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@ergoithz
Last active January 26, 2018 21:49
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7421c945f8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7421f26438>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420ad72b0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420e95198>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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YrGT58k8xY0YbJ0/+hEikx+2QUmrUya+qW1X1IlWdpKqTgCPA5ara4nh0LopGw5w8+Tjjx+/mwx/+NBUV49wOyaSBz+fnhhvu4eqrx9HW9j36+o67HVLKjORU38PAG0CDiBwRkU+mPix39fe3c+rUD5k3z8stt9xPIBB0OySTRh6Ph3nzlnL77R8gFHqAzs5dboeUEonW8Bv8/iTHoskAvb1N9PQ8zNKli200P8dNnPg+7rqrkmee+Rltba2Uly92OyRH2cjVID09hwmFHmLFiluZOfMqS3xDRcU47rzzU1RVbaC1dc2YukmIJf8g/f2PsGLFhxg3bqbboZgMUlhYwm233U9NzQ5aW190OxzHZHXyjxs3CRFxZJkyZQorVnyY2trpbv9aJgP5/cXceuv9jBv3Dj5foWOfOxFh3LhJrvxOWT2xx4m6e93d+4lGH2PWrCZqaqY4FJkZiwoKCrn55o9z9OhDwJeoqPigI4eGbtUEzOo9f7J6eg4RiTzGihUfpazM7hdnLsznC3DttddSV7ef1taX3A4nKTmb/L29RwmHf8aKFR+munqS2+GYLJKfn8+yZb9HTU0jra1r3Q4nYTmZ/H19J+jt/SnLl6+gpmaq2+GYLOT3F3HrrR+nsnIzp0+vczuchORc8g8M9NLR8TDLli2lttZqupnExQYBfw+//9d0d7/jdjijllPJrxqltfVxrrqqgcmT57kdjhkDiorKuOWWjxAO/5xw+JTb4YxKTiV/a+sLzJgB8+bZHXKMc6qrJ3LjjTfQ3v4IAwMht8MZsZxJ/tOnN1JVtZvrr7/LpuQax02dOp9FiybR2vpzVKNuhzMiCdXwE5GvicgWEdkkIs+LSF1qw0xOT89hvN7VLFt2Nz5fwO1wzBi1YMEypk4NZ80pwJHsAh8Alp3z2j+r6vtUdS7wS0ZY2MMN/f0d9PY+yi23fIiSkuwsJmKyg8eTxw03fJSKiu20t291O5wLSqiGn6p2DHpaRIbW8YtG+zl9+hE+8IEr7bJdkxYFBYUsW3Y3Hs+z9PYedTuc80r44FdE/kFEDgP3cp49v4h8RkTWi8j6EydOJLq5hLS1rWbOnApmzhxbUzFNZisrq+Hmm2+nq+txotGw2+EMK+HkV9UvqWo98BDwufOs50oNv+7uAwSDO7jiilttaq5Ju3HjLmHu3Am0ta12O5RhOTHs/RDwYQfacUw0Gqan5ymWLLnNBviMaxYtWkZJyS66uw+4HcqQEkp+ERl8AL0CyKg6R21tLzJ37gTq6hrcDsXkMJ8vwJIlt9HT81RGdv8TreH3dRHZJiJbiN21589SHOeInenuL1p07gkKY9KvtnZGxnb/E63h94MUxJK0M939O++07r7JHIsWLePAgW/T3X0pRUWT3A7nXWPqUjfr7ptMlKnd/zGT/NbdN5mstnYG8+ZlVvd/TCS/apTe3lXccMOt1t03GWvhwmUUFe0gFGp2OxRgjCR/e/tmJk8utO6+yWg+X4DFi6+jqyszKgBnffJHoxEGBtZwxRVL7WIek/GmTp1PZeUpurv3ux1K9id/e/tvmDmzlsrKerdDMeaCPJ48Fi++gZ6e1a7fACTrk1/1NebPv8HtMIwZsfr6WdTVDdDV5e61cVmd/Hl5ecyZM53S0ovcDsWYERMRrrpqCX19L7pa+CNrk7+zs5P6+nrmzv2A26EYM2oXXzyNKVOKaW/f5FoMWZv8a9euZdGiRRQWlrodijGjJiIsWrSUSGSNazEkWsbrn0VkV7yU15Mi4ujtbkZyD74vfOELTJs2zcnNGpNWlZXjufTSOvLyfK7c028k9+p7APgW8ONBr70A/I2qRkTkG8DfAH/lVFAXugffyZPPs3ixkJ//mlObNMYVc+ZcR3V1BVdccRSR8++Lnb6nX6JlvJ5X1Uj86ZvAeEejOo9otB+PZxPTpy9I1yaNSZmKijqmTJlCd/fetG/biWP+TwDPOtDOiHR0bGfq1HEUF5ena5PGpNTs2bPp63sr7dtNKvlF5EtAhFg1n+HWcbSG38DAW8yevTDpdozJFNXV1QQCRwmHWy+8soOSKeB5P3AbcK+e51IlJ2v49fYepaysm5oaG+gzY0fsepW5dHa+ndbtJlrGaxnwl8ByVe1xNqThdXevZ968BXbHHTPmzJixAJGNRKP9adtmomW8vgUEgRfid+35TorjZGCgl/z8nXaDTTMmFRdXMGVKHZ2dO9K2zawp49XevonZs2fg9xele9PGpMXs2Qt5551fA3PSsr2s6D+rKqrrueQSG+gzY9fFF0+npKSTUKglLdvLiuQPh09QWjpARUXaLicwJu08Hg+XXTaL7u6d6dleWraSpK6uRmbMaLBiHWbMq69vQKQxLdvKiuQXaWTCBCvRZca+iorxBAIdhMOnU76tjE/+SKQLn+8k1dUT3Q7FmJTzeDxMnz6D7u7dqd9WyreQpK6u3UybNhWPJ8/tUIxJi4kTZxCNpr7rn/HJPzDQyKRJ1uU3uaOmZipe7xEGBvpSup2MTv7YDL4D1NZOv/DKxowR+fkFTJxYn/KZfhmd/N3d+xg/vtZuxGFyzrRpDfT3p7brn9HJ39fXyPTp1uU3uae2tgHYk9ICnxmd/B7PIWpqJrsdhjFpV1hYQkVFEX19yU+DH06iNfw+IiLbRSQqIikpqTMw0EdeXjslJVaW2+SmurpaQqGmlLU/kj3/A8C5t77dBtwJrHU6oDP6+lq46KIam75rctbFF9cxMJC6m3qOZFbfWhGZdM5rO4GUXm4bCjVRV1ebsvaNyXTl5bWIbE9Z+ynfrSZaxku1merquhRGZkxmKyurBY6lbNAv5cmfaBkvkSbKyy35Te7Kzy+gvLw0ZYN+GXtAHRvsS67mnzHZLpWDfhmb/DbYZ0xqB/0SquEnIneIyBHgKmCViPzK6cBssM+YM4N+qdnzJ1rDD+BJh2N5l9/vp6rq4lQ1b0zWKCurRfUY56mOn7CM7FcHAgG7+64xxAb9fD4P0WjI8bYzMvl9Ph9+f9DtMIzJCMXFQSKRLsfbzcjkz8/PJxCw5DcGziR/p+PtZlzyRyIR8vPzbRqvMXHBYHFuJH9nZydFRUVWqdeYuNLSHNnzd3V1UVRkd+Ux5ozCwiCQA8f8nZ2dBIN2vG/MGYFAEJEc2PN3dnZSUlLidhjGZAy/vxjIgeTv6uqy5DdmEL8/iEgOdPt7e3vxei944aExOcPnC6Da63i7GZf80WjUJvQYM0jshjXOz+lPtIZfhYi8ICJ74v+WOxXQwMCAneYzZhARD6oDjrebaA2/vwZeVNXpwIvx546IRqOW/MYMEusJu7DnV9W1QOs5L68AfhR//CPgQ04FZMlvzNlEXEr+YdSo6pkKAy1AzXArJlrDzxiTWkmPrGlsovGwk41HW8PP4/GkZO6yMdkqVsDT+UHwRFs8JiK1APF/jzsWkCW/MWeJHQpnTvI/DdwXf3wf8JQz4VjyG3Mu1/b8Q9XwA74O3Cgie4Cl8efOBGTJb8xZUpX8ydTwW+JwLECsfl8kEklF08ZkpXA4BPgdbzfjLqUrLi6ms9P5SQzGZKtQqBORYsfbzbjkDwaDdHR0uB2GMRkjFOpC1flp7hmZ/LbnN+a3QqHO3Ej+4uJiurqcn75oTLbq7u5ENUe6/d3d3Tbib0xcR0cnXm8O7Pl9Ph/hcJj+/j63QzEmI3R2duVG8kOsfHcoZMf9xgB0deXInh8gHA7T22vJbwycSf4cOOYHCIVC9Pba6T5jIpF+QqEweXmFjredkcnf09NDa+sxt8MwxnXt7ccQqU5JjYuMTH6ApqbmC69kzBh3+nQzqnUpaTup5BeRPxORbSKyXUQ+71RQAC0tzXa6z+S8Y8ea8HhqU9J2wskvIrOATwOLgDnAbSIyzanA+vsDdHWdWz3MmNxy9Ggzfn/m7fkvAdapao+qRoBXgDudCQtUa2lra3KqOWOyTiTSz6lTpygoGLZKXlKSSf5twLUiUikihcAtQP25KyVaw0+1jpMnLflN7mpvP4ZqJR5Pam5ik3Dyq+pO4BvA88BzwCbgPcXFR1vD74xAoM4G/UxOS+VgHyQ54KeqP1DV+ap6HdAG7HYmLCgoqLVBP5PTUjnYB8mP9l8U/3cCseP9nzoRFIDXW2iDfianpXKwD0ZQxusCnhCRSqAf+GNVPe1ATO+KRus5ceIAwWClk80ak/H6+no4daqN0tLUDPZBksmvqtc6FchQ8vNn8M47W5kyZX4qN2NMxmlp2UM0Ojllg32QwVf4ARQXT2P//oNEIv1uh2JMWu3b10heXkNKt5HRyZ+XF2BgoI7jx/e5HYoxaTMwEOGdd/ZRXDwjpdvJ6OSPaeDgwUa3gzAmbU6ePEg4XI3XW5TS7WR88hcXz2D37kY75WdyxqFDjUBqu/yQBcnv81XQ01NEa+tRt0MxJuVUlcbGRoqLLfkBUG3gyBHr+puxr739GJ2defh8VSnfVlYkf2FhA42Nlvxm7Dt6tJFotCElxTvOlRXJ7/eP4+TJXjo6Rj4xyJhso6rs3LmdQCD1XX7IkuSPfQvOo7FxvduhGJMyp04d5vjxKIWFE9OyvaxIfoCSkvls2bKFSCTsdijGpMSOHW8hsiAtXX5IfmLPF+IlvLaJyMMi4vx9hOPy80sJhSZy8ODWVG3CGNeEQl3s3LmH0tK5adtmMmW8xgF/CixQ1VlAHnC3U4ENJRBYyKZNv7Fz/mbM2bdvI5HIpeTlpWz/+R7Jdvu9QEBEvEAhkNLSO4WFUzh2LEJr65FUbsaYtFJVNmxYT3HxwrRuN5lKPkeBbwKHgGagXVWfdyqwoYgIIgvYseOtVG7GmLQ6deoU7e1B/P7UFe4YSjLd/nJgBTAZqAOKRORjQ6yXUA2/4ZSWzmXHjt2EQt1Jt2VMJti5cyf5+end60Ny3f6lwH5VPaGq/cDPgcXnrpRoDb/h5OUFiEQuYf/+jUm3ZYzburpaaWxsJBi8LO3bTib5DwFXikihxM5NLAF2OhPW+RUXL2L9+nUMDLynXqgxWWXbttdoaWlJadGO4SS8RVVdJyKPAxuACLAR+K4TQdXVTWTlyvOf6wwEAlRVfYTL0v+FaYwjOjtPsWnTTqLRvAt+3iGWF05KtozXV4CvOBTLu44ePXDBdU6ePMnVV1/NkiW9+HwBp0MwJuU2bHgJ1atQDbty+jprrvA7V1VVFQcOHGD79lfdDsWYUWttbWL79kOUlV3pWgxZm/wA4XCYt97aQE9Ph9uhGDMqb721Go/n/Xg8+a7FkNXJDxCJXM6WLa+4HYYxI3bs2D727m2nrGyeq3FkffKXlV3Dpk076eg46XYoxlyQqvLmm6vx+W5AJM/VWLI++fPyAqguZsOGl9wOxZgLOnJkB4cPK8HgpW6Hkv3JD1BWdgU7dhzh1Cm75t9kroGBCK+//hKFhUvTNm33fMZE8ns8+eTnf5A1a55iYCDidjjGDGnbtlc4fryaoqKpbocCjJHkBwgGL6O5uYqtW9e4HYox79HaepTXX99ARcVtbofyrjGT/CJCefmtvPnmJivzbTLKwECEl19eSV7eMrzeYrfDedeYSX4Ar7eYvLxlvPzySuv+m4yxbdsrNDdXUVIyy+1QzjKmkh+s+28yy5nufnn5rRkxyDdYMvP5G0Rk06ClQ0Q+72RwCcZFefmtvPGGdf+NuzK1u39GMpV8GlV1rqrOBeYDPcCTjkWWBK+3GK93GS+9ZN1/455M7e6f4VS3fwnwjqoedKi9pAWDl9HSUsWWLS+7HYrJQadOHcnY7v4ZTiX/3cDDQ73hdBmvkYp1/2/j9de3c/jw9rRt15je3k6effZR8vOXZ2R3/4ykk19EfMBy4LGh3ne6jNdoeL1FFBffzXPPraKtrTmt2za5aWAgwurVj9DZuYBgMD233UqUE3v+m4ENqnrMgbYc5/dfDNzKM888QijU5XY4ZgyLTdr5BQcPllNefq3b4VyQE8l/D8N0+TNFSclldHTM5aWXHiUatbp/JjV27XqDjRuPU1m5ImOP8wdL9nZdRcCNxCr3ZrTy8ut5551CfvObVXbHH+O4lpa9vPzyG5SV3e1qgY7RSCr5VbVbVStVtd2pgFJFRKiqupP164+yd6/d9MM4p6PjJM8QN8yQAAAMqklEQVQ88ySBwEfIzy91O5wRG3NX+J2Px+OjtPRuVq9ey7Fj+9wOx4wB4XCI5557mEhkKYWFE9wOZ1RyKvkBfL5yCgruYtWqJ+wMgElKJNLPiy8+wsmT0yktdbckVyJyLvkBioomEY3extNPP0R7+3G3wzFZaGAgwksvPcK+faVUVNzkdjgJycnkBwgGL6Gv7yaefvpBq/9nRiUajfLKK4+ye7c/a0b2h5KzyQ9QWjqb3t4lPP30j+nt7XU7HJMFotEB1q9fz/btHqqq7kQke1MoeyN3SGnpXLq738+zzz5rPQBzXgMDEdaseZRXXnmFqqq7XK++m6z03x3QQSO5p99orFz5I5Yv/xhlZTWOtWnGhkiknzVrfsauXT56eyM8/bRz5/KdvgffSGX1nv/o0QOoqiMLQF/fTTz11IN2FsCcJRIJ8+KLP2XXrgBVVXe9e289p5aR3JsyFbI6+Z1WUjKL/v7b+PnPf0JTU6Pb4ZgM0NPTwapVD7B3bzlVVXdk9TH+ucbOb+KQYHAmeXn3sHLlKnbseNUuBc5hp04d5oknvkdz82VUVt4+phIfLPmHFAiMp6TkU7z00k5effXnRCL9bodk0mz//o08/vgjhMPLKS+/OmtP551PshN7ykTkcRHZJSI7ReQqpwJzW35+CZWV97N5s7Bq1Q/tTsA5IhqN8vbbz7Fq1asEAr9PcfF0t0NKmWT3/P8GPKeqM4E5wM7kQ8ocHk8+VVV30Nx8GU888T1OnTrsdkgmhcLhXlavfog33jhBRcWnKCiocjuklEqmem8pcB3wAwBVDavqaacCyxSxcmBXEw4v5/HHH2H//o1uh2RSoKPjBCtXfo+9ey+iqupe8vICboeUcsns+ScDJ4AfishGEfl+fH7/Wdyq4ee04uLpBAL3s2rVq7zxxlOEwyG3QzIOUFX27dvAo4/+kLa266isvGnMDewNJ5nf0gtcDnxbVecB3cBfn7uSmzX8nFZQUE1FxWfYsCGPxx77Ni0te90OySShp6edF154iGeeeYv8/PsoK5vrdkhplcwVfkeAI6q6Lv78cYZI/rEmL6+Aqqrb6O7exxNPPM3ll09m/vyb8Pn8bodmRkhV2b9/Iy+/vJpw+Eqqqq7O+kt1E5HMTTtagMMicqZE6RJghyNRZYGioimUl3/WegFZZvDe3uu9j4qK63Iy8SH5a/v/BHgoXr57H/D7yYeUPawXkD1sb/9eSSW/qm4CFjgUS9YqKpqC3/9ZNmx4gX37vs37338T48ZdMiYvDMlGHR0nWbfuORobuwkG76O42CZuQZbP6sskv+0F7Gflyl8xYcJrXHnlUi66aLLboeWsnp4OtmxZw8aNuxC5hqqqK3J+bz+YJb/DioomU1j4B7S0bOOxx55m+vQKFi5cSnl5rduh5YxwuJdt237N+vUbiUTmU1b2Jzlx3n60LPlTQEQoLZ2N6qXs37+BvXsfYtasSVx++Q0UF1e4Hd6YFYmEaWxcx7p1b9DbeymlpX9Efn7Q7bAyliV/ConkUVa2kGh0Dtu3v8nOnd9n7tzLmDPn/fj9mXsDx2wTjQ6wf/9GXnvtFTo7J1BS8kmKiirdDivjWfKngcfjo6LiOiKRBbz99q/ZvPlbzJo1k5kzF7odWlYLh8Ns376WjRvfpr29kqKie6iqqnM7rKxhyZ9GXm8hlZU3EYlcw5Ytm9i06TEikecpKFhBff0svN7suM2Tm1SVkycPsWPHWzz77E+pr7+K4uK7qaqyMZXRsuSPc7oe4Gjk5e0gEHiBOXPm0NCw0MYFhtDf38fBg1vYtOktjh+PIrKQQ4eaOXhwedpjcavmntMs+ePcqqMWu4fgvYTDbaxbt57f/OYHTJlSy6xZ86mpmZbTvQFVpa2tiT17NrF16zbC4cn4/TdTUTEJEXm3lp5JjCV/hvD5yqmsvJFo9AMcPLidd975DV7vSiZNmsi0aQ3U1s4gEBj7I9eRSD8nTuzn4MFGdu/eTXd3AaqXUVLyWYLBErfDG1Ms+TOMx+OltHQOMIeBgV4OHNjLnj2NeDwvUFtbyfTpDYwb10Bp6UVj5grCUKiL5uY97NvXyL59++nvvxhoIBi8n4oKG7VPFUv+DJaXF6C0dDYwG9UBWlsP8corjcDDlJbCjBkzqKmpp6yslmCwMmu+DEKhbtramuJd+r00N58gGp2K13sJRUXL8XoL3Q4xJySV/CJyAOgEBoCIqub8df6pIpJHUdFkioomo3oT4fAJ3nprD7ATkRfJz++lpuZi6urqqK6uy5gvhN8mejNNTU00NzfR1RUGaolG6wgErqe0dCIej+2H0s2Jv/gHVNXuc5VGIkJBwUUUFFz07muRSA8nTjRz+HAz534hXHRRNcFgkEAgiN9fjN8fe+zzFeLxJF7PRVXp7+8jFOokFOqit7eTUKiTrq4uWlvbaGk5O9F9vtn4/R+kvLzc9S8lY93+McPrLcTrnUpR0dR3XzvzhXD06CkGBroQOYxIJyKdqHYhEqKwsJDi4iDFxcX4fD48Hs+7S16eB1UlGo0yMHBmidDd3U1XVxddXZ0MDHgQKQaCqAaJRosRCZKfP94SPcMlm/wKPC8iCvynqn733BVE5DPAZwAmTJiQ5ObGHjevL8h2Y+V8u1uSTf5rVPWoiFwEvCAiu1R17eAV4l8I3wVYsGCBnZQ9h1vXFxiTVJlSVT0a//c48CSwyImgjDGpl0zd/iIRCZ55DHwQ2OZUYMaY1Eqm218DPBkfzPECP1XV5xyJyhiTcgknv6ruI3aLLmNMFsqNW5MYY97Dkt+YHGXJb0yOsuQ3JkdJOoshiMgJ4OAIVq0CnJwv4GR7mRxbpreXybGNlfYmquqI7oib1uQfKRFZ7+QMQSfby+TYMr29TI4tF9uzbr8xOcqS35gclanJ/57ZgRnUXibHluntZXJsOddeRh7zG2NSL1P3/MaYFLPkNyZHZVTyi8gBEdkqIptEZL0D7ZWJyOMisktEdorIVUm01RCP68zSISKfTzK+L4jIdhHZJiIPi4g/ibb+LN7O9kTiEpH/EpHjIrJt0GsVIvKCiOyJ/1ueZHsficcXFZFRnbIapr1/jv/fbhGRJ0WkLMn2vhZva5OIPC8iI77x31DtDXrviyKiIlKVRGxfFZGjgz5/t4w0tmGpasYswAGgysH2fgR8Kv7YB5Q51G4e0ELsgopE2xgH7AcC8eePAvcn2NYsYrUUConN1FwNTBtlG9cBlwPbBr32T8Bfxx//NfCNJNu7BGgA1gALHIjvg4A3/vgbDsRXMujxnwLfSaa9+Ov1wK+IXdw2os/2MLF9FfhzJz6/Z5aM2vM7SURKif0RfwCgqmFVPe1Q80uAd1R1JFcrno8XCIiIl1jiNiXYziXAOlXtUdUI8Apw52ga0Fj5tdZzXl5B7AuU+L8fSqY9Vd2pqo2jiesC7T0f/30B3gTGJ9lex6CnRcRqVCbcXty/An/pUFuOyrTkP1MQ9O144c9kTAZOAD8UkY0i8v14xSEn3A08nEwDGiuB9k3gENAMtKvq8wk2tw24VkQqRaQQuIXYHidZNaraHH/cQqyAS6b6BPBsso2IyD+IyGHgXuDLSba1AjiqqpuTjSvuc/HDkv8azSHYcDIt+a9R1cuBm4E/FpHrkmjLS6zr9G1VnQd0E+u6JkVEfMBy4LEk2ykntmedDNQBRSLysUTaUtWdxLq9zwPPAZuI3UjFMRrre2bkeWER+RIQAR5Kti1V/ZKq1sfb+lwSMRUCf0uSXyCDfBuYCswltrP438k2mFHJr84WBD0CHFHVdfHnjxP7MkjWzcAGVT2WZDtLgf2qekJV+4GfA4sTbUxVf6Cq81X1OqAN2J1kfADHRKQWIP7vcQfadJSI3A/cBtwb/4JyykPAh5P4+anEvtg3x+9sNR7YICIXJ9KYqh5T1QFVjQLfw4FiuRmT/E4XBFXVFuCwiDTEX1oC7Eg6ULiHJLv8cYeAK0WkUGKFEJcAOxNtLF4+HRGZQOx4/6cOxPg0cF/88X3AUw606RgRWUbseHq5qvY40N70QU9XALsSbUtVt6rqRao6SVUnEdsZXR7/XCYSW+2gp3fgRLFcJ0cPk1mAKcDm+LId+JIDbc4F1gNbgJVAeZLtFQGngFKHfue/J/YB2wY8CBQk0daviX25bQaWJPDzDxPrTvYT+6B+EqgEXgT2EDuDUJFke3fEH/cBx4BfJdneXuAwscOcTYxudH6o9p6I/19sAX4BjEumvXPeP8DIR/uHiu1BYGs8tqeB2mQ/f3Z5rzE5KmO6/caY9LLkNyZHWfIbk6Ms+Y3JUZb8xuQoS35jcpQlvzE56v8D/mPCk2SUQdEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420b086a0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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KyGQnA8sGqkpr60b8/uf51KceZtq0a90OyWRQIBDgvvu+xNy5bZw9+xOi0R63Q8qoUSe/qu5S1UmqOl1VpwMngSWq2uJ4dC6KxyOcPfskU6Yc4JOf/E3KymrdDsmMgfx8P7ff/hAf+1gtbW3fp7//tNshZcxITvU9DrwD1IvISRH5YubDctfAQDvnzv2AxYt93H33IxQWht0OyYwhj8fD4sWruPfeX6Gv74d0du53O6SMSLWG3+DPpzsWTRbo7W2ip+dxVq1aYaP5OW7atGv51KfKef75f6atrZXS0hVuh+QoG7kapKfnBH19j7F27T3Mm3ejJb6hrKyWBx74EhUVW2ltfX1C3TzEkj+pp+cYAwNPsHbtJ6itned2OCaLBAJFrFnzCFVVe2ltfWXCbAAs+YHu7sNEo//M2rWfpLp6jtvhmCzk94e4555HqK39gNbWFyfEBiDnk7+7+wjx+JN84hO/SlXVTLfDMVmsoCDAXXd9jrq6E7S2vjTuNwA5nfw9PceJRn/O2rWfobJymtvhmHEgP7+QO+/8LDU1R2htfdXtcNKSs8nf29tIJJLo6ldWTnc7HDOO5OcXsnr1r1NV1UBr60a3w0lZTiZ/f/8Zent/yn33raWqapbb4ZhxyO8Pcs89n6O8fAfnz29yO5yU5Fzyx2K9dHQ8zurVq6iutppuJnWJQcBfx+//Jd3dH7gdzqjlVPKrxmltfZIbb6xnxozFbodjJoBgsIS77/40kcjTRCLn3A5nVHIq+VtbX2buXFi8+A63QzETSGXlNO6443ba258gFutzO5wRy5nkP39+GxUVB7jttk/ZlFzjuFmzlnLdddNpbX0a1czdSdhJKdXwE5Fvi8hOEdkuIi+JSE1mw0yfz7eB1asfJD/fbuhoMmPZstXMmhUZN6cAR7IL/CGw+qL3/kpVr1XVRcAvgD91OjCndHR0UF1dzd13f4Kiokq3wzETmMfj5fbbP0NZ2R7a23e5Hc4VpVTDT1U7Br0MkqV1/AYGBnjiiSe444477LJdMyYKCgKsXv0gHs+/uh3KFaV88Csi/01ETgAPc5k9v4h8WUS2iMiWM2fOpLo6IFGLT0RG/AgGg6xfv57p06entV5jRqOkpIq77rqXSZMmj+r7KiLU1k4fszhTvmmHqn4T+KaI/DHwu8CfDbOcYzX8RlOLr7v7KHl5T/GZz3yFw4f/Ip3VGjNqtbVXcf31yzl//rcpLx95WfCxrPvnxLD3Y8AnHWjHMfF4hJ6eZ1m5co0N8BnXXHPNNRQV7ae7+6jboQwppeQXkcEH0GuBrKpz1Nb2CosWTaWmpt7tUEwOy8vLY+XKNfT0PEs8HnE7nEukWsPvz0Vkt4jsJFHC+2sZjnPEuruPEg7v5brrLj5BYczYq66ey6JFU2lr2+B2KJdItYbfoxmIJW0XuvsPPGDdfZM9rrtuNUePfpfu7qsJBqe7Hc6HJtSlbtbdN9koP78wK7v/Eyb5rbtvsll19VwWL86u7v+ESH7VOL29z3H77fdYd99kreXLVxMM7qWvr9ntUIAJkvzt7TuYMSNg3X2T1fLzC1mx4ha6ul5xOxRgAiR/PB4lFnud669fZXX2TdabNWsp5eXn6O4+4nYo4z/529vfY968asrL69wOxZgr8ni8rFhxOz09G1yv/juukz8W60P1LZYuvd3tUIwZsbq6BdTUxOjqcvfauHGd/O3tb7Nw4RyKiye5HYoxIyYi3HjjSvr7X3G18Me4Tf6BgU683s0sWvQrbodizKhNnjybmTNDtLdvdy2GcZv87e0bWbp0EYFAsduhGDNqIsJ1160iGn2deHzAlRhSLeP1VyKyP1nK6xkRKclsmB8VibTh9+9hwYKbx3K1xjiqvHwKV19dQ3v7ZlfWn2oZr5eBBap6LXAA+GOH47qsjo7NLFmymIKCwFiu1hjHLVx4C/H4e64c+6daxuslVY0mX74LTMlAbEOKxwfweLYzZ86ysVqlMRlTVlZDbW2Q7u5DY75uJ475fwMYs4JlHR17mDWrllCodKxWaUxGLVy4nP7+se/6p5X8IvJNIEqims9wyzhWww8gFtvMNdcsT7sdY7LFlCnzKSxsJBJpvfLCDkqngOcjwBrgYb3MpUqq+j1VXaaqyyor0y+dXVLSTVXV7LTbMSZb+Hx5LFy4iM7O98d0vamW8VoN/AFwn6r2OBvS8AoKCli8eJndccdMOHPnLkNk25iuM9UyXt8BwsDLybv2/H2G46S3t5fq6mq7waaZkEKhMmbOHNsbX2VlGa/a2uk0NR275P01a9bg9wczuWpjXHPNNcspL5807OzUmpppNDYedWx9Kdftz6SL6/OrKq2t32H27MMuRmVMZk2ePIeamiqWL9+B3z/5ks+druk/Lg6eI5EzFBfHKCoqcjsUYzLG4/Ewf/58urv3jc36xmQtaerqamDu3Hor1mEmvMmTJyPSMCbrGhfJL9LA1KlWostMfEVFRRQWdhCJnM/4urI++aPRLvLzz1JZOc3tUIzJOBFhzpy5dHcfyPi6sj75u7oOMHv2LDwer9uhGDMmpk2bSzye+a5/1id/LNbA9OnW5Te5o6pqFj7fSWKx/oyuJ6uTPzGD7yjV1XOuvLAxE0ReXgHTptVlfKZfVid/d/dhpkypthtxmJwze3Y9AwOZ7fpndfL39zcwZ451+U3uqa6uBw5mtMhHVie/x3OcqqoZbodhzJgLBIooKwvS35/+NPjhpFrD79MiskdE4iKSkZI6sVg/Xm87RUVWltvkppqaavr6mjLWfqo1/HYDDwAbnQ7ogv7+FiZNqrLpuyZnTZ5cQyyWuZt6jmRW30YRmX7Re/uAjF5u29fXRE1NdcbaNybblZZWI7InY+1nfLeaahkv1WYqK8d2frMx2aSkpBo4lbFBv4wnf6plvESaKC215De5Ky+vgNLS4owN+mXtAXVisC/9mn/GjGeZHPTL2uS3wT5jMjvol1INPxG5X0ROAjcCz4nIi04HZoN9xlwY9MvMnj/VGn4Azzgcy4f8fj8VFZeWMTIm15SUVKN6istUx09ZVvarCwsL7e67xpAY9MvP9xCP9znedlYmf35+Pn5/2O0wjMkKoVCYaLTL8XazMvnz8vIoLLTkNwYuJH+n4+1mXfJHo1Hy8vJsGq8xSeFwKDeSv7Ozk2AwaJV6jUkqLs6RPX9XVxfBoN2Vx5gLAoEwkAPH/J2dnYTDdrxvzAWFhWFEcmDP39nZaXfmMWYQvz8E5EDyd3V1WfIbM4jfH0YkB7r9vb29+HxZef9QY1yRn1+Iaq/j7WZd8sfjcZvQY8wgiRvWOD+nP9UafmUi8rKIHEz+W+pUQLFYzE7zGTOIiAfVmOPtplrD74+AV1R1DvBK8rUj4vG4Jb8xgyR6wi7s+VV1I9B60dtrgR8ln/8I+IRTAVnyG/NRIi4l/zCqVPVChYEWoGq4BVOt4WeMyay0R9Y0MdF42MnGo63h5/F4MjJ32ZjxKlHA0/lB8FRbPCUi1QDJf087FpAlvzEfkTgUzp7kXw98Pvn888CzzoRjyW/MxVzb8w9Vww/4c+AOETkIrEq+diYgS35jPiJTyZ9ODb+VDscCJOr3RaPRTDRtzLgUifQBfsfbzbpL6UKhEJ2dzk9iMGa86uvrRCTkeLtZl/zhcJiOjg63wzAma/T1daHq/DT3rEx+2/Mb82/6+jpzI/lDoRBdXc5PXzRmvOru7kQ1R7r93d3dNuJvTFJHRyc+Xw7s+fPz84lEIgwM9LsdijFZobOzKzeSHxLlu/v67LjfGICurhzZ8wNEIhF6ey35jYELyZ8Dx/wAfX199Pba6T5jotEB+voieL0Bx9vOyuTv6emhtfWU22EY47r29lOIVGakxkVWJj9AU1PzlRcyZoI7f74Z1ZqMtJ1W8ovI10Rkt4jsEZGvOxUUQEtLs53uMznv1KkmPJ7qjLSdcvKLyALgN4HrgIXAGhGZ7VRgAwOFdHVdXD3MmNzS2NiM3599e/6rgE2q2qOqUeAN4AFnwgLVatrampxqzphxJxod4Ny5cxQUDFslLy3pJP9u4GYRKReRAHA3UHfxQqnW8FOt4exZS36Tu9rbT6FajseTmZvYpJz8qroP+AvgJeAFYDtwSXHx0dbwu6CwsMYG/UxOy+RgH6Q54Keqj6rqUlW9BWgDDjgTFhQUVNugn8lpmRzsg/RH+ycl/51K4nj/p04EBeDzBWzQz+S0TA72wQjKeF3BUyJSDgwA/05VzzsQ04fi8TrOnDlKOFzuZLPGZL3+/h7OnWujuDgzg32QZvKr6s1OBTKUvLy5fPDBLmbOXJrJ1RiTdVpaDhKPz8jYYB9k8RV+AKHQbI4cOUY0OuB2KMaMqcOHG/B66zO6jqxOfq+3kFishtOnD7sdijFjJhaL8sEHhwmF5mZ0PVmd/An1HDvW4HYQxoyZs2ePEYlU4vMFM7qerE/+UGguBw402Ck/kzOOH28AMtvlh3GQ/Pn5ZfT0BGltbXQ7FGMyTlVpaGggFLLkB0C1npMnretvJr7u7m46O73k51dkfF3jIvkDgXoaGiz5zcR3+vRp4vH6jBTvuNi4SH6/v5azZ3vp7u52OxRjMkZV2bdvH4WFme/ywzhJ/sRWcDFHjx51OxRjMubcuRMcO3aMQGDamKxvXCQ/QFHRUnbs2EE0GnE7FGMyYu/ezZw5c2ZMuvyQ5uW9IvLvgS8BCuwCvqCqfekGVVMzjXXrLv0DBINBjh3bxaxZdrmvmVj6+rrYt+8gIvlDfvchkRdOSqeMVy3we8AyVV0AeIEHnQiqsfEoqnrJo7u7m+3b37Nz/mbCOXx4G9Ho1ahGhvzuqyqNjUcdXWe63X4fUCgiPiAAZLz0zqlTUVpbT2Z6NcaMmXg8ztatWwiFlo/petOp5NMI/DVwHGgG2lX1JacCG47IMvbu3Zzp1RgzZlpaDtLeHsbvz1zhjqGk0+0vBdYCM4AaICginx1iuZRq+A2nuHgRe/ceoK/PTvuZiWHXrs3k5Y3tXh/S6/avAo6o6hlVHQCeBlZcvFCqNfyG4/UWEo1exZEj29Juyxi3dXW1cvhwM+Hw/DFfdzrJfxy4QUQCkjg3sRLY50xYlxcKXceWLZtsnr8Z93bvfgvVJRkt2jGcdI75NwFPAltJnObzAN9zKK7L8vuraW+v4+DBTWOxOmMyorPzHNu376Ok5JIO85hIt3rvn6nqPFVdoKq/rqr9TgV2JUVFt/POO28TifSO1SqNcdTWra+ieiNeb6Er6x83V/hdrKCggt7eq9iz5023QzFm1Fpbm9iz5zglJTe4FsO4TX6A4uJb2bx5Kz09HW6HYsyobN68AY/nVjyePNdiGNfJn5dXRDS6hJ0733A7FGNG7NSpwxw61E5JyWJX4xjXyQ9QUnIT27fvo6PjrNuhGHNFqsq7724gP/92RLyuxjLuk9/rLUR1BVu3vup2KMZc0cmTezlxQgmHr3Y7lPGf/AAlJdezd+9Jzp2za/5N9orForz99qsEAqvGbNru5UyI5Pd48sjL+zivv/4ssVjU7XCMGdLu3W9w+nQlweAst0MBJkjyA4TD82lurmDXrtfdDsWYS7S2NvL221spK1vjdigfmjDJLyKUlt7Du+9utzLfJqvEYlFee20dXu9qfL6Q2+F8aMIkP4DPF8LrXc1rr62z7r/JGrt3v0FzcwVFRQvcDuUjJlTyg3X/TXa50N0vLb0nKwb5BktnPn+9iGwf9OgQka87GVyKcVFaeg/vvGPdf+OueDyeld39C9KZ1degqotUdRGwFOgBnnEssjT4fCF8vtW8+qp1/417Dh06lJXd/Quc6vavBD5Q1WMOtZe2cHg+LS0V7Nz5mtuhmBx07txJfvnLX2Zld/8CpyoIPAg8PtQHIvJl4MsAU6dOTWslw5X0vpyDByfxwAMPMG9eWqs2ZsR6ezv513/9GY2Npzh5Mjyqn3W6PPflpJ38IpIP3Af88VCfq+r3SBb5WLZsWVo1t1MpXdzS0sKKFSu49tpmSkvHtkCiyT2xWJQNG56gs3MZqgNZXWbeiW7/XcBWVT3lQFuOmzx5MkeOHOH555+gr6/L7XDMBJaYtPMvHDtWSmnpzW6Hc0VOJP9DDNPlzyYdHYt49dWfEY8pl7BLAAAM+ElEQVTH3A7FTFD797/Dtm2nKS9fm7XH+YOllfwiEgTuIFG5N6uVlt7GBx8EeO+957K6K2bGp5aWQ7z22juUlDzoaoGO0Ui3hl+3qparartTAWWKiFBR8QBbtjRy6JDd9MM4p6PjLM8//wyFhZ8mL6/Y7XBGbMJd4Xc5Hk8+xcUPsmHDRk6dOux2OGYCiET6eOGFx4lGVxEIpHc2a6zlVPID5OeXUlDwKZ577ina2prdDseMY9HoAK+88gRnz86huNjdklypyLnkBwgGpxOPr2H9+sdobz/tdjhmHIrForz66hMcPlxMWdmdboeTkpxMfoBw+Cr6++9k/fofW/0/MyrxeIw33vgZBw74x83I/lByNvkBiouvobd3JevX/xNdXa1uh2PGgXg8xsaNT7Jnj4eKigcQGb8pNH4jd0hx8SK6u29l3bofWg/AXFYsFuX113/Grl0xKio+5Xr13XTlfPIDlJQspbv7dtat+xHnz2flhYrGZdHoAK+99gR793qprPxVV26s6TRL/qSSkkX099/Js8/+2M4CmI+IRiO88spP2b+/cELs8S+w5B+kqGgBAwNrePrpn9DU1OB2OCYL9PR08NxzP+TQoVIqKu4f18f4F5s4v4lDwuF5eL0PsW7dc+zd+6ZdCpzDzp07wVNPfZ/m5vmUl987oRIfLPmHVFg4haKiL/Hqq/t4882niUYH3A7JjLEjR7bx5JNPEIncR2npx8bt6bzLSXdiT4mIPCki+0Vkn4jc6FRgbsvLK6K8/BF27BCee+4HdifgHBGPx3n//Rd47rk3KSz8AqHQHLdDyph09/x/C7ygqvOAhcC+9EPKHh5PHhUV99PcPJ+nnvo+586dcDskk0EDAwNs2PAY77xzhrKyL1FQUOF2SBmV8vkKESkGbgEeAVDVCBBxJqzskagG/DG6uibx5JNPMHt2o5UEm4A6Os7w4osvEgjcQkXFHRPu+H4o6ZysnAGcAX4gIguB94GvqWr34IWcrOGXqlRq/w1n9+4KAoE1LF16J/n5fkfaNO5RVY4c2carr25g69adqK52rO2xrMeXinQ2bz5gCfBdVV0MdAN/dPFCqvo9VV2mqssqKyvTWF3qGhuPoqqOPM6ePcvWrV5+/vPv0tJyyJXfxzijp6edl19+jOef30xe3uc/rLnn1COVmpNjKZ09/0ngpKpuSr5+kiGSfyKqqFhDd/dhnnpqPUuWzLBewDhzYW//2msbiERuoKLiYxPmwp3RSOemHS3ACRGpT761EtjrSFTjQDA4k9LS37FewDgzeG/v832esrJbcjLxIf3S3V8FHkuW7z4MfCH9kMYPr7fAegHjhO3tL5VW8qvqdmCZQ7GMW8HgTPz+32Hr1pc5fPi73HrrndTWXjUhLwwZjzo6zrJp0ws0NHQTDn+eUKjK7ZCywvifmpQl/q0XcIR1615k6tS3uOGGVUyaNMPt0HJWT08HO3e+zrZt+xG5iYqK63N+bz+YJb/DgsEZBAK/RUvLbn7+8/XMmVPG8uWr7G5BYygS6WX37l+yZcs2otGllJR8Fa+30O2wso4lfwaICMXF16B6NUeObOXQocdYsGA6S5bcTihU5nZ4E1Y0GqGhYRObNr1Db+/VFBd/hby80d0rL5dY8meQiJeSkuXE4wvZs+dd9u37BxYtms/Chbfi92ff/drHq3g8xpEj23jrrTfo7JxKUdEXCQbL3Q4r61nyjwGPJ5+ysluIRpfx/vu/ZMeO77BgwTzmzVtOWVmt2+GNW319XXzwwVa2bXuf9vZygsGHqKiocTusccOSfwz5fAHKy+8kGr2JnTu3s337z6mpCbBw4XLq6hbg842P2zy5KXGV5XH27t3M/v2HiEbnEwo9SEWFjamMliW/C3y+IKWlH0P1Rs6dO8Tzz2+msPBlFi5cSH39chsXGMLAQD/Hju1k+/bNnD4dR2Q5xcVr8HrtmopUWfK7SMRDKDSXUGgukUgbmzZt4b33HmXmzGoWLFhKLJbbdxRWVdramti1axdvvvm/iERm4PffRVnZdLuGwgGW/KPk5AzB4WzcCCUlJZSVlXHrrVcxe3Y91dVzKSyc+CPX0egAZ84c4dixBg4cOEB3dwFvvfUcsVjmbwSd7bPwnGbJP0pjOVNLRJg27RoOHmzA43mZ6upy5sypp7a2nuLiSRNm79fX10Vz80EOH27g8OEjDAxMBuoJhx+hrKycWOyrVksxAyz5s1xx8TXANajGaG09zhtvNACPU1wMc+fOpaqqjpKSasLh8nGzMejr66atrYm2tiYOHjxEc/MZ4vFZ+HxXEQzeh88XcDvEnJBW8ovIUaATiAFRVc356/wzRcRLMDiDYHAGqncSiZxh8+aDwD5EXiEvr5eqqsnU1NRQWVmTNRuEf0v0ZpqammhubqKrKwJUE4/XUFh4G8XF0ybETTDGGyf+4r+iqnafqzEkIhQUTKKgYNKH70WjPZw508yJE81cvEGYNKmScDhMYWEYvz+E3594np8fwONJvZ6LqjIw0E9fXyd9fV309nbS19dJV1cXra1ttLR8NNHz86/B7/84paWlrm+UjHX7JwyfL4DPN4tgcNaH713YIDQ2niMW60LkBCKdiHSi2oVIH4FAgFAoTCgUIj8/H4/H8+HD6/WgqsTjcWKxC48o3d3ddHV10dXVSSzmQSQEhFENE4+HEAmTlzfFEj3LpZv8CrwkIgr8H1X93sULZEMNv/FqLM4sjAe5Ngo/VtJN/ptUtVFEJgEvi8h+Vd04eIHkBuF7AMuWLbMh21HI9hpwZnxLqz6xqjYm/z0NPANc50RQxpjMSzn5RSQoIuELz4GPA7udCswYk1npdPurgGeSgzk+4Keq+oIjURljMi7l5FfVwyRu0WWMGYcm/j2JjDFDsuQ3JkdZ8huToyz5jclRMpZTJUXkDHBsBItWAE7OF3CyvWyOLdvby+bYJkp701R1RHfEHdPkHykR2eLkDEEn28vm2LK9vWyOLRfbs26/MTnKkt+YHJWtyX/J7MAsai+bY8v29rI5tpxrLyuP+Y0xmZete35jTIZZ8huTo7Iq+UXkqIjsEpHtIrLFgfZKRORJEdkvIvtE5MY02qpPxnXh0SEiX08zvn8vIntEZLeIPC4iKd9+RkS+lmxnTypxicg/ishpEdk96L0yEXlZRA4m/y1Ns71PJ+OLi8ioTlkN095fJf9vd4rIMyJSkmZ73062tV1EXhKREd/4b6j2Bn32DRFREalII7ZviUjjoO/f3SONbViqmjUP4ChQ4WB7PwK+lHyeD5Q41K4XaCFxQUWqbdQCR4DC5OufAY+k2NYCErUUAiRmam4AZo+yjVuAJcDuQe/9JfBHyed/BPxFmu1dBdQDrwPLHIjv44Av+fwvHIivaNDz3wP+Pp32ku/XAS+SuLhtRN/tYWL7FvD7Tnx/Lzyyas/vJBEpJvFHfBRAVSOqet6h5lcCH6jqSK5WvBwfUCgiPhKJ25RiO1cBm1S1R1WjwBvAA6NpQBPl11ovenstiQ0oyX8/kU57qrpPVRtGE9cV2nsp+fsCvAtMSbO9jkEvgyRqVKbcXtLfAH/gUFuOyrbkv1AQ9P1k4c90zADOAD8QkW0i8g/JikNOeBB4PJ0GNFEC7a+B40Az0K6qL6XY3G7gZhEpF5EAcDeJPU66qlS1Ofm8hUQBl2z1G8C/ptuIiPw3ETkBPAz8aZptrQUaVXVHunEl/W7ysOQfR3MINpxsS/6bVHUJcBfw70TkljTa8pHoOn1XVRcD3SS6rmkRkXzgPuDnabZTSmLPOgOoAYIi8tlU2lLVfSS6vS8BLwDbSdxIxTGa6Htm5XlhEfkmEAUeS7ctVf2mqtYl2/rdNGIKAH9CmhuQQb4LzAIWkdhZ/I90G8yq5FdnC4KeBE6q6qbk6ydJbAzSdRewVVVPpdnOKuCIqp5R1QHgaWBFqo2p6qOqulRVbwHagANpxgdwSkSqAZL/nnagTUeJyCPAGuDh5AbKKY8Bn0zj52eR2LDvSN7ZagqwVUQmp9KYqp5S1ZiqxoHv40Cx3KxJfqcLgqpqC3BCROqTb60E9qYdKDxEml3+pOPADSISkEQhxJXAvlQbS5ZPR0Smkjje/6kDMa4HPp98/nngWQfadIyIrCZxPH2fqvY40N6cQS/XAvtTbUtVd6nqJFWdrqrTSeyMliS/l6nEVj3o5f04USzXydHDdB7ATGBH8rEH+KYDbS4CtgA7gXVAaZrtBYFzQLFDv/N/JvEF2w38GChIo61fkti47QBWpvDzj5PoTg6Q+KJ+ESgHXgEOkjiDUJZme/cnn/cDp4AX02zvEHCCxGHOdkY3Oj9Ue08l/y92Av8C1KbT3kWfH2Xko/1DxfZjYFcytvVAdbrfP7u815gclTXdfmPM2LLkNyZHWfIbk6Ms+Y3JUZb8xuQoS35jcpQlvzE56v8CUULBsCOVxGoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420db87b8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420f81a58>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7421a9af60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7421f9b860>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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XX38Vs2cvs4k3o8SFXkBDw1TWrn2K8+eXUl6eGzMHh/0NFpFi4E+BPxvK8qr6PVVdoKoLamqGdOfgrNPRsZuenh9x5503M3fuLZb4o1Bt7VTuv/9LVFW9x7lza1GNuB1S2iXzLZ4KTAa2iMghYBywUUTGOhlYNlBVWlrW4fOt5f77H2LixE+5HZJJo0Cgirvu+gozZrRy9uxPCIe73A4prYad/Kq6TVXHqOokVZ0EHAPmqWqz49G57OzZ1Ywbt4f77vt1Kisb3A7HZEBBgY+lSx/k+usbaG39Pr29w5syPJIM5VLfE8B7QKOIHBORL6c/LHe1tbVRXl7O3Llebr/9EYqKAm6HZDLI4/Ewd+5y7rzzZnp6fkRHx263Q0qLZGv4Jb4/ybFo0myoo/bq6upYtWoV1113t53Nz2ETJ36K+++vYu3afyEvr3DI34WRMhowp0b4XW7UXlfXUXp7n+TOO++ko+NJS3xDZWUD9977FU6ffpKior+iouLGUVNa3E5bx3V1Haav70lWrbqbhoYr3A7HZJHi4lKWL19Obe1OWlpeYyh3uRoJLPmBYPAA4fC/sGrVfdTVTXc7HJOFCgoKWLnyERoa9tPS8vNRsQHI+eQPBg8Sja7m7rs/R23tFLfDMVmssLCY2277IuPHH6Wl5eURvwHI6eTv6jpCOPw0q1b9CjU1E90Ox4wABQVF3HrrF6ivP0hLy+tuh5OSnE3+7u7jhEKxrn5NzSS3wzEjSEFBEStW/Cq1tU20tKxzO5yk5WTy9/aeobv7p9x11ypqa6e6HY4ZgXy+Elau/CJVVVs4f/4Dt8NJSs4lfyTSTXv7E6xYsZy6OqvpZpLn8/lZufJX8fl+QTC43+1whi3nkr+lZTXXXtvI5Mlz3Q7FjAIlJeXcfvtnCYWeJRQ653Y4w5JTyZ+fn8+MGTB37i1uh2JGkZqaidxyy1La2p4kEulxO5why5nk37RpE7Nnz+amm+63KbnGcVOnzmfRokm0tDzrdihDllQNPxH5lohsFZHNIvKyiNSnN8zLa2iYhIgM+vjc5z7HTTfdREFBkduhmlFqwYIVTJ0aIj+/6JLfxYaGSW6HCiRfw++vVfU/AYjI7xIr7PFVx6MbhsHG7ff1tdPe/n3uuecu2toedyEykys8njyWLv0Vtm37e8rLf0xZ2dUDLpctY/+TquGnqu0JL0vI0jp+0Wgf588/yc03X2PDdk1GFBYWs3TpUjyen9HdfdztcC4p6YNfEflvInIUeIhLlPQSkUdFZIOIbDhz5kyyq0tKa+urzJ5dyRVXXJfR9Zrc5vf7ue22O+nsXE00GnI7nEElnfyq+g1VHQ88Dvz2JZZzpYZfMHiIQGAnn/70SpuaazKuoeFK5syZQGvrq26HMignTns/DtznQDuOiUZDdHU9z7Jld9gJPuOaRYtWUFq6m2DwkNuhDCip5BeRxAPoVUBW1TlqbX2NOXMmUF/f6HYoJocVFBSxbNkddHU9n5Xd/2Rr+P2FiGwXka3E7trze2mOc8gudPcXLVrhdijGUFc3I2u7/8nW8PtBGmJJ2YXu/r33WnffZI9Fi1Zw6NB3CQavoqRkktvhfGxUDXWz7r7JRtna/R9VyW/dfZOt6upmMHdudnX/R0XyR6NRqqqqWLp0pXX3TdZauHAFJSXZc0vwUZH8W7ZsYdasWdbdN1mtoKCI665bgt/vdzsUYIQl/2CTd26//Xbmzp1rg3lM1ps6dT4zZlyRFZN+RtRNOwaavNPa+i4zZhyhrCyrhhoYMyCPJ49FixZQVPQo1dVf+cQOK5OTfkbUnr+/SKQH1XeYP3+p26EYM2Rjxoyhvj5CZ6e7O6wRnfxtbe8ye/Z0ysrGuB2KMUMmIlx77TJ6e19DNepaHCM2+fv6OsjLW8+cOTe7HYoxwzZ27DSmTPHT1rbZtRhGbPK3ta1j/vw5FBeXuR2KMcMmIixatJxw+E2i0T5XYki2jNdfi8jueCmv50SkPL1hXiwUasXn28GsWTdkcrXGOKqqahxXXVVPW9t6V9Y/lD3/j4D+w+ZeAWap6qeAPcCfOBzXJbW3r2fevLkUFhZncrXGOG727CVEox+6cuyfbBmvl1U1HH/5PjAuDbENKBrtw+PZzPTpCzK1SmPSprKynoaGEoLBfRlftxPH/F8CfuZAO0PS3r6DqVMb8PsrMrVKY9Jq9uyF9PZmvuufUvKLyDeAMLFqPoMt42gNv0hkPVdfvTDldozJFuPGzaSo6DihUMvlF3ZQKgU8HwHuAB7SS9yo3OkafuXlQWprp6XcjjHZwuvNZ/bsOXR0fJTR9SZbxmsF8IfAXara5WxIgyssLGTu3AV2xx0z6syYsQCRTRldZ7JlvL4DBIBX4nft+Yc0x0l3dzd1dXV2g00zKvn9lUyZktkbX2V1Ga+GhkmcOHH449d33HEHPl9JJlZtTMZdffVCqqrGXDTZp75+IsePH0rL+rJ6Vt+FWXyqSkvLd5g27YDbIRmTNmPHTqe+vpaFC7fg840F0jvLb0QcPIdCZygri1BaWup2KMakjcfjYebMmQSDuzKzvoysJUWdnU3MmNFoxTrMqDd27FhEmjKyrhGR/CJNTJhgJbrM6FdaWkpRUTuh0Pm0ryvrkz8c7qSg4Cw1NRPdDsWYtBMRpk+fQTC4J+3ryvrk7+zcw7RpU/F48twOxZiMmDhxBtFo+rv+WZ/8kUgTkyZZl9/kjtraqXi9x4hEetO6nqxPfo/nEHV10y+/oDGjRH5+IRMnjk/7TL+sT/5x4+rsRhwm50yb1khfX3q7/lmd/AUFBUyfbl1+k3vq6hqBvWldR1Ynf0VFBbW1k90Ow5iMKy4upbIyvUPZk63h91kR2SEiURFJS0md3t5eSkpKKC21stwmN9XX16W1/WRr+G0H7gXWOR3QBc3NzdTU1Nj0XZOzxo6tJz8/P23tJ1vDb5eqpu1sREPDJCZNmsS4cRkrDWhM1qmoqKO8vCpt9/FL+6w+EXkUeBRgwoQJQ/rMiROHueGGZ6iq+nk6QzMmq5WX11FUVMCqVRFEPI7P8Et7nzrZMl4iJwgEAmmMzJjslp9fSGVlJb29qde+HEjWHlDn5bVRUmKFO0xuq6+vp6fnRFraztrkHzOm1qbwmpw3duxYIpGTaWk7qRp+InKPiBwDrgVeFBHHD87TfZnDmJEgEAggkp49f7I1/ACecziWj/l8PqqrxxIKpWsNxowMfr8f1VNcojp+0rKy219UVGR33zUG8Hq9FBR4iEZ7HG87K5O/oKAAn8/O9BsD4PcHCIc7HW83K5M/Pz+foiJLfmPgQvJ3ON5u1iV/OBwmPz/fpvEaExcI+HMj+Ts6OigpKbHLfMbElZXlyJ6/s7PTBvcYk6C4OADkwDF/R0eHDes1JkFRUQCRHNjzd3R02J15jEng8/mBHEj+zs5OS35jEvh8AURyoNvf3d2N15vV9w81JqMKCopQ7Xa83axL/mg0atV7jEkQu2FN1Pl2L7fAIDX8KkXkFRHZG/+3wqmAIpGIXeYzJoGIB9WI4+0mW8Pvj4HXVHU68Fr8tSOi0aglvzEJYj1hF/b8A9XwA1YBP44//zFwt1MBWfIbczERl5J/ELWqeqHCQDNQO9iCIvKoiGwQkQ1nzqSnHJExZvhSPrOmsYnGg042Hm4NP4/Hk5a5y8aMVKpR0nFuPtkWT4lIHUD839OOBWTJb8xFYofC2ZP8LwAPx58/DDzvTDiW/Mb059qef6AafsBfALeIyF5gefy1MwFZ8htzkXQlfyo1/JY5HAsQq98XDofT0bQxI1Io1AP4HG8364bS+f1+Ojqcn8RgzEjV09OBiN/xdrMu+QOBAO3t7W6HYUzW6OnpRNX5ae5Zmfy25zfml3p6OnIj+f1+P52dzk9fNGakCgY7UM2Rbn8wGLQz/sbEtbd34PXmwJ6/oKCAUChEX1+v26EYkxU6OjpzI/khVr67p8eO+40B6OzMkT0/QCgUorvbkt8YuJD8OXDMD9DT00N3t13uMyYSidDTEyIvr9jxtrMy+bu6umhpOeV2GMa4LhgMIlKTlhoXWZn8ACdOnLz8QsaMch0dHajWp6XtlJJfRH5PRLaLyA4R+ZpTQQE0N5+0y30m550+fRqPpy4tbSed/CIyC/h1YBEwG7hDRKY5FVhfXxHd3c6XKzZmJDlx4gQ+X/bt+a8EPlDVLlUNA28B9zoTFqjW2TBfk9PC4T7Onj1LYeGgVfJSkkrybwduEJEqESkGbgfG918o2Rp+qvW0tramEJ4xI1tb2ymCwSAeT3puYpN0q6q6S0T+EngZCAKbgU8UF1fV7wHfA1iwYMGQDuLr6yfy9ttLuP7665MNz5gR7/z5k3R2drNmTexMf339REfbT+mEn6r+QFXnq+oSoBXY40RQx48fIhgMcvr0aTvpZ3LWqVMn6O7uRFVRVY4fP+Ro+6me7R8T/3cCseP9nzoRFEBxcTGdnZ10dva/ZYAxueH48fRe7k71YOIZEakC+oB/p6rnHYjpY21tbZw5c4hAoMrJZo3Jer29XZw7l95zXiklv6re4FQgA+nq6mL//iamTJmfztUYk3Wam/cSjU5O6zqydoTfBQcPHiYc7nM7DGMy6sCBJvLyGtO6jqxP/kikntOnD7gdhjEZE4mE2b//AH7/jLSuJ+uTHxo5fLjJ7SCMyZizZw8TCtXg9ZakdT1Zn/x+/wz27GmyS34mZxw50gSkt8sPIyD5Cwoq6eoqoaXluNuhGJN2qkpTUxN+vyU/AKqNHDtmXX8z+gWDQTo68igoqE77ukZE8hcXN9LUZMlvRr/Tp08TjTampXhHfyMi+X2+Bs6e7SYYDLodijFpo6rs2rWLoqL0d/lhhCR/bCs4l0OHDrkdijFpc+7cUQ4fPkxxsbMTeAYzIpIfoLR0Plu2bCEcDrkdijFpsXPnes6cOZORLj+kOLxXRH4f+AqgwDbg11S1x4nAIDaF8cJ0RoCSkhIOH97G1Kk23NeMLj09nezatReRgou+805P402UShmvBuB3gQWqOgvIAx5wKjCITe29MJ1RVQkGg2ze/KFd8zejzoEDmwiHr0I1dNF33ulpvIlS7fZ7gSIR8QLFwInUQ7q0U6fCtLQcS/dqjMmYaDTKxo0b8PsXZnS9SSe/qh4Hvg0cAU4Cbar6slOBDUZkATt3rk/3aozJmObmvbS1BfD50lOldzCpdPsrgFXAZKAeKBGRLwywXFI1/AZTVjaHnTv30NNjl/3M6LBt23ry8zO714fUuv3LgYOqekZV+4Bngev6L6Sq31PVBaq6oKamJoXVxeTlFREOX8nBg5tSbssYt3V2tnDgwEkCgZkZX3cqyX8EuEZEiiV2bWIZsMuZsC7N71/Ehg0f2Dx/M+Jt3/4OqvPSVqH3UlI55v8AWA1sJHaZz0O8Sm+6+Xx1tLWNZ+/eDzKxOmPSoqPjHJs376K8/BMd5oxItXrvn6vqFao6S1V/VVV7nQrsckpLl/Lee+8SCtldfczItHHj66heS15ekSvrHzEj/PorLKymu/tKdux42+1QjBm2lpYT7NhxhPLya1yLYcQmP0BZ2Y2sX7+Rrq52t0MxZljWr38Vj+dGPJ5812IY0cmfn19KODyPrVvfcjsUY4astbWVffvaKC+f62ocIzr5AcrLF7N58y66urrcDsWYy1JVNmzYQEHBUkTyXI0l89cXUtB/os8FIkJx8QrmzXMhKGOG4dixnezevZeWllkDvp/OiTz9jajkH2ySQ19fHxMmTGDlymNUVY3LbFDGDFEkEubdd1+npeVMVkxOG/HdfoD8/Hyam5t5883niUTCbodjzIC2b3+L06dTH+XqlFGR/BecPFnNtm1vuh2GMZ/Q0nKcd9/dSGXlHW6H8rFRlfwVFSt5//3NVubbZJVIJMwbb6whL28FXq/f7XA+NqqS3+v1k5e3gjfeWGPdf5M1tm9/i5MnqyktHfgkn1tGVfIDBAIzrftvssaF7n5FxcqM1eYbqlTm8zeKyOaER7uIfM3J4JKMi4qKlbz3nnX/jbuytbt/QSqz+ppUdY6qzgHmA13Ac45FlgKv14/Xu4LXX7fuv3FPtnb3L3Cq278M2K+qhx1qL2WBwEyam6vZuvUNt0MxOejcuWNij8mNAAAN+klEQVRZ292/wKnkfwB4YqA3nC7jNVSx7v8dvPvuDo4e3ZGx9RrT29vLz372FPn5d2Vld/+ClJNfRAqAu4CnB3rf6TJew+H1luD3P8BLL71Ia+vJjK7b5KZIJMw777xDR8cCAoHM3HYrWU7s+W8DNqrqKQfacpzPNxZYydq1TxIK2d1+TPqoKu+//6+sX7+eioob3A7nspwY2/8gg3T5M2mwST8X5OXl0dGxmFmzIng87s6mMqPT7t3vsWnTaXp7ozz//OD71UxO3rmUlPb8IlIC3EKscq+r+t/dp/+jr6+PDz/8kA8/fDErJlWY0aW5eR9vvPEe5eUPfOKuO/0f6bwLz3CkWsMvqKpVqtrmVEDpIiJ0d3ezYcNx9u2zm34Y57S3n2Xt2ucoKvos+fllboczZKNuhN/llJU9wKuvruPUqQNuh2JGgVCoh5deeoJweDnFxRPcDmdYci75CwoqKCy8nxdffMauAJiUhMN9vPbak5w9O52yMndLciUj55IfoKRkEtHoHbzwwuO0tZ12OxwzAkUiYV5//UkOHCijsvJWt8NJSk4mP0AgcCW9vbfywguP0d5+1u1wzAgSjUZ4662n2LPHR1XVqqwdwXc5OZv8AGVlV9PdvYwXXvhnOjtb3A7HjADRaIR161azY4eH6up7ERm5KTRyI3dIWdkcgsEbWbPmR9YDMJcUiYR5882n2LYtQnX1/a5X301Vzic/QHn5fILBpaxZ82POn8/KgYrGZZFIhDfeeJKdO/OoqfmcKzfWdJolf1x5+Rx6e2/l+ecfs6sA5iLhcIh3332X3buLRsUe/wJL/gSlpbPo67uDZ5/9CWfP2iGAga6udl588Ue8/fbbVFffM6KP8fsb+X2XYbjc+P9E27ePpbLyAa688voRezbXpObcuaOsXfsUweA19PXB888PbY+fLWP3Lyenkn84Y6pFhNdf38W5c6e49tq78Hrdu6GiybyDBzfx8suv4vXeTUXF9I/H648mqU7sKReR1SKyW0R2ici1TgWWDaqqHmHLFuHFF39odwLOEdFolI8+eokXX3yboqJfw++f7nZIaZPqAczfAS+p6hXAbGBX6iFlD48nn+rqezh5cibPPPN9zp076nZIJo1CoW5effVx3nvvDJWVX6GwsNrtkNIqleq9ZcAS4AcAqhpS1fNOBZYtYuXAricUuovVq5/k4MFNbodk0qC9/Qxr1nyfffvGUF39EHl5RW6HlHap7PknA2eAH4rIJhH5x/j8/ou4VcPPaX7/dIqKHuHFF9/mvfeeJxTqcTsk4wBV5cCBjTz11A9pbV1CVdWto+qM/qWk8lt6gXnAd1V1LhAE/rj/Qm7W8HNaYWENlZWPsnFjHk8//V2am/e5HZJJQVdXG6+88jhr164nP/9hysvnuB1SRqVytv8YcExVP4i/Xs0AyT/a5OUVUl19B8HgAZ555gXmzZvM/Pm3UlDgczs0M0SqysGDm3jjjVcJha6huvr6UTNwZziSTn5VbRaRoyLSqKpNxGr373QutOxWUjIFn+832bjxFQ4c+C7Llt3pdkhmCHp6enjllcfZsydIIPAwfn+t2yG5JtXr/L8DPB4v330A+LXUQxo5+vcCqqu3MGVKj/UCstCFvf2zzz5LXd3tObu3T5RS8qvqZmCBQ7FkleGMBrygoKCAcPi73HjjrTQ0XGkjA7NEe/tZPvjgJZqaguzbd5i9e28cdhsjZdTecOTUCL/hSKbCqojQ23s3a9b8nAkT3uGaa5YzZsxk54MzQ9LV1c7WrW+yadNuRBZTXf1pVL866kbqJcuS32ElJZMpLv4Nmpu38/TTLzB9eiULFy6noqLO7dByRijUzfbtv2DDhk2Ew/MpL/+dnLhuP1yW/GkgIpSVXY3qVRw8uJF9+x5n1qxJzJu3FL+/0u3wRq1wOERT0wd88MF7dHdfRVnZb5GfH3A7rKxlyZ9GInmUly8kGp3Njh3vs2vXPzJnzkxmz74Rny97b+A40kSjEQ4e3MQ777xFR8cESku/TElJldthZT1L/gzweAqorFxCOLyAjz76BVu2fIdZs67giisWUlnZ4HZ4I1ZPTyf7929k06aPaGuroqTkQaqr690Oa8Sw5M8gr7eYqqpbCYcXs3XrZjZvfpr6+mJmz15IJBJxO7wRQVU5f/48b721mt279xEOz8Tvf4DqajunMlyW/C7wekuoqLge1Ws5d24fa9eu58yZp+npWUxj40I7LzCAvr5eDh/eyubN61m37qdceeWDlJXdQV6ejalIliW/g5IZG5BozBgPH374A6ZMqWPWrPnU1k7L6SIiqkpr6wn27t3Mtm3bCYUm4/Pdxtmzv8+6ddck1eZovF6fLEt+B6Vy91URoarqFqLRmzl8eAf793+I17uGSZMmMm1aI3V1MygqGv1nrsPhPs6cOcjhw03s2bOHYLAQ1ZmUlv4mgUApwKisquMGS/4s4/F4KSubDcwmEunm0KF97N3bhMfzCnV1VUyf3khDQyNlZWNGzQjCnp5OTp7cy4EDTRw4cJC+vrFAI4HAI1RW2ln7dLHkz2J5eUWUlV0NXI1qhJaWI7z1VhPwBGVlMGPGDGprx1NeXkcgUDViNgY9PUFaW0/Eu/T7OHnyDNHoVLzeKykpuQuvt9jtEHNCSskvIoeADiAChFV1VI7zzwYieZSUTKakZDKqtxIKnWH9+r3ALkReIz+/m9rasYTDuygu3pY1G4RfJvpJ3nvvHdav/xs6O0NAHdFoPUVFN1FWNnFU3ARjpHHiL36zqlqR+xSlerIw0cmT9120QRgzpoZAIEBRUQCfz4/PF3teUFCMx5N8PRdVpa+vl56eDnp6Ounu7qCnp4POzk5aWlppbj5xUaK/885bqL6a8u9nJ+2cYZvbLJHKycJEsROHvwJAONzFmTMnOX78HJFIJyJHEelApAPVTkR6KC4uxu8P4Pf7KSgowOPxfPzIy/OgqkSjUSKRC48wwWCQzs5OOjs7iEQ8iPiBAKoBolE/IgHy88fh832GioqKj3sfqn12oi6LpJr8CrwsIgr8P1X9Xv8FRORR4FGACRMmpLg6czlO9iCcZnvs7JJq8i9W1eMiMgZ4RUR2q+q6xAXiG4TvASxYsMA2+2nmVA/CjH4plSlV1ePxf08DzwGLnAjKGJN+qdTtLxGRwIXnwGeA7U4FZoxJr1S6/bXAc/GTOV7gp6r6kiNRGWPSLpXqvQeI3aLLGDMC5catSYwxn2DJb0yOsuQ3JkdZ8huToySTwy1F5AxweAiLVgNOzhdwsr1sji3b28vm2EZLexNVdUh3xM1o8g+ViGxwcoagk+1lc2zZ3l42x5aL7Vm335gcZclvTI7K1uT/xOzALGovm2PL9vayObacay8rj/mNMemXrXt+Y0yaWfIbk6OyKvlF5JCIbBORzSKywYH2ykVktYjsFpFdInJtCm01xuO68GgXka+lGN/vi8gOEdkuIk+ISNK3nxGR34u3syOZuETkn0TktIhsT/hZpYi8IiJ74/9WpNjeZ+PxRUVkWJesBmnvr+P/t1tF5DkRKU+xvW/F29osIi+LyJBv/DdQewnvfV1EVESqU4jtmyJyPOH7d/tQYxuUqmbNAzgEVDvY3o+Br8SfFwDlDrWbBzQTG1CRbBsNwEGgKP76KeCRJNuaRayWQjGxmZqvAtOG2cYSYB6wPeFnfwX8cfz5HwN/mWJ7VwKNwJvAAgfi+wzgjT//SwfiK014/rvAP6TSXvzn44GfExvcNqTv9iCxfRP4D058fy88smrP7yQRKSP2R/wBgKqGVPW8Q80vA/ar6lBGK16KFygSES+xxD2RZDtXAh+oapeqhoG3gHuH04DGyq+19PvxKmIbUOL/3p1Ke6q6S1WbhhPXZdp7Of77ArwPjEuxvfaElyXEalQm3V7c3wJ/6FBbjsq25L9QEPSjeOHPVEwGzgA/FJFNIvKP8YpDTngAeCKVBjRWAu3bwBHgJNCmqi8n2dx24AYRqRKRYuB2YnucVNWq6sn482ZiBVyy1ZeAn6XaiIj8NxE5CjwE/FmKba0CjqvqllTjivvt+GHJPw3nEGww2Zb8i1V1HnAb8O9EZEkKbXmJdZ2+q6pzgSCxrmtKRKQAuAt4OsV2KojtWScD9UCJiHwhmbZUdRexbu/LwEvAZmI3UnGMxvqeWXldWES+AYSBx1NtS1W/oarj4239dgoxFQN/SoobkATfBaYCc4jtLP5nqg1mVfKrswVBjwHHVPWD+OvVxDYGqboN2Kiqp1JsZzlwUFXPqGof8CxwXbKNqeoPVHW+qi4BWoE9KcYHcEpE6gDi/552oE1HicgjwB3AQ/ENlFMeB+5L4fNTiW3Yt8TvbDUO2CgiY5NpTFVPqWpEVaPA93GgWG7WJL/TBUFVtRk4KiKN8R8tA3amHCg8SIpd/rgjwDUiUiyxQojLgF3JNhYvn46ITCB2vP9TB2J8AXg4/vxh4HkH2nSMiKwgdjx9l6p2OdDe9ISXq4DdybalqttUdYyqTlLVScR2RvPi38tkYqtLeHkPThTLdfLsYSoPYAqwJf7YAXzDgTbnABuArcAaoCLF9kqAc0CZQ7/zfyb2BdsOPAYUptDWL4ht3LYAy5L4/BPEupN9xL6oXwaqgNeAvcSuIFSm2N498ee9wCng5ym2tw84SuwwZzPDOzs/UHvPxP8vtgL/CjSk0l6/9w8x9LP9A8X2GLAtHtsLQF2q3z8b3mtMjsqabr8xJrMs+Y3JUZb8xuQoS35jcpQlvzE5ypLfmBxlyW9Mjvr/7lTcdvGGjqMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7421de5048>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7420a31c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from matplotlib import pyplot as plt\n",
"from matplotlib.patches import Rectangle, Circle\n",
"from math import pi\n",
"\n",
"x,y,w,h = 'xywh'\n",
"\n",
"radius = 5\n",
"ac = pi * radius**2\n",
"fig = plt.figure()\n",
"gx = fig.add_subplot(111)\n",
"gx.yaxis.set_ticks([i/100 for i in range(70, 110, 2)])\n",
"gx.xaxis.set_ticks(range(11))\n",
"gx.set_xlabel('resolution')\n",
"gx.set_ylabel('precision')\n",
"gx.set_title('precision vs resolution')\n",
"px, py = [], []\n",
"for n, group in enumerate(rectangles, 1):\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111, aspect='equal')\n",
" ax.yaxis.set_ticks(range(5, 16))\n",
" ax.xaxis.set_ticks(range(5, 16))\n",
" ax.set_title('resolution = %d\\nrectangles = %d' % (n, 2*n-1))\n",
"\n",
" area = 0\n",
" for r in group:\n",
" ax.add_patch(Rectangle((r[x], r[y]), r[w], r[h], fc='#5050FF',lw=1,ec='#000000'))\n",
" area += r[w] * r[h]\n",
" ax.add_patch(Circle((10, 10), 5, fc='#FFFFFF', alpha=0.5,lw=1,ec='#000000'))\n",
" ax.plot()\n",
" \n",
" px.append(n)\n",
" py.append(ac / area)\n",
"\n",
"gx.plot(px, py, lw=1)\n",
"gx.plot()"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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