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@cfobel
Last active February 7, 2018 13:30
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Matplotlib interactive image example
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches\n",
"%matplotlib notebook"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FxOeAz0HaYAD+LSI+WGhRVpiyg7STScAfI2JlL81vx9i8GdraYONG2LIlvSTo2xd22QX2\n2Se9mpqKrtTMakhvBelpwPXdTHurpAeBNaT/tR/uqpGkGcAMgBEjRpRfyebNsGgRtLbCwoWwcmUK\nz7a2FJxDhsBee6XwbGqCiDT+xRdh7Vp45hkYODC1GzoUxoyBww9PrwMOSMFr1kFE/Bb4bcFlWIFy\nB6mknYFpZLs5nSwEXhcRmyWdAPwCGNXVfCJiJjAToLm5OUou4Nln4bbb4Ne/hvvvT8F58MHQ3Axv\nfzucfvorodi/f89B+PLLKVDb2mD1ali8GH7yEzj//BTShx2W5jttGhCAg9Ws0fXGFunxwMKIWNt5\nQkRs6vB5rqTvSxoYEU/nWuKKFTBnTnrddx9MnAjvehd8+tMpRPv2LX/effvCsGHp9U//BCed9Mq0\ndevSlu6dd8Kpp8Ixf4bXvjYF+dFHp8MDZtZweuP0p+l0s1svaV8pbQJKGpct789lLeXll+Gmm+CY\nY2DcOHjwQfjEJ9KW4623wrnnwtix+UK0J/vsA8cfD9/8Jjz2GLzlENh1V7jkEhg+HD77WfjTn3bc\n8s2sKuXaIpXUDzgO+GiHcecARMSVwHuAcyVtAV4ATouI0nfbAdasgR/+EGbOhNe/Hj72MXj3u2Hn\nnfOUnp8Eu+0Gu42ABb+Cxx+HK69MW7FHHJHqnDLFHVdmDSDXFmlEPBcRr42IjR3GXZmFKBHxvYg4\nOCIOiYjxEfH7kme+di188pPwpjelz7fdBvPnw2mnFR+iXXnDG9KW6pNPwnvfCxdfDG9+M/ziF6lD\ny8zqVnVe2bRmTeotb2qCRx6B738/hVIteM1r4IwzUsfXN74BF10EEyak/wTMrC711ulPveuvf02d\nOiNHFl1J+aTUATZlClx/fTp74KCD4PLL09armdWN6twi3X//2g7Rjpqa4IMfTFvWkybB+PHwne/A\n1m7vc2FmNaY6g7Qe7bJLOhf1nnvgv/8b3vGO1EFlZjXPQVppo0bB//5vOvNg/PjU0+/OKLOa5iAt\nQlNTunjg97+H734XzjkHXnqp6KrMrEwO0iK98Y1pV7+tDY49Nl05ZWY1x0FatP7907mmEyemK7YW\nLSq6IjPbTg7SarDTTvClL8HXvgaTJ8OCBUVXZGbbwUFaTU49Fa67Dk4+Ge66q+hqzKxEDtJqM3ky\n3HhjCtXf/a7oasysBA7SanTUUelqqFNOgXvvLboaM+uBg7RaTZoEs2al3fwnnii6GjPbBgdpNZs6\nNV0NdeKJ8NxzRVdjZt1wkFa7z3wm3fnqzDN9BZRZlXKQVjsp3dR65Ur48peLrsbMuuAgrQW77go3\n3wxXXAF33110NWbWiYO0Vgwdmm5wfeaZ8PzzRVdjZh3kDlJJKyQ9JGmRpJYupkvS5ZIel/R/kg7L\nu8yGdfLJ6THTX/hC0ZWYWQe9tUV6dESMjYjmLqYdT3qW/ShgBvCDXlpmY/rud+GGG7yLb1ZFKrFr\nfyLwo0j+AOwlaUgFllufBg5Mx0rPOsu33jOrEr0RpAHcIalV0owupu8HPNlheFU27h9ImiGpRVLL\n+vXre6GsOnbyyelxLFddVXQlZkbvBOmREXEYaRf+45ImljOTiJgZEc0R0Txo0KBeKKvOXXppumPU\n5s1FV2LW8HIHaUSszt7XATcD4zo1WQ0M7zA8LBtneRx6aHru02WXFV2JWcPLFaSS+knao/0zMBlY\n3KnZHODDWe/9eGBjRLTlWa5lLrkkBenTTxddiVlDy7tFOhi4W9KDwH3AryLiNknnSDonazMXWA48\nDvwQ+FjOZVq7N7wh3SHq8suLrsSsofXJ8+WIWA4c0sX4Kzt8DuDjeZZj23DeeelOUf/+77DzzkVX\nY9aQfGVTrRszBg48MD33ycwK4SAtU3S6E1Pn4Yr62MfS5aNmVggHaRm+Pe8xvnjrEoIUnhHBF29d\nwrfnPVZMQSedBI89Bos79/PZjiRpuKS7JC2R9LCk84quyYrhIN1OEcGmF19m9oIVrPzz8wQpRGcv\nWMGmF18uZsu0b990M5Mf/ajyy25sW4DzI2IMMJ50HvWYgmuyAuTqbNpRlq9/jlP/856iy9imffvv\nwlObXuSpTS8y+9EV7Nt/F5as2cRpM/9QTEED3gGPLIUq/73Vk+w0vrbs818kLSVdtbek0MKs4rxF\nWqbXvbbfNocrbo89YMvf4AXfYq8IkkYChwL3dhrvS58bQFVukR4wqB83fPStRZfRrfZjoh2vzxoz\ntD8XTR2DpOIKe+Ba2LIVPvpvFV3sjef03KaeSdod+BnwqYjY1HFaRMwEZgI0Nzf7WTF1yluk26k9\nRGcvWMG+/XfliP335swJI5m9YEXqgCqy937aNJgzp7jlNyBJfUkh+uOI+HnR9VgxqnKLtJpJov+u\nfTlzwkhe9/RuCHHR1NS/0H/XvsVukR5zDLz3velGJrvvXlwdDULpH/tqYGlEfKvoeqw4DtIyfPq4\nNxIR6JoUmpKK362H9Gyngw+GRYvgyCOLraUxTAA+BDwkaVE27vMRMbfAmqwADtIydQ7NwkO03eGH\nQ2urg7QCIuJuoEr+4a1IPkZab9qD1MwqxkFab5qbHaRmFeYgrTcHHwzLl8MLLxRdiVnDcJDWm759\nYfBgaPO9s80qxUFaj4YOdZCaVZCDtB4NGQJr1hRdhVnDcJDWoyFDvEVqVkFlB2kp92KUdJSkjZIW\nZa+L8pVrJRk61FukZhWU54T89nsxLsyeJNoqaV5EdL6F2O8iYmqO5dj26t/fQWpWQWVvkUZEW0Qs\nzD7/BWi/F6MVrU8f2LKl6CrMGkavHCPt7l6MmbdKelDSryUd3BvLsx40NTlIzSoo97X227oXI7AQ\neF1EbJZ0AvALYFQ385kBzAAYMWJE3rIa29atKUzNrCJybZH2dC/GiNgUEZuzz3OBvpIGdjWviJgZ\nEc0R0Txo0KA8ZdmWLWn33swqIk+vfY/3YpS0b9YOSeOy5f253GVaiZ5/Pt1Sz8wqIs9mS5f3YgRG\nAETElcB7gHMlbQFeAE6LQm8h3yDa2tIpUGZWEWUHaSn3YoyI7wHfK3cZVqa2tnQ7PTOrCF/ZVI/a\n2tLVTWZWEQ7SerRmjXftzSrIQVpvIlKQeovUrGIcpPXmj3+EvfeGPfcsuhKzhuEgrTetrelxI2ZW\nMQ7SetPa6h57swpzkNablhYHqVmFOUjrydatsHChg9Sswhyk9eS++2C//cD3KjCrKAdpPZkzB048\nsegqzBqOg7Se3HILTJtWdBVmDcdBWi+WL4f162HcuKIrMWs4DtJ6MWcOTJ0KO/mf1KzS/FdXDyJg\n9mw49dSiKzFrSA7SevD738OLL8KkSUVXYtaQHKT14Pvfh3PP9W69WUH8l1fr1q2DuXPh9NOLrsSs\nYTlIa93MmXDKKTBgQNGVmDUsP2qylj3zDHznOzB/ftGVmDW0vI9jniLpUUmPS7qwi+m7SLohm36v\npJF5lmedfP3r6Uqmgw4qupKG1dPfgDWGsrdIJTUBVwDHAauA+yXNiYglHZqdDTwTEW+QdBrwNcDn\n6PSGNWvSbv2iRT23tR2ixL8BawB5tkjHAY9HxPKIeAn4KdD5Qu8TgWuzzzcBk9qfc285XXIJnHUW\nDB9edCWNrJS/AWsAeY6R7gc82WF4FXBEd20iYoukjcBrgac7z0zSDGBGNvhXSYtz1FZZZ5X8f8NA\nuvjZc/nmN3t1dmUaXXQBBenxb6Cm1+sdsb7uODuq1teV0qhqOpsiYiYwE0BSS0TU3fMy6vnnKrqG\nalXL63Ut1Vt0rXl27VcDHfcrh2XjumwjqQ+wJ/DnHMs0qyal/A1YA8gTpPcDoyTtL2ln4DRgTqc2\nc4D2M8XfA/wmIiLHMs2qSSl/A9YAyt61z455fgK4HWgCZkXEw5K+CLRExBzgauC/JD0ObCCtaKWY\nWW5dVc4/Vx3p7m9gG1+ptd9TLdVbaK3yBqKZWT6+RNTMLCcHqZlZTlUVpPV8uZ2kFZIekrSolk8X\nkjRL0rqO50NK2lvSPEnLsnffQaWTWlm3JQ2XdJekJZIelnRe0TX1RFKTpAck3VpUDVUTpB0utzse\nGANMlzSm2Kp63dERMbZWzs3rxjXAlE7jLgTujIhRwJ3ZsGVqbN3eApwfEWOA8cDHq7jWducBS4ss\noGqCFF9uVxMiYj7pDIyOOl4KfC1wUkWLqn41s25HRFtELMw+/4UUUPsVW1X3JA0D3gVcVWQd1RSk\nXV1uV7X/gGUI4A5Jrdllg/VkcES0ZZ+fAgYXWUwVqsl1O7tb26HAvcVWsk2XARcAW4ssopqCtN4d\nGRGHkXbvPi5pYtEF7QjZBRc+p67GSdod+BnwqYjYVHQ9XZE0FVgXEa1F11JNQVrXl9tFxOrsfR1w\nM2l3r16slTQEIHtfV3A91aam1m1JfUkh+uOI+HnR9WzDBGCapBWkwyXHSLquiEKqKUjr9nI7Sf0k\n7dH+GZgM1NJdgHrS8VLg04FfFlhLNaqZdTu7zeXVwNKI+FbR9WxLRHwuIoZFxEjS7/Q3EfHBImqp\nprs/be/ldrVkMHBzdivWPsBPIuK2Yksqj6TrgaOAgZJWARcDlwI3SjobWAm8r7gKq0+NrdsTgA8B\nD0lqv2v45yNiboE1VT1fImpmllM17dqbmdUkB6mZWU4OUjOznBykZmY5OUjNzHJykJqZ5eQgNTPL\n6f8DDP3d4i+5fjEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x883cc50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Example of plotting to two axes.\n",
"fig, axes = plt.subplots(nrows=1, ncols=2)\n",
"\n",
"ax = axes[0]\n",
"patch = matplotlib.patches.Circle((2.5, 2.5), radius=5, edgecolor='red', fill=None)\n",
"ax.add_patch(patch)\n",
"ax.set_xlim(xmin=0, xmax=10)\n",
"ax.set_ylim(ymin=0, ymax=20)\n",
"xy = 4, 4\n",
"\n",
"xlim = ax.get_xlim()\n",
"ylim = ax.get_ylim()\n",
"ax.plot(xlim, 2 * [xy[1]])\n",
"ax.plot(2 * [xy[0]], ylim)\n",
"ax.scatter([xy[0]], [xy[1]], marker='x')\n",
"ax.set_aspect(True)\n",
"\n",
"ax = axes[1]\n",
"patch = matplotlib.patches.Circle((2.5, 2.5), radius=5, edgecolor='red', fill=None)\n",
"ax.add_patch(patch)\n",
"ax.set_xlim(xmin=0, xmax=5)\n",
"ax.set_ylim(ymin=0, ymax=10)\n",
"ax.set_aspect(True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# See [here][1] for info on handling mouse events in the\n",
"# GTK matplotlib interactive widget.\n",
"#\n",
"# See [here][2] for general usage info for the GTK matplotlib\n",
"# interactive widget.\n",
"#\n",
"# **Note**: Use right-click and drag while in \"pan\" mode to zoom.\n",
"#\n",
"# [1]: https://matplotlib.org/users/event_handling.html\n",
"# [2]: https://matplotlib.org/users/navigation_toolbar.html\n",
"import gtk\n",
"\n",
"from matplotlib.figure import Figure\n",
"from matplotlib.backends.backend_gtkagg import FigureCanvasGTKAgg as FigureCanvas\n",
"from matplotlib.backends.backend_gtkagg import NavigationToolbar2GTKAgg as NavigationToolbar\n",
"import matplotlib.pyplot as plt\n",
"\n",
"win = gtk.Window()\n",
"win.connect(\"destroy\", lambda x: gtk.main_quit())\n",
"win.set_default_size(400,300)\n",
"win.set_title(\"Embedding in GTK\")\n",
"\n",
"vbox = gtk.VBox()\n",
"win.add(vbox)\n",
"\n",
"fig = Figure(figsize=(5,4), dpi=100)\n",
"ax = fig.add_subplot(111)\n",
"\n",
"img = plt.imread(r'cells.png')\n",
"ax.imshow(img, aspect=True)\n",
"\n",
"canvas = FigureCanvas(fig) # a gtk.DrawingArea\n",
"vbox.pack_start(canvas)\n",
"toolbar = NavigationToolbar(canvas, win)\n",
"vbox.pack_start(toolbar, False, False)\n",
"\n",
"win.show_all()\n",
"gtk.main()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x913a910>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VSHrBQ+cpUzirB5J7e9o3HjEpHVHZ44sRz25OsHkOWsPUwMkYsjGqLXn/NEXY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GXY+4AYLXocsLWDOoERgjlg+hjGGT6VMFf4VUJxWvDh5ZzYbInDBhEXWAuXStPLmCHEtHqCFke6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\npIPn8tjho5iChKQXSCOIhCf1Az8SlczVy9q01AaJ5f7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0R81m7KsGth7RK4JqiS8EUmw4\nPz/hQXGKdA0iOSNSiml8w3MleOpW7IJiN8bEtaKSKbdDRSIlvlvQjAeSN0q8GzCbW9Qsx11vCW2E\neuVVvjvM+fCw5XaV8siXpGbk665jYwTEllkC+Aw9yUiGmIvoljt+4FdGgxhbstYwhoAzJfgGpIVK\nQKvhcoTpAGcTGGroa8SuZdnA5hd/mfOTU26ub//QCgX87sXiWghx8bFpyM1H7c+BBx877/5Hbc95\nORX5ePtP/y77/oTxEDwOuP1P/g6n/9G/SNJtOdUjKwI6wFBVlGnDw1SRDJ4+yggGjr2hVwk2SZlm\nHqMEL8KOoRmgnPLeWDOZTumveugc4aTEO4VfD0gZI7saP3rEbEpISg4uYCLHbfBwlNxGKcHeICcl\nmzBS+EAcAlpoTNUQZQozNjR3XyEeHEIWhNaidYwfKx4MA/cnZ3zwjR1xUXDbv/ThrOho5xOYnvFY\nRERDTSwcExnzTA0QFTRRgHhFMBK8BJ2ACfiDY+ZiZtqx9Tccm4C5NbBT5F1LehJxnBx5dGfFefqI\nLDhUJnhXZxgvcHZkMpxSKc1+NFSZJ8sixrCjDo44TrntHCpOcSKC1JF8b0705BL74YcgFnDMab52\nw999LSednJJUNdt4C1rhg8enER+0jrMQMUssxaHCh4E7ZY4SgS6VvLmOwCT4vkdFAbeR0Cg41qAl\nTF9WJ+NgYesQXc7dyvP8Z/42BLi+vv2kX9zfM7/bmMV/CWw+FuBchhD+vBDiTwL/Fv8gwPlfhxB+\n4KMA5y8Bf/SjS/4yLwOc29+m30+1DgtebnN/8OU3mP1zj+mtR0UpZWqZhAku10x1gg0eYwwTJGEw\nFEXGZjA8DVOedCNpHujef5uHX/gs77x1C3uDzCTRqWY8SDAa1VvcsGO6mJErgZ3PGSI4KSSZc3zQ\n1yy6iHVsGETGw+mKLDZ01Zq4mPKsrumUQHWBh8uCuVNoFVgHx1M34pMS5yuKYHndWLSDd2NJrHMW\nXctkTKlthp6lHMYGGwmCF4ghsLcjTRwhREEYetAjEMFNQ+qnqGzN5xLFN27WNNeOvNLoOGK6Kiju\nSSalxs0DyvYsvSBXK9677Xj46B6/vNmw9hVnsylTY+hwrIjRo+eAovMxpYctNV5nWASRW6O84fZm\npFt7aDoIASFPic8KbNbBImGeGk7GFhMveNFApyUnseD1SUE2dtSpI1YRY6/ZDIInxx4aC0eDeDEQ\nug6mAhaKaZAcN0dwAZqR8xc7rn/1LQjhD8No4luWDflrvBwVnADXwH8M/HXgfwceAh/wMnW6/Sh1\n+t8A/zwvU6d/JoTwlY+u82eB//Cjy/7nIYT/8be9uU+9WEhUHLBjhBKOP/rjf4ZtkRGqhgsvyOIO\nP4mIPIjeoOMBQkzrE77S1hzTEm5HPjNNCaPnneMaNgaSgDiZE0wMnYNtBXXLyck5Vliii1MmkwlT\nf0CelEi75T0Zc3pIeb+5Ip+ecxhaEgfpuGNRFGQnd3h6e8vRW8iX5KHiddly7gxVuuLv7I6ErCBV\nml54ToacMEZQxOxlhxgHnLTINEXICN+P+F0NUqKIkD7g9ICyEtNKuGk4O9Gouz0PzIKvbjrU5UC3\nPyIST7jnSe6eMtOOx/GC1DvsEGijmK/KA+QRmiWn1mFtQJYTrnYvPTruyCVz0bNpn5KpCT4VTEJg\nrC2dz7lsj+SpQpsa0XVkY86LtzcUfWAcNSabwiqFN1LieUCKlzVRbd9gleNxrlgIR6VTWhzrvSE0\nKebpnmh3wCpgOkdGCt/fIL1FhhjbObK2p/sbP/PyBZHipXh8+vnOoqw/UERMEizlH3/ED/yrP8S6\n21FGU6R4ufgqOM+ZCjwTEZchonIvt55PRMxUO7btwPqmh0oQzzLSOKG+qfDeIMaOxSLhoC0uXXJx\n7xFX7S1Ba7SKKMaaL0jNLpIcWs/GSR70EETPJnWcT6bQO3ofMYwdV71DTDLOoo5ZojmNFWPn+Gat\n2TUtanZGFEXkwpJGAypVvDhUuKDIyimRVNRtRfAdyjimHhLnGZVne/BgPCfJyINJxg7LizZhuOph\nVyNmGUWy5YuvzyjiBZlIcbJnGCVGR3zdwVpYcjK+J5og+4Z1ZIkdVN7y3miZiJzPFgn12GKVo8Mh\ndILKApv9hhAUQk0wWPREEnc9+rrj+mtXJCZh7BxoBbOUcH+JOF2B8ISuRxjHw1nEeTnw5nak60/w\nzwdk7fBuQzpT9JkDpVBB4nY9+jhiCsGrHTQ/+Xe5Hg6fiFX/74HviMUnRgk/9B/8GBdFAVmMk45a\nxTwNmus2QgdBFAzl2BOnCW81Ne4A4egRpwrwhHUNnYdOMF8W6LJldpKSZpJ6K5BSU2cJNo85Nxqh\nRqayZd/DTVVznsx5rAuug2OvoHAjRVHwbHeL1wU+ipk4QxgaTosSE+AJsEstUk1w3hJ5R+wDbTug\nF3P8YFDSMzpBIqAcKsZgGIXB9iN+yNGtYZoZFirFPzjjvRe3+OcjbEbI4GyVkJYtF/fO8DIhjwvq\n/oAmRkSWZy7jspeoCE5koGkaTqcrbGdIooDsDsRxitYxaZBUXYvOU9pgaMeWF2YkVjl6sNxdTdi0\nhtY7fDB0XQMvOsJtTahHMp3TRTH+YglnGTrqMH2E0BNC38HOQh8zty1KW46uxqUSbzu0nGPaDrKE\n7CSm+8v/F9x+gj79vze+IxafFDISeCv4l/7in6IvRoIXvKkT1qPjroR+3HESJZgo5XJUHHc9bFqY\nZlAq6C2RjfDbjizVJDPJqDwPT06ZCMe6v8HgsXJGayV31IRvbo98cXVBZ29JvCGPIg6xo440idXU\nauRUprzdrJkmcw5dxUqPzCIFY0kZRmLh0VHCdidZ7w+crhbUcqTxHWfFBBFHaJkwkwZpD/SjpYo8\nT46B+liQRgN5duTO6ZSunfJe54nXR8bLA0XseOVujsslPil5vJgSkBzckbmynKLZtBPeNYoPb7fc\nO1lhVMfzyLOMFMtEcTO2nMpAHBSDnHCUjpv9FpYJK6E5dDV0jpPiBD+OzEpFbyRdP7LKcq76PbWu\nsZs9HBTymUPWgkhG2GiKzSQUCoRgkge+eLHiw/Utl11LqN3LzXpCgRyITlKYWc76iO1/9bfoJZ8q\nV6vfId8Ri0+Mj3LpQgjCPc0P//l/Ga8MkoCtDEpndAKGKOXttsde1sg4RmYZdrSIoSfULbjAvfsZ\nFocrpqRpyllSQmjobE+ZZHhjKXzg0AS6PiZJEoY0oNKI923HiZhQuyO5VtwZNJu0oxt7QlbQtZZT\nZ3hYZihjCOOUt9yRCwaOONq4gKC5l+fYak+6KNm5ikwIEhmxGQLv3vTYdmQWex4tJAs78PVZzs1N\ngCqCyz2rZcxseuRsOuKiM6TMmKcxXkCVReRjQLCmNIFvVNAOc9RUkuiYIRiadk8W5yQ6xwqFQaFi\nxW6soR84TUYymbPtR0gjEhEw2ZTNsSbrLOeTnMp23PQN2eqMw+6A7CVRZRhvK7isKWuHdAEySbNI\ncfMYlgn8v+2dWawn2X3XP2ep/b/dtfv2MjM9k/F4DI7tgQfbYBxskjhWBEoUS4mMsANILIrC8oDs\n8EDyCFgWW0QSEQgKYBI7VhJZgSE2fslDJpkRdmZsd4/H7vV2z13+9/632s/Cw/33TGPF0B3cfW+P\n6yP9dU/96kjnq19Vfe85p6pOOYneKTGEkBky6Tk3qhhnOfuf/CrBrMJai3t4jQI6szghSNAu4N0/\n9X4Gbz1LFcxpDy1j0ePqgWE+a5DeMVpJmMzGuKpBzhucMcQXTpGsxZxnTM4aMu5xJh6ALAmUpq1r\nlFfM9ILDusHNJbmKCVzAn1I9nC65KHPORQPIcw61ZVFbtkYbKKW46WsOqzkbQvFkmNHLa8Zljm8c\nvtHI0ZA2NBg7JgslRiQQQVOV1KLPN/cKZgcz+lnARgozWho1YjYF9qZoJyDUnD8dI4opZ9YGpLGk\nshKjU3qBIU5qikbTBAJaT6ESXmx30MSszBWViqipWVGSXEhcNCByFes9Qd56Dm9NGNgM0cxYOTti\n35aEpiXMEvbKnLmtGMiQx5IhyhQstOJK1VCpCNG2+EmOK2p8C+LijEgpGl/jwgSCFEYjiKecW3OM\nZEkVpey9sM3i1y9iH9Tny+8/nVmcDDQIg/AgheY9n/gw87Thy4djzA5QR9B3Rw/4FAa5AOcNyflT\nlMrx6Po6p9tdbpQhMgpI44TNTFFLz1QnXJ5M2ApCVlpLU3s8GpEpjJlxplRcny6I107hVcPVWjHy\nDX1tEOGQyxgq68hszpvTmEwIymZGhiESipIA40GHDXNRcbA75y2nHmfX1FyawmI355FRSCpaelGP\nthJcPKipDxYoJwmZMtyMOXNhiJvmbA6GoDQllqwRDFREaQVtGGC8Y2Zr5jag9JJFacmDgBKPbGv6\nvYhUa4am4npdEcRDksbjipLCeTZKz+D8Jl9ij1UpGfkIHQbUpqb2Fp2m5MWETDiqaYXUATYUTHyD\nOzR4oeD6NcQgwFsNhUInEpNZVBoinGe4VzL+178P4g6TeAOcoXRmcfIYEFAGDnd+iP6ZH8W+tI+o\nLX4YYqoGYQR+lrN1YZ29JsekQ/qPDhnhcdOGVCsSITgbSPYWNWNpybwmQkEYo5xit6jJMTxqQPsZ\n037I1Qp6OiNsFgyl5iaeWDjiFenvaQAAEQdJREFUULNjp7hKMxKas0HEhjf4gcdoz0IIAqmxPmCQ\nSeSO4bJ0XLQOrrWsNhOePBPhpWVGxsXdBqYCbIGQNY/1E9KRRvRiBmlMZB1SOvLa0CchVYapjNi2\nntY3zH0foUKm9T6+bVgvPP0gYVJ7xpkj7kc8JSMOjKVQjqZ29KyGqsXEhnkUoqMBtql5ymlkaMiE\nRQpPXjccGMOsVZxOVwjKfeY2Z6efsagNftbgDisYaUQfKFv8lYLg1DptrOHnP43YtQ/FIjV/Ajqz\nOMmEwOkf+T6uvXUIVYPIDb62nB/26F/QTJqc2IzwmSAONK7xNFoRScEmKTfrnNw71KFldTjAVQ3V\nakKyqDHWU3jDJIoI44phWTPUGTuhYdfHrOsesvTcaCuoWkahg1bRj1KcKHhbLyXXnri1ZA2YwWle\nvPF7nE1XuWkDblyLaOsbXHhqi51AkJeOaCapx5Ojx6ADydvP9NF1Dsk5XKLoK0FsQOcFdeIogpZU\n9ah9S1EK6irlenGTlZV1rpkWWVoiVdG4kNa0EKRI1RCvDCgwCBEwbHuo6oA1X3MFSX9lhKsLilhy\n1mgQLUkcMp/PMVbQVpZhePTVMCMaivjoGyA26CMOgVcLvJmSXlinqGu4/E3etC15+dnfA/uGGXL8\ncXRmcZKRUiKdwyh45Kc/xDU3gVmOeusWSinaRrA5WGXdGG5Zg01HbBKwX+3TF5aeaQmlYuYVVW2x\neIY6JqtLqhpKJwlOZQjpuQk8KhStdVyfO3pxSOprUlFTOkMTpYTesG4dWy5hHmjqwDCTEdeuTxj1\nYnxPcat12KImmrWsrReQrVHPW+aThmZeg/FQzfneJ1ZZyxy+bajjjEoGVK3klLRI48iiPsILcltT\nhZ7DyrNb55xvHOXZFS6XnnrRElWOYdzDtA1tnZOspERSI1rLdKAoioL1IOUZJ7g1n3IrSbnlWkQv\n4IkoolItZrJgoxSkUlJLg5FQhxrfNmgirkaasqwInaK5dUi8CKkej+mPHfNPfprIQCMEJ/k6+Q7Q\nmcXDggYkkvi9b+bUR9/NqKmZLxbsJwEGRW0jvBds+pJRFdDUnvWBwouAbeORkSUsPWhFUFjKckw4\nGCBFQGAULozopS0+hGuLCic104MpT5x/lMt7C8wgI2wKng48m8C8bFmPwOYT+o3mpQwukbGY1QTO\n4XRBP0mYVBFUGsY5QVOzNtSs9Ut6Q03tJKWLWe/1uD49RKU9hsrivSTKUiaLOUnoiUtBz4VUKmcc\nBVwsIxCQzAo2hCWIEvaFwbUSas9cJzDMEPUBQZZgm4ShzpnbGa3voYxnkGl60QiXa4yZI+Mabx0D\n5SnaKVYFOCKkzrBOkx9MccpTHo55+uWWq7/1eYoYODkfA7vfdGbxMBImkrf/rQ+xu5UyGK5wdTJG\n9TXzcsrb+mdZ5GOEdqQleC+4aUGPVogWYzbzgqCXYqykGAzoOc+0aJg1njQNMVmDD0oODizro3Oc\nni6oCXlu7woiG/DUakQUtKyKhHkdsR45LquGS4cVHEhk2nJm4CiN5OBQ4A/io8VyqkNODyNELyZb\nVwSuYJw4pkScjTfZY8qgdQxUjyRqqNoFaZVSy4jFvKA3jDCmYNBbY7/MqRvHxEsWleEt6QZVU3BL\nS0q7jyxTAjEh3Qw5NB5KSY+MyAnG2kIgCWQAQYooG5S5SZso0tULnCpyJvkUK2CkY674GldIyDJO\nf2mbvV/5nTfSHY57oTOLhxKtwTjWRxkX3v29+PecZpYFLBrFmdGI7WrGZu1IbQkuwrk+i6SPTyqY\njxkSkIQRM+2wsWdvcsCj8Yh2X2FTgZUtxBk78wWP9CTzwjI1hp1iwWMrpzktPa62GO2Zb6xyeTqh\nPbCI+YLvOb/FzXrC7JZBLCq8FOiy5LHMkPoaFW5QJAFtGqCGIQdVzdpoFeVKjC3QKmW2qOn31yht\nSRp4Dq5PWBsOmRYNo40hgXXsiaNvesjDnF4aYeoC7ULySnFoDXUcYMMBkTNkSnIoS8JeRGxahlHM\nbDZjbWXE1dmM2FcMegFVECJtgvAzlBa4eY2MU4L/foXJ777AXJeE1UlavOqB0pnFGwIJb/qLb+XJ\nD7yL9nR8tIBNpPE+5pUaUpmwKgSnK83CzTgUikZZ+qkgImISKfx8igw0ufBMnGVNRxS5JUlDZvmE\n2lbEPuZJH3N2LWE2mVL31/mK80zGFYwPSNcyHokTvjGpaA8Mqm2wzYz1Tc3ZjYh5ZZhITaFD4o2U\nVEl8C95KNqWmrlpyHKZ1qKxH1NbYsmZFh2xP9hkP1oiSjCiBejHBtJ43O02kIuYoDqiYH1Y0xuHm\nkK0OCFZa5rbANgFBX9JSEPdTXCFIZciszpEuwNc1ST/GiYIgFIQqw376eQ4//5Wj9Um+O3sTd9KZ\nxRsBpQQOj7RgQ3jfz/4k+3FMaubMVAMqJXYBeeWZ+xIbVESjDNtMWbdDem2AUy2vTnfppRsoUqYE\nUBhiVRFJx6Wiphop3iYjEg1GRXxzcsC46EGR009r3KwmX83g5gI1adHGcObcgGxNsxgotic1T13Y\n5Oq1G5wbXmB3NiPIBIPVkI0q5eWqYVobttb69KdzvO5xLurx+d/8DO98/7u5UlesBY/wNVeyGszp\nVS23XIiuJMleyepawjiC3f1Dgp5BBT2qQXz00JupsUrgpYdIoHSE8zWYChawEWZ417AxEXz1n38K\nZRKsrME7AqD9rj/LOrN4YyEACSqM0FVDcirlB3/mw1xR1xnUfeo25fJkQbi1TiUsfW8YxjWDwhGI\nITfrMTJquVJbvAvZ9AGB8lSN41BAIGNMagmsY9Joqqs5/b5gY33A7vYO85kjiQaU031wLb1+wfc8\nvcnVNiJvE55eWWOIZXu2w5PZJl+xhoO24oleyLQ1XJMWrzRpo2h0gAk0o/qQWXuLLDzHfOLBesJE\nIZViWMHw2hRfaQrbIqVkZ3yLJ/7MabbDgFkmwQjirE81d0i/QGqIh6cxEqrpAadayVo24OpP/xty\n6SGLYVEReXhoX/m6P3Rm8d2CjOG9n/goUgskfXbynJluiHwLWUjRSk4LR1UcskNKP4jJ3II8MRir\neLWJqXMHgUcctPhCQjvniccTnIXt61OaXIFIWfcFG3FJvSW5Phyiog2iquV8qjHULPYOOBUOWNSe\ncLiKDByhjdmeNYxTx7qxpFFA4xUHomTeKMgnCBuhYkEWKpSMWEwlo1tj2N1hVAt6VlL3JTe2Ilae\n2OJKuYBKcjpY51U5RUYhoVT4JKI3bxj/7C+jcwNav/aVuY5vS/f5wu8WRAXP/9SnmAc1WPj+f/IR\nwjhjGDkuTg8ojeQwGgKneCQOadspbXaOzBmm+T5oBb4GmaLyHIMlWx0x62nyuaOpcpg3BCpnlCrC\nwZBqbY2RiOkXjjqMuNQaMplybhRTzXOyKGPPO66Lkp6t6IcBUbVA6wE3aoNOK6rZgpWkx6G3eD3H\nVJ5BtInNAg5fvsnGqzlrccC4KCmyPkXgYRJhd2vU0BEN+ti8hCwlLluKn/sl+jZhblrAYJVEPNwv\neJ0oup7FGw0BgyQjL3Kskqz80J/mHe95G0JJSmsxaYxu5sxcylWnmQcOpgvwBmUldm/K+noPP1TM\ndEg7rmFnAblgZTSALEf0FcPVgHXvGDtFLvtkBKRhhbUeu1BUepVDU9NTjnOyJs56PL9zA5vErK2M\nKA62mcshXgq8d0ePUBtAh9AKkmtj3rS7T+NA1h4ZhNRCU2aK+vSQ3VjzyKUbbP/GFxnFPcb1gttn\nS3fS3DPdMKTjdQIBLfDMX/1hwqdXKZoF+2XIbqhJwx6z6QwO9kmrkq1zfSa9AbNWYg4L/EHO5qpm\nfSVmoQw+DRGhxOqEW0QESrDRVgRWclNazgR9rs93CX3AqlynN6jZn+0yn9dk/Ufw2lM1ObKXUVrQ\n04YVbZj4BlxGsD9jQ1j6BwVh5Zkc1jRVicpLrn3t64jaYJw97pS+keiGIR2v471GAC/+6v/A0RDp\nmMIaBt4wk7D+I++j3gjovSmhnk/hoCFLNplMGpIkwCUwyWKi3JM2jhuFoTGe/qmEadnQ6g1EdYCP\nQ2QdYImo6xI726U+7BFnZ6mifYybYQipAsVw5kgTSRYJrqoa36Qo7Vibzrn82S8QzAIEFZ6QFgMa\noiimdt305HHQ9Sw6XkeAVhrtA2LbUGCxUch7//aH+PJim1Pnt9hOG7RzjIIMl7dsrQx4wewTZCuY\nyqIKwUqc0WrLYTVD5g1VJEGmUHuy9YT6xW/w/rzPs//pswzDBF+WzCIF1h6NIezRuzMP+YIyDxNv\niGHIHLh03Dq+DevA/nGL+GPodN07J1Xbg9L1qPd+4/9V6aQPQy7djeMdB0KI50+itk7XvXNStZ00\nXfK4BXR0dDwcdGbR0dFxV5x0s/il4xbwf+Gkaut03TsnVduJ0nWiJzg7OjpODie9Z9HR0XFC6Myi\no6PjrjixZiGE+IAQ4pIQ4hUhxMcecNvnhRBfFEJ8VQjxFSHE31vGV4UQvyuE+Pry78oyLoQQ/2qp\n9Y+EEM/cZ31KCPG/hBCfW25fEEI8t2z/14QQ4TIeLbdfWe5/7D7rGgkhPiOEuCiE+JoQ4l0nIWdC\niH+wPI4vCSE+JYSIjytnQoh/L4TYFUK8dEfsnnMkhPjIsv7XhRAf+U5q/LZ470/cD1DAN4DHOVo1\n/8vAWx5g+1vAM8tyH3gZeAvwz4CPLeMfA/7psvxB4L9xtOrEO4Hn7rO+fwj8F+Bzy+1fB358Wf4F\n4O8sy38X+IVl+ceBX7vPuv4j8DeX5RAYHXfOgLPAZSC5I1cfPa6cAX8BeAZ46Y7YPeUIWOXoO9ar\nwMqyvHI/j633/sSaxbuAZ+/Y/jjw8WPU81vA93P0NOnWMrbF0UNjAL8I/MQd9V+rdx+0nAO+ALwP\n+NzyRNoH9LfmDngWeNeyrJf1xH3SNVxelOJb4seas6VZXF9eWHqZsx88zpwBj32LWdxTjoCfAH7x\njvj/Ue9+/U7qMOT2Ab7NjWXsgbPshr4DeA445b2/tdz1KnBqWX6Qev8F8I94feHINWDivb+9wsud\nbb+ma7l/uqx/P7gA7AH/YTlE+ndCiIxjzpn3fhv4BHANuMVRDl7gZOTsNveao2O5Pk6qWZwIhBA9\n4DeAv++9n925zx9Z+gO97yyE+GFg13v/woNs9y7RHHWv/633/h1AzlGX+jWOKWcrwF/hyMzOABnw\ngQep4V44jhzdLSfVLLaB83dsn1vGHhhCiIAjo/jP3vvPLsM7Qoit5f4tYHcZf1B6/xzwl4UQV4D/\nytFQ5F8CIyHE7fd87mz7NV3L/UNgfB90wdF/txve++eW25/hyDyOO2d/Cbjsvd/z3rfAZznK40nI\n2W3uNUfHcn2cVLP4Q+DJ5Yx1yNFE028/qMaFEAL4ZeBr3vtP3rHrt4HbM88f4Wgu43b8ry1nr98J\nTO/oVn7H8N5/3Ht/znv/GEc5+Z/e+w8DXwR+7Nvouq33x5b178t/Le/9q8B1IcRTy9D7ga9yzDnj\naPjxTiFEujyut3Ude87u4F5z9CzwA0KIlWXP6QeWsfvL/Z4U+f+YBPogR3chvgH84wfc9p/nqCv4\nR8CXlr8PcjR2/QLwdeDzwOqyvgB+fqn1ReDPPgCN38frd0MeB/4AeAX4NBAt4/Fy+5Xl/sfvs6a3\nA88v8/abHM3UH3vOgJ8DLgIvAb8KRMeVM+BTHM2dtBz1xv7GnyRHwF9fanwF+MkHcV10j3t3dHTc\nFSd1GNLR0XHC6Myio6PjrujMoqOj467ozKKjo+Ou6Myio6PjrujMoqOj467ozKKjo+Ou+N+PsMu3\naJ7BGwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x8824a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = plt.imread(r'cells.png')\n",
"plt.imshow(img)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
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"toc_section_display": "block",
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},
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}
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