJjZlpSVx5w86cVthB558dyJLSjJ5bsoanpm8hlPaNeWK/q05t0fLaIdp6pFAGoreInLQ91mARr7vR556ygh5dMaYoLmcDgpyEvhtYX+2HyjlvfmbeXvuJn7z9kL++NESemWBttjJoE7ZuKxrytTC74ZCVW2FFWPqqRaZydw+rCM/G9qBWev28sE3m/lkwWZuGDmHxikuzu3Rggt7teKU9lnRDtXEoIDXo4hlth5F/Zpjv6b0eFiPIlTH16VO9h0sYn1pMrO2VfLNTjdlbshIFHo08TAgN5luWU4SnVJjOXatBH9cg1+Poj5sth5FePLYehSRKyfSdXK4rFLHLNyqPxs1V7v8YYy2vWuMdrnvM71p5BwdPXuDfvjFxKBjDLV4vFbq43oUxpgGplGik/N7teT8Xi0ZN3ESSXk9mLBsB+OX7WT8sh0I8OLKrzi9YzaDOmbTP79ptEM2EWQNhTHmGC6HMKRzM4Z0bsaffqgs336IFz+byZbKBF6Zto7np6wlMcFBx0xYympObZ9Fj9xMGxBvwKyhMMbUSEQ4qWUGP+yQSGHhqRSXVTJ7/V6mrdrN2AXrefiLFQAkuxz0bd2E/vlN6JfflL5tGpOebFOJNBTWUBhj/JaalMCwLs0Z1qU5g9N20q1gIHPX72PO+r3MXb+P/0xajUfBId6FmHrnNaZX60x65TamS4t0EhPsrqM+sobCGBO05unJnNezJef19L7AV1RWyYKN+5m9fi8LNu1n7NLt/G/uJgASnQ5OaplOz7xMurbI4KSW6XTOSbc7j3rAGgpjTMikJSUwqFM2gzplA96nKjfvK2Hh5v0s2nyAbzcf4KNvtjKqbOPRPK2bNqJriwy6tkinY/M0OjRLo32zVFIS7Z+nWGE1YYwJGxGhddMUWjdN4YJerQBv47Flfwkrth9i+fZDLNt2kOXbDzFh2Q48VV7rym3ciPbNUunQLI38rBTaZqXSJiuFCk/DefervrCGwhgTUSJCXpMU8pqk8IOTco6ml1a42bDnMGt2FbF2VxFrdhWzZlcR78zdRHG5+7v8QMtZE2iTlULrJinkNmlEq8aNyPVtLTKTSXbZRBKhZA2FMSYmJLucdGmRTpcW6cekqyq7i8rZuLeYDXsOM2XeUhwZWWzYU8zUVbvYeaiM4yeYyE5LJCcj2bclHfM5O8272Z2J/6yhMMbENBGhWXoSzdKTKGjblKYHV1NY2Ofo/rJKNzsOlLF5/2G27i9l6/4Sth0oYcfBMrYfKOXbzfvZXVRebdkZU8eSne5tOLJSE2mSmkjTFN/PVBeNUxJpkpJIZiMXmY1cuOO0cYmJhkJEegPPAWnAeuDHqnrQt+8e4CbADfxCVcdGK05jTOxJSnDSJiuFNlkpNR5TXulhV1EZOw6WsvtQGbuLypmzaDnpzVqxu6iM3YfKWb2ziH2Hy9l3uKLWBiF9ylgyU1xkJLtIT04gPdlFRnIC6ckJZDRykZaUwJaNFez/ZgupSQmkJjlJS0rwfk5MICXJWe8anJhoKICXgN+p6hQRuRH4PXC/iHQDrgS6A62A8SLSWVXdtZRljDHHSExwHB3DOKJVyVoKC3t871iPRzlUWsnew+XsLS7nQEk5B0oq2H+4goXLVtG4eS4HSyo4WFrBwdJKtuwvYVlJBYdKKygqqzw6IP/fpQtqj2nC56QkOUlxOWmU6CTZ5aSRy0lJUQlvbJxLI5eTZJeDpAQnu7aXMa98BUkJDpJdTpISvOmrt1ZSsmgbib7vK/a6GexRnI7QrhcUKw1FF2Cq7/M4YCxwP3ARMFpVy4B1IrIaGAB8HZUojTENnsMhZKa4yExx0e64FQEnV2ygsLB7jXlVlcPlbsZNmkrPggEUl1VSVFZJcZmb4rJKDpe7OVxeyZIVq8nJbUNJeSXF5W5KK7xbSYWb/W7YvK+EkvJKSis8lFV6847dsPp7YzEAfDv/mK83/LDhNhSLgR8CHwGXA6196bnAzCrHbfalGWNMzBERUpMSaJzsoEOzmqf7nuzeSGFh1+r3TZ5MYeHg76UNHTqUCrdSVummtMJDudvDV9O/pk9BP8orPZRVepgz7xtcztCvPhqx9ShEZDzQoppd9wIrgCeBLOBjvGMRWSLyNPC1qo7ylfEy8JmqvldN+bcCtwLk5OQUjB49+pj9th5F3fPYehSRKyfW6ySQGEMtHq8VW4/iuA3oDMz2fb4HuKfKvrHAqScqw9ajCE8eW48icuXEep34c+5wicdrJdrrUcTEDF0i0tz30wHch/cJKPDeXVwpIkki0g7oBMyOTpTGGBOfYmWM4ioRud33+X3gVQBVXSIibwNLgUrgdvXjiad58+btFpENxyVnAgf8SMsGdgcYfyhUF0ukyvE3z4mOq21/Tfv8qZdo1Ul1sUSqnFivE7BrpS7HBVov/tZVXeqkbY17arrVaGgb8IKfaTXefkU6vkiV42+eEx1X2/6a9vlTL9Gqk2jWS6zXSTTrJR6vFX/rKlx1EhNdTxHyiZ9p0RKqWIIpx988Jzqutv017bN6qdvxVieRLSda9RJIXYVcxJ56qi9EZK7WNPJvosLqJDZZvcSecNVJPN1R+OuFaAdgvsfqJDZZvcSesNSJ3VEYY4ypld1RGGOMqZU1FMYYY2plDYUxxphaWUMRABFpLyIvi8i70Y4lnolIqoi8JiIvisiPox2P8bLrI/aIyMW+6+QjETk72HLipqEQkVdEZKeILD4ufbiIrBCR1SJyd21lqOpaVb0pvJHGpwDr51LgXVW9Be+swyZMAqkXuz4iI8A6+dB3nVwPXBHsOeOmoQBGAsOrJoiIE3gaOBfohncqkW4i0lNExhy3NY98yHFlJH7WD5AHbPIdZotYhddI/K8XExkjCbxO7vPtD0qszPUUdqo6VUTyj0seAKxW1bUAIjIauEhVHwIuiGyE8S2Q+sG7LkkesID4+mMn4gKsl6WRjS4+BVInIrIM+AfwuarOJ0jxfpHl8t1fpnCChZFEJEtEngP6+tbyNuFVU/28D1wmIs8SW1NLxItq68Wuj6iq6Vq5EzgTGCEitwVbeNzcUdSguqWganwDUVX3AEH/sk3Aqq0fVS0Gboh0MOaomurFro/oqalOnsS7KFydxPsdxWa+W3YVvN0ZW6MUi/k+q5/YZPUSe8JaJ/HeUMwBOolIOxFJBK7Eu1iSiQ1WP7HJ6iX2hLVO4qahEJG3gK+BLiKyWURuUtVK4A68S6wuA95W1SXRjDNeWf3EJquX2BONOrFJAY0xxtQqbu4ojDHGBMcaCmOMMbWyhsIYY0ytrKEwxhhTK2sojDHG1MoaCmOMMbWyhsLUGyLiFpEFVbb8aMcUSiLSV0ReqmMZI0VkRJXvV4nIvXWPDkTkDhGxqVPiULzP9WTqlxJV7VPTThFJ8L14VF/9Afjr8Yl1/O8aTgjm+vF5BZgOvBqi8kw9YXcUpl4TketF5B0R+QT40pf2exGZIyLfisifqxx7r29hl/Ei8paI/M6XPllE+vk+Z4vIet9np4g8UqWsn/rSC3153hWR5SLyhoiIb19/EZkhIgtFZLaIpIvIVyLSp0oc00Wk13H/HelAL1Vd6Pv+JxF5QUS+BP4rIvm+cub7ttN8x4mI/EdElorIp0DzKmUK0AeYLyJDq9yJfeM7X22/q5/40haKyOsAqnoYWC8iA0JRd6b+sDsKU580EpEFvs/rVPUS3+dT8f4ju1e8yz12wjs/vwAfi8gQoBjv/Dd98f5/Px+Yd4Lz3QQcUNX+IpIETPf9w42vnO54J16bDpwuIrOB/wFXqOocEckASoCX8K4w9isR6Qwkqeq3x52rH7D4uLQCYJCqlohICnCWqpaKSCfgLV+eS4AuQE8gB++aEK9UiXGhqqqvUbxdVaeLSBpQWsvvag9wL3C6qu4WkaZVYpoLDAZmn+B3ZxoQayhMfVJT19M4Vd3r+3y2b/vG9z0N7z+G6cAHvr+KERF/Jkw7G+hVpc8/01dWOTBbVTf7yloA5AMHgG2qOgdAVQ/69r8D3C8ivwduxLtC2fFaAruOS/tYVUt8n13Af3x3Jm6gsy99CPCWqrqBrSIysUr+4cDnvs/TgUdF5A3gfVXd7Gsoqvtd9ca71Oxu33/H3ipl7gS6Vv/rMg2VNRSmISiu8lmAh1T1+aoHiMivqHmtkUq+64ZNPq6sO1V17HFlFQJlVZLceK8lqe4cqnpYRMbhXQXuR3jvBI5Xcty54dj/rl8DO/D+I+4ASqueorr/KLyNwGW+GP7h65o6D5gpImdS8+/qF7WUmeyL1cQRG6MwDc1Y4EZf9woikive9c6nApeISCNf//yFVfKsx9vNAzDiuLJ+JiIuX1mdRSS1lnMvB1qJSH/f8ekicuSPsZfwDirPOe4v9COWAR1rKTsT792KB7gWcPrSpwJX+sZTWgLDfOfOBBJ8iwkhIh1UdZGq/hNv91FXav5dTQB+JCJZvvSqXU+d+X4XmWng7I7CNCiq+qWInAR87RtfLgKuUdX5IvI/vOtsbwC+qpLtX8DbInItULXr5iW8XUrzfQPDu4CLazl3uYhcATwlIo3w/uV9JlCkqvNE5CA1PDGkqstFJFNE0lX1UDWHPAO8JyKXA5P47m7jA+AMYBGwEpjiSz8LGF8l/69EZBjeu5+leNdQLqvhd7VERP4GTBERN96uqet95ZwO/BkTV2yacROXRORPeP8B/1eEztcKmAx09d0VVHfMr4FDqlqndyl8Zb0EvKSqM+taVpUy+wK/UdVrQ1WmqR+s68mYMBORnwCzgHtraiR8nuXYsY+gqerNoWwkfLKB+0NcpqkH7I7CGGNMreyOwhhjTK2soTDGGFMrayiMMcbUyhoKY4wxtbKGwhhjTK2soTDGGFOr/wfaIrR3gxdbigAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#%matplotlib notebook \n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy.signal import lsim\n", "import control as ctl\n", "from control import (TransferFunction)\n", "\n", "plant_tf = TransferFunction(1, [0.5,1])\n", "plant_tf\n", "\n", "plt.figure(1)\n", "plt.title(\"Bode plot\")\n", "ctl.bode_plot(plant_tf)\n", "plt.show()\n", "\n", "plt.figure(2)\n", "plt.title(\"Nyquist plot\")\n", "ctl.nyquist_plot(plant_tf)\n", "plt.show()\n", "\n", "plt.figure(3)\n", "plt.title(\"Nichols plot\")\n", "ctl.nichols_plot(plant_tf)\n", "plt.show()\n", "\n" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }