{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "import glob" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['CFP-HS351-full', 'CFP', 'FRET-HS351-full', 'FRET', 'HS351-CFP', 'HS351-FRET', 'HS351-RFP', 'label', 'RFP-HS351-full', 'RFP', 'FRET/CFP'])\n" ] }, { "data": { "text/html": [ "
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LabelFRET/CFPRFP
1HS3511.546508363.058
2HS3511.460634151.012
3HS3511.593074429.257
4HS3511.872101388.668
5HS3511.39782183.423
............
5085YG13921.69852861.135
5086YG13921.76910584.852
5087YG13921.532653154.008
5088YG13921.60641384.632
5089YG13921.78585670.442
\n", "

5089 rows × 3 columns

\n", "
" ], "text/plain": [ " Label FRET/CFP RFP\n", " \n", "1 HS351 1.546508 363.058\n", "2 HS351 1.460634 151.012\n", "3 HS351 1.593074 429.257\n", "4 HS351 1.872101 388.668\n", "5 HS351 1.397821 83.423\n", "... ... ... ...\n", "5085 YG1392 1.698528 61.135\n", "5086 YG1392 1.769105 84.852\n", "5087 YG1392 1.532653 154.008\n", "5088 YG1392 1.606413 84.632\n", "5089 YG1392 1.785856 70.442\n", "\n", "[5089 rows x 3 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flist = glob.glob('*.csv')\n", "data = {file[:-4]: pd.read_csv(file, index_col=0) for file in flist}\n", "\n", "data['FRET/CFP'] = data['FRET']/data['CFP']\n", "\n", "\n", "df = data['label']\n", "df['FRET/CFP'] = data['FRET/CFP'].values\n", "df['RFP'] = data['RFP'].values\n", "df = df.drop('Mean',axis=1)\n", "df = df.drop('Slice',axis=1)\n", "\n", "labels = df['Label'].values\n", "labels_crop = [labels[i][25:-8] for i in range(labels.shape[0])]\n", "df['Label'] = labels_crop\n", "\n", "print(data.keys())\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['HS351',\n", " 'YG1369',\n", " 'YG1370',\n", " 'YG1371',\n", " 'YG1372',\n", " 'YG1373',\n", " 'YG1374',\n", " 'YG1375',\n", " 'YG1376',\n", " 'YG1377',\n", " 'YG1381',\n", " 'YG1390',\n", " 'YG1391',\n", " 'YG1392']" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "label_set = sorted(list(set(df['Label'].values)))\n", "label_set" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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K5TRgE3AKcBTwPUk/iojHp54YEauB1VBanKuVJ8nr0Ln9JBasuJHDBgd40yuG+MHPd072gD/122drfioZGhzg5hWntPRcWdhtyCyvuvH+SyOgvwdYGaVlG++SdC9wNPCTFK49aTo77WRBeSjm2K5xrt0wtlcnZL28+nTv6s6R54s3nc6WTr//0ki53Ae8FkDSi4CFwD0pXHcvF562MLVdfHrV1B7vWrm1wYF+v2mt5jC48u5UC7weT+E0M2xxDXALsFDSdknnSTpf0vnJKZ8C/lDSFuD7wEci4qG0C7p08RDnnjQv7cs2rdGwwqHBAWb1t39/rEwt1cq5VW76bMVVaxjc1cnuVJ0a62y9q5lRLssi4tCI6I+IwyPiaxFxWURclhx/ICJOjYjjIuLYiLiqU4Wt1/HXSQP9fXz2rcfXHClSHjI4PlG1L7glla1y73Bj9dTqV5raOeX1eIojU1P/Z0KftFcQvfAfNu+zqFV5yOCqtdvayvNX6/F2zttqaaVfKa+DCmxvmZr6D6V1vLtpd8TeAXVK5qW/TwwfWdrTczpDD8um3jjMGqn291YrMei5BsWQuYC+3wyu57Jq7bZ91hCf2B2TH2erpUgaLWELz6V0HMytFdX+3s49aZ7nGhRY5lIuTz1Tewp7pzUzdXdqiqQ8EqHe1Hu3zG26qqXkho88xEMZCypzAb3bKke31MpZ1vs4W34jffgbm6su/zs0OOA3m6XK/S7FlbmUy+BA4xRGmpadeMTk19Odurt08RCffevx/ihsZh2VuRb6xW84hguu2dTx5+mTWHbiEXsNlWx26m692Xv+KGxmnaKYoV2AhoeHY3R0dFo/e+5XbuHmu+stADk9A/19beezq+XM07iuFZen91slSRsiYrjascylXACu/s9/0JHrXnJOqTXezrTpbixib8XRjV1uLD8yl3Ip20/QxKb1eynP9KzWsdknccE1mxDPzbQrv3mApltE3VjEvmiK3EKt10Aoyu/AmpfJFjpAX4vD0csdkLUm/5RHoLQ7bbobi9gXSdFbqG4gWCsyG9BbWTalchbm1MkYzezlWe3NM7JxrGpqphuL2BdJ0VNYbiBYKzKZcmm1dTZ1+n7lON1m9vKc+uaZ2vFZLTVT1BRB2oreQq22J6wbCFZL5gJ6OZi2ol4rvNECR9XePI3ymp7YkZ7pTObKEzcQrBWZC+jVgmkj1WZollVrAZU7RodqvHmK3mrsJrdQPfPTmpe5gD6doFlvx/vptICK3mrsJrdQzZrXMKBLuhx4PbAjIo6tcvxC4NyK670MmBsR6c/8ofW9RZudmt9KgHCrsbvcQjVrTjOjXK4ATq91MCJWRcSiiFgEfBT4YaeCObS+5ngnZmh6JyEz60UNW+gRsU7S/CavtwxY01aJGqj2EfzpZ57l0acn9jm3mc2Upztpxa1GM+s1qeXQJc2i1JL/QJ1zlgPLAebNm/6Gz1OD6cdGtnDV+vv2Oe/x30wwsnGsZuBtZvihmVlWpNkpehZwc710S0SsBlZDaXGutJ74xtserPr4nmByAkq1VrinVZtZnqQZ0N9Oh9Mt1YxsHKuabikrt7qrtcI9/NDM8iSVqf+SDgZeDXw7jeu14uLrt9Y93ifVbIV7WrWZ5UnDgC5pDXALsFDSdknnSTpf0vkVp70R+G5EPNWpglYzsnGMXeO1W+f9+6nmpKIHdo173RUzy5VmRrksa+KcKygNb+yqegs0CVj1luNZtXZbzUlAnrRiZnmSuZmilerluj//tkWTgbneJCAPPzSzvMjs8rlQO9c9e9Zz4889CcjMiiLTLfRaU/AvOuuYvc5zK9zMiiDTAd05cDOz5yjqLC3bScPDwzE6Opra9Yq876SZFYekDRExXO1YplvoZZ7Cb2aW8U7RsqLvO2lmBjkJ6J7Cb2aWk4DuKfxmZjkJ6I2m8I9sHGPJyptYsOJGlqy8iZGNYzNRTDOzjspFp2i94YvuMDWzoshFQIfak4e85rmZFUUuUi71uMPUzIoi9wHdHaZmVhS5D+he89zMiqKZDS4ul7RD0u11zjlZ0iZJWyX9MN0itserLZpZUTTTKXoFcClwZbWDkgaBLwGnR8R9kn43tdI1qdE6Ll5t0cyKoJkdi9ZJml/nlHcA10XEfcn5O1IqW1M8LNHMrCSNHPpLgdmS/kXSBknvSuGaTfM6LmZmJWmMQ98feAXwWmAAuEXS+oi4c+qJkpYDywHmzZuXwlN7WKKZWVkaLfTtwNqIeCoiHgLWAcdXOzEiVkfEcEQMz507N4Wn9rBEM7OyNAL6t4FXSdpf0izgROCOFK7bFA9LNDMraZhykbQGOBmYI2k7cBHQDxARl0XEHZL+L3AbsAf4akTUHOKYNm9DZ2ZWkpst6MzMiqDeFnS5nylqZlYUDuhmZjnhgG5mlhMO6GZmOeGAbmaWEw7oZmY54YBuZpYTDuhmZjnhgG5mlhNprLbYUxptdmFmlle5Cuje7MLMiixXKRdvdmFmRZargO7NLsysyHIV0L3ZhZkVWa4Cuje7MLMiy1WnqDe7MLMia2bHosuB1wM7IuLYKsdPprQN3b3JQ9dFxCdTLGNLli4ecgA3s0JqpoV+BXApcGWdc34UEa9PpURmZjYtDXPoEbEOeKQLZTEzszak1Sn6B5I2S/qOpGNqnSRpuaRRSaM7d+5M6anNzAzSCeg/BY6MiOOBvwVGap0YEasjYjgihufOnZvCU5uZWVnbAT0iHo+IJ5Ov/wnolzSn7ZKZmVlL2g7okv6dJCVfvzK55sPtXtfMzFrTzLDFNcDJwBxJ24GLgH6AiLgMeDPwXyQ9C4wDb4+I6FiJzcysqoYBPSKWNTh+KaVhjWZmNoNyNfXfzKzIcjX1vxpveGFmRZHrgO4NL8ysSHKdcvGGF2ZWJLluoedtwwunj8ysnly30PO04UU5fTS2a5zgufTRyMaxmS6amfWIXAf0PG144fSRmTWS65RLnja8yFv6yMzSl+uADvnZ8OKwwQHGqgTvLKaPzKwzcp1yyZM8pY/MrDNy30LPizylj8ysMxzQMyQv6SMz6wynXMzMcsIB3cwsJxzQzcxywjl0q8rLDJhlT8MWuqTLJe2QdHuD835f0rOS3pxe8WwmeJkBs2xqJuVyBXB6vRMk9QGfAb6bQplshnmZAbNsahjQI2Id8EiD0/4MuBbYkUahbGZ5mQGzbGq7U1TSEPBG4MtNnLtc0qik0Z07d7b71NYheVql0qxI0hjl8gXgIxGxp9GJEbE6IoYjYnju3LkpPLV1gpcZMMumNEa5DANflwQwBzhT0rMRMZLCtW0GeJkBs2xqO6BHxILy15KuAP7RwTz7enWZAQ+nNKutYUCXtAY4GZgjaTtwEdAPEBGXdbR0ZhW86bdZfQ0DekQsa/ZiEfGf2iqNWR31hlM6oJt56r9liIdTmtXngG6Z4eGUZvU5oFtmeDilWX1enMsyw8MpzepzQLdM6dXhlGa9wCkXM7OccEA3M8sJB3Qzs5woZA7d08fNLI8KF9A9fdzM8qpwKRfvxmNmeVW4gO7p42aWV4UL6J4+bmZ5VbiA3unp4yMbx1iy8iYWrLiRJStvYmTjWCrXNTNrpHCdop2cPu4OVzObSc1scHE58HpgR0QcW+X42cCngD3As8AFEfHjtAuapk5NH/d63WY2k5pJuVwBnF7n+PeB4yNiEfCnwFfbL1Y2ucPVzGZSMzsWrZM0v87xJyu+PQiIFMqVSYcNDjBWJXhX63D15CYzS1sqnaKS3ijp58CNlFrphdRsh2s51z62a5zguVy7O1DNrB2pBPSI+FZEHA0spZRPr0rSckmjkkZ37tyZxlP3lKWLh7jknOMYGhxAwNDgAJecc9w+LW9PbjKzTkh1lEuSnnmxpDkR8VCV46uB1QDDw8O5TM000+HqXLuZdULbLXRJ/16Skq9PAA4EHm73unnmyU1m1gkNA7qkNcAtwEJJ2yWdJ+l8Secnp7wJuF3SJuCLwNsiIpet77R4b0wz64RmRrksa3D8M8BnUitRAXhvTDPrhMLNFO0V3hvTzNLmgJ4zHt9uVlwO6DnitWTMiq1wqy3mmce3mxWbA3qOeHy7WbE5oOeIx7ebFZsDeo54fLtZsblTNEeaHd/ukTBm+eSAnjONxrd7JIxZfjnlUjAeCWOWXw7oBeORMGb55YBeMB4JY5ZfDugF45EwZvnlTtGcaHbkild6NMsvB/QcaHXkild6NMsnp1xywCNXzAya27Hockk7JN1e4/i5km6TtEXSv0o6Pv1iWj0euWJm0FwL/Qrg9DrH7wVeHRHHAZ8i2QTauscjV8wMmgjoEbEOeKTO8X+NiEeTb9cDh6dUNmuSR66YGaTfKXoe8J1aByUtB5YDzJs3L+WnLi6PXDEzAEVE45Ok+cA/RsSxdc55DfAl4FUR8XCjaw4PD8fo6GgLRTUzM0kbImK42rFUWuiSfg/4KnBGM8HczMzS1/awRUnzgOuAP4mIO9svkpmZTUfDFrqkNcDJwBxJ24GLgH6AiLgM+DjwQuBLkgCerfVxoNd4XXAzy5OGAT0iljU4/l7gvamVqEu8LriZ5U1hZ4p6dqWZ5U1h13Lx7MqZ4TSXWecUtoXu2ZXdV05zje0aJ3guzTWycWymi2aWC4UN6J5d2X1Oc5l1VmFTLp5d2X1Oc5l1VmEDOnhd8G47bHCAsSrB22kus3QUNuVi3ec0l1lnFbqFbt3lNJdZZzmgW1c5zWXWOU65mJnlhAO6mVlOOKCbmeWEA7qZWU44oJuZ5URTW9B15ImlncCvmjh1DvBQh4vTi4pabyhu3V3v4plO3Y+MiLnVDsxYQG+WpNGsbJiRpqLWG4pbd9e7eNKuu1MuZmY54YBuZpYTWQjoq2e6ADOkqPWG4tbd9S6eVOve8zl0MzNrThZa6GZm1gQHdDOznOjpgC7pdEnbJN0lacVMlydtkn4paYukTZJGk8cOkfQ9Sb9I/p+dPC5Jf5P8Lm6TdMLMlr55ki6XtEPS7RWPtVxPSe9Ozv+FpHfPRF1aVaPuF0saS173TZLOrDj20aTu2ySdVvF4pt4Lko6Q9ANJP5O0VdIHk8dz/brXqXd3XvOI6Ml/QB9wN/Bi4ABgM/DymS5XynX8JTBnymN/DaxIvl4BfCb5+kzgO4CAk4BbZ7r8LdTzj4ETgNunW0/gEOCe5P/ZydezZ7pu06z7xcB/q3Luy5O/8wOBBcnff18W3wvAocAJydfPB+5M6pfr171OvbvymvdyC/2VwF0RcU9EPAN8HTh7hsvUDWcDf598/ffA0orHr4yS9cCgpENnoHwti4h1wCNTHm61nqcB34uIRyLiUeB7wOkdL3ybatS9lrOBr0fEbyPiXuAuSu+DzL0XIuLBiPhp8vUTwB3AEDl/3evUu5ZUX/NeDuhDwP0V32+n/i8miwL4rqQNkpYnj70oIh5Mvv434EXJ13n7fbRaz7zV/wNJauHyctqBnNZd0nxgMXArBXrdp9QbuvCa93JAL4JXRcQJwBnA+yX9ceXBKH0my/240qLUs8KXgaOARcCDwGdntDQdJOl5wLXABRHxeOWxPL/uVerdlde8lwP6GHBExfeHJ4/lRkSMJf/vAL5F6WPWr8uplOT/Hcnpeft9tFrP3NQ/In4dEbsjYg/wFUqvO+Ss7pL6KQW1qyPiuuTh3L/u1erdrde8lwP6/wNeImmBpAOAtwPXz3CZUiPpIEnPL38NnArcTqmO5Z78dwPfTr6+HnhXMhrgJOCxio+uWdRqPdcCp0qanXxcPTV5LHOm9H28kdLrDqW6v13SgZIWAC8BfkIG3wuSBHwNuCMiPldxKNeve616d+01n+le4QY9xmdS6iW+G/jLmS5PynV7MaWe683A1nL9gBcC3wd+AfwzcEjyuIAvJr+LLcDwTNehhbquofQxc4JSLvC86dQT+FNKnUZ3Ae+Z6Xq1Uff/ndTttuRNemjF+X+Z1H0bcEbF45l6LwCvopROuQ3YlPw7M++ve516d+U199R/M7Oc6OWUi5mZtcAB3cwsJxzQzcxywgHdzCwnHNDNzHLCAd3MLCcc0M3McuL/AxFV9ToaCSTzAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for label in label_set:\n", " tmp = df.loc[df['Label']==label,:]\n", " plt.figure()\n", " plt.scatter(tmp['RFP'],tmp['FRET/CFP'])\n", " plt.xlim(0,1000)\n", " plt.ylim(1.2,2.2)\n", " plt.title(label)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.scatter(data['RFP-HS351-full'], data['FRET-HS351-full']/data['CFP-HS351-full'])\n", "plt.xlim(0,1000)\n", "plt.ylim(1.4,2.2)\n", "plt.title('HS351-full')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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YEHZpkXbFF0XNbBFwB/BXY2i7zswazKzh5MmTV/rSIjJJtbS0kJ2dTSwWw92JxWJkZ2fT0jJa31CuRBCzXH4KbHL35GgN3X27u5e6e2lBQUEALy0ik1UikeDYsWO4O8eOHSORSIRdUuQFMculFHjJzADmAbeaWZe7vxbAuUUkTXV3dzNz5kza29v7HyW1rjjQ3f2f931uZruA/60wnxhmhrsP+bzIZKD7oU+ssUxbjAO/Ar5gZk1mttbMvm9m3099eTKSRYsWjet5kYk0ffp0WltbcXdaW1uZPl3LXlJt1P9hdx/zSgB3/+4VVSPj0tzczDe+8Q327NmDu2NmfP3rX+fNN98MuzQRurq6Rvxagqel/2lszpw51NXV8cQTT9DR0cETTzxBXV0dc+bMCbs0EQmBAj2NtbW1MXv2bFauXElmZiYrV65k9uzZtLW1hV2aiIRAgZ7Gurq6uPPOO1m1ahVZWVmsWrWKO++8U3/aikxRCvQ0Nn36dGpra1mwYAFmxoIFC6itrdXFJ5k0tKfoxNJPfhqbMWMG7e3t/VPCzp49S3t7Ozk5OSFXJtKjbwqtptJODAV6Guvo6MDM+rf1am1txczo6OgIuTKRHt3d3YMeJbX0d1Cac3fuv/9+zpw5w/333z/kQiMRmRoU6Gnuqquu4q677iI7O5u77rqLq666KuySRCQkGnJJc9OnT2fNmjV89NFHFBUV6YKoTCoZGRkkk8n+R0kt9dDTXCKR4OOPPyaZTPLxxx/rjnYyacybN69/CNDdmTdvXsgVRZ8CPY2tWLGCzs5OZsyYAfTMeuns7GTFihUhVyYCp06dGjTL5dSpUyFXFH0K9DSWTCYpLS3tn9XS0dFBaWmp/rSV0PUFed97se9R0xdTS4GexhobG3nggQdYtmwZGRkZLFu2jAceeIDGxsawS5MpbrjZVpqFlVq6gpbGFi5cyKZNm3jxxRcpKyujvr6ee++9l4ULF4Zdmgigi6ITTT30NHdpj0c9IJlM+raa1JaTE0OBnsaam5u54447Bt2c64477qC5uTns0kQA6NsMXpvCTwwFehpbuHBh/825MjIy+m/OpSEXmSwuvSgqqaVAT2Pnz5+nvb2dyspKzp07R2VlJe3t7Zw/fz7s0kQkBAr0NNbS0sKDDz5ITU0Nubm51NTU8OCDD9LS0hJ2aSISAgV6misvL+fAgQN0d3dz4MABysvLwy5JpJ/uhz6xNG0xjRUWFnL77bfT1dVFZ2cnmZmZTJ8+ncLCwrBLEwE0hj7R9GszjS1btozPPvts0D2nP/vsM5YtWxZyZSIShlED3cxqzOyEmR0Y5vi9Zvaumb1nZnvN7Prgy5ShvPnmm+Tk5FBUVERGRgZFRUXk5OTw5ptvhl2aiIRgLD30XcAtIxz/APiqu68A/gLYHkBdMgZdXV28/PLLfPDBB3R3d/PBBx/w8ssva5NokSlq1EB397eAYadNuPted2/t/fLXgAZwJ9CBAwdG/FpEpo6gx9DXAruHO2hm68yswcwatHLsyuXn5/PQQw9x9dVXk5GRwdVXX81DDz1Efn5+2KWJSAgCC3QzK6cn0DcN18bdt7t7qbuX6t4OV2716tUkk0mOHz+Ou3P8+HGSySSrV68OuzQRCUEggW5mvw/sAG5399NBnFNG97Of/QyAvLy8QY99z4uErW9LRG2NODGuONDNrAh4Ffi2ux++8pJkrDo6Oli3bh0tLS24Oy0tLaxbt65/wwuRsGke+sQay7TFOPAr4Atm1mRma83s+2b2/d4mfw7MBZ4zs3fMrCGF9colvvnNb474tUiYFOgTy8K6f3Zpaak3NCj7r4SZEYvFuPrqq/nwww9ZvHgxn376KYlEQvdFl1CNtNWc3ptXxsz2uXvpUMe0UjSNrVixgkQi0b/57qlTp0gkEtokWiaN+fPnY2bMnz8/7FKmBAV6Ghu4SbS7a5NomVSWLFnCiRMncHdOnDjBkiVLwi4p8nTpOY01NjaSSCTIzMzsf66zs5NYLBZiVSKQk5PDkSNHyMvL4+zZs8yePZsjR46Qk5MTdmmRph56GisuLqa+vn7Qc/X19RQXF4dUkUiPGTNmYGa0tbWRTCZpa2vDzJgxY0bYpUWaAj2NVVVVsXbtWurq6ujs7KSuro61a9dSVVUVdmkyxbW0tLBp0yauu+46MjIyuO6669i0aZM2X0kxDbmksYqKCgAqKytpbGykuLiYLVu29D8vIlOLeugiErj8/Hy2bt3KmjVrOHfuHGvWrGHr1q26z1CKqYeexuLxOOvXryeRSJBMJjl8+DDr168HUC9dQpWdnU0ymWTbtm38+Mc/ZvHixcyaNYvs7OywS4s09dDT2IYNGzh//jyPPfYYHR0dPPbYY5w/f54NGzaEXZpMcc3NzTz99NPk5ORgZuTk5PD000/T3NwcdmmRpkBPYy0tLdx9993U1NSQm5tLTU0Nd999ty48SeiKi4spLCwctIF5YWGhZmClmAI9ze3Zs4dt27aRSCTYtm0be/bsCbskEc3AConG0NPcZ599NuLXImHQDKxw6OZcaczMyMjIoKCggOPHjzN//nxOnjxJMpnUDZBEIko354qo5cuXc9ttt3HmzBkAzpw5w2233cby5cvDLUxEQqFAT2NVVVXs37+f3bt3c/HiRXbv3s3+/fs1TikyRWkMPY1pnFJEBlIPPc3t3buXo0ePkkwmOXr0KHv37g27JBEJiQI9jVVWVvLcc8+Rl5dHRkYGeXl5PPfcc1RWVoZdmoiEQIGexqqrq5kzZw61tbUkEglqa2uZM2cO1dXVYZcmQjwep6SkhGnTplFSUkI8Hg+7pMhToKexrq4uXnjhBcrLy8nMzKS8vJwXXniBrq6usEuTKS4ej1NVVTVo0VtVVZVCPcUU6Gnu+eefH9QLev7558MuSYQtW7awevVqKisricViVFZWsnr1arZs2RJ2aZE2aqCbWY2ZnTCzA8McNzN72syOmtm7ZvbF4MuUoeTk5BCPx7nppptoaWnhpptuIh6Pa5svCd2hQ4eora0d1EOvra3l0KFDYZcWaWPpoe8Cbhnh+CpgSe/HOuCvrrwsGYu8vDyys7PZsWMHc+bMYceOHWRnZ5OXlxd2aTLFZWVlceONNw7qod94441kZWWFXVqkjRro7v4WMNLt+24Hfu49fg3MMbMFQRUow2tubqa6upqlS5eSkZHB0qVLqa6u1i1KJXQXL17kpZdeGrTBxUsvvcTFixfDLi3SghhDXwT8dsDXTb3PfY6ZrTOzBjNrOHnyZAAvPbXpFqUyWWVlZXHPPfcMurXzPffcox56ik3oRVF33+7upe5eWlBQMJEvHUm6RalMVhcvXuSNN96go6MDd6ejo4M33nhDPfQUC2Lp/8fANQO+Lux9TlJMS/9lslq0aBHt7e1Az11BATo7O1m0aMg/3iUgQfTQfwF8p3e2y5eBs+7+SQDnlTGoqKgYNOSiMJfJIhaLUVNTQyKRoKamhlgsFnZJkTdqD93M4sDNwDwzawIeATIB3L0a+CVwK3AUOA98L1XFikh6aG5uZteuXYP+ety6dSvf/e53wy4t0kYNdHcfscvnPTsp/CCwikQk7RUXF/P+++8Peu7999/XBfsU00pREQlceXk5jz/++KBpi48//jjl5eVhlxZpCnQRCVxdXR2bNm0aNG1x06ZN1NXVhV1apGlPUREJ3LRp00gkEmRmZvY/19nZSSwWo7u7O8TK0p/2FBWRCVVcXEx9ff2g5+rr6zWGnmIKdBEJnBa9hUN7iopI4LToLRzqoYuIRIR66CISuL4di3bu3ElZWRn19fWsXbsWQL30FNIsFxEJXElJCdu2bRs077yuro7KykoOHBhyrxwZo5FmuSjQRSRwmraYOpq2KCITqri4mM2bNw/a73bz5s2atphiCvQ0F4/HB/3QaFd1mQy09D8cCvQ01nfhaeBGvFVVVQp1CZ2W/odDY+hpTBeeZLLSGHrqaAw9ohobGykrKxv0XFlZGY2NjSFVJNJDS//DoUBPY/qhkclKS//DoYVFaazvh+bSxRtbtmwJuzSZ4rT0PxwaQ09z8XicLVu29P/QVFVV6YdGJMK0sEhEJCJ0UVREZApQoIuIRIQCXUQkIhToIiIRoUAXEYmI0Ga5mNlJ4MNQXjya5gGnwi5CZAh6bwZrsbsXDHUgtECXYJlZw3BTmUTCpPfmxNGQi4hIRCjQRUQiQoEeHdvDLkBkGHpvThCNoYuIRIR66CIiEaFAFxGJCAV6mjOzGjM7YWbac04mFTO7xszqzOyQmR00sx+GXVPUaQw9zZnZTUA78HN3Lwm7HpE+ZrYAWODub5tZLrAP+CN3PxRyaZGlHnqac/e3gJaw6xC5lLt/4u5v935+DmgEFoVbVbQp0EUk5czsWmAl8JuQS4k0BbqIpJSZzQReAX7k7m1h1xNlCnQRSRkzy6QnzF9091fDrifqFOgikhJmZsBOoNHdnwq7nqlAgZ7mzCwO/Ar4gpk1mdnasGsS6fUV4NvA18zsnd6PW8MuKso0bVFEJCLUQxcRiQgFuohIRCjQRUQiQoEuIhIRCnQRkYhQoIuIRIQCXUQkIv4/pT8V76NO9GkAAAAASUVORK5CYII=\n", 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\n", 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\n", 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Li7QRA93d3wJaRmhWBbwCnAiiKBHJbOvXr6e9vZ3Zs2eTlZXF7NmzaW9vZ/369WGXFmlX/aGomS0E7gL+fBRt15rZXjPbe/Lkyat9aRGZoFpaWsjNzSUWi+HuxGIxcnNzaWkZqW8oVyOIWS4/ATa6e3Kkhu6+zd3L3b28qKgogJcWkYkqkUhw7Ngx3J1jx46RSCTCLinygpjlUg68ZGYAc4DbzazL3V8L4NwikqG6u7uZPn067e3tffeSXlcd6O7+T3q/NrOdwP9UmI8PM8PdBz0uMhFoPfTxNZppi3Hgl8BnzKzJzNaY2XfM7DvpL0+Gs3DhwjEdFxlPU6dOpbW1FXentbWVqVN12Uu6jfgv7O6jvhLA3b91VdXImDQ3N/OVr3yF3bt34+6YGV/+8pd58803wy5NhK6urmEfS/B06X8GmzVrFvX19TzxxBN0dHTwxBNPUF9fz6xZs8IuTURCoEDPYG1tbcycOZMVK1aQnZ3NihUrmDlzJm1tbWGXJiIhUKBnsK6uLu6++25uu+02cnJyuO2227j77rv1p63IJKVAz2BTp06lrq6O+fPnY2bMnz+furo6ffgkE4b2FB1f+s3PYNOmTaO9vb1vStjZs2dpb28nLy8v5MpEUnqn0Goq7fhQoGewjo4OzKxvW6/W1lbMjI6OjpArE0np7u4ecC/ppb+DMpy78+CDD3LmzBkefPDBQS80EpHJQYGe4a655hruuececnNzueeee7jmmmvCLklEQqIhlww3depUVq9ezUcffURJSYk+EJUJJSsri2Qy2Xcv6aUeeoZLJBJ8/PHHJJNJPv74Y61oJxPGnDlz+oYA3Z05c+aEXFH0KdAz2PLly+ns7GTatGlAatZLZ2cny5cvD7kyETh16tSAWS6nTp0KuaLoU6BnsGQySXl5ed+slo6ODsrLy/WnrYSuN8h734u995q+mF4K9AzW2NjIQw89xNKlS8nKymLp0qU89NBDNDY2hl2aTHJDzbbSLKz00idoGWzBggVs3LiRF198kZUrV9LQ0MD999/PggULwi5NBNCHouNNPfQMd3mPRz0gmUh6t5rUlpPjQ4GewZqbm7nrrrsGLM5111130dzcHHZpIgD0bgavTeHHhwI9gy1YsKBvca6srKy+xbk05CITxeUfikp6KdAz2Pnz52lvb6eqqopz585RVVVFe3s758+fD7s0EQmBAj2DtbS08PDDD1NbW0t+fj61tbU8/PDDtLS0hF2aiIRAgZ7hKioqOHDgAN3d3Rw4cICKioqwSxLpo/XQx5emLWaw4uJi7rzzTrq6uujs7CQ7O5upU6dSXFwcdmkigMbQx5v+28xgS5cu5cKFCwPWnL5w4QJLly4NuTIRCcOIgW5mtWZ2wswODPH8/Wb2rpm9Z2Z7zOyG4MuUwbz55pvk5eVRUlJCVlYWJSUl5OXl8eabb4ZdmoiEYDQ99J3ArcM8/wHwRXdfDvwpsC2AumQUurq6ePnll/nggw/o7u7mgw8+4OWXX9Ym0SKT1IiB7u5vAUNOm3D3Pe7e2vPwV4AGcMfRgQMHhn0sIpNH0GPoa4BdQz1pZmvNbK+Z7dWVY1evsLCQRx55hHnz5pGVlcW8efN45JFHKCwsDLs0EQlBYIFuZhWkAn3jUG3cfZu7l7t7udZ2uHqrVq0imUxy/Phx3J3jx4+TTCZZtWpV2KWJSAgCCXQz+wNgO3Cnu58O4pwysp/+9KcAFBQUDLjvPS4Stt4tEbU14vi46kA3sxLgVeAb7n746kuS0ero6GDt2rW0tLTg7rS0tLB27dq+DS9EwqZ56ONrNNMW48Avgc+YWZOZrTGz75jZd3qa/GdgNvCcmb1jZnvTWK9c5mtf+9qwj0XCpEAfXxbW+tnl5eW+d6+y/2qYGbFYjHnz5vHhhx+yaNEifve735FIJLQuuoRquK3m9N68Oma2z93LB3tOV4pmsOXLl5NIJPo23z116hSJREKbRMuEMXfuXMyMuXPnhl3KpKBAz2D9N4l2d20SLRPK4sWLOXHiBO7OiRMnWLx4cdglRZ4+es5gjY2NJBIJsrOz+451dnYSi8VCrEoE8vLyOHLkCAUFBZw9e5aZM2dy5MgR8vLywi4t0tRDz2ClpaU0NDQMONbQ0EBpaWlIFYmkTJs2DTOjra2NZDJJW1sbZsa0adPCLi3SFOgZrLq6mjVr1lBfX09nZyf19fWsWbOG6urqsEuTSa6lpYWNGzdy/fXXk5WVxfXXX8/GjRu1+Uqaacglg1VWVgJQVVVFY2MjpaWlbN68ue+4iEwu6qGLSOAKCwvZsmULq1ev5ty5c6xevZotW7ZonaE0Uw89g8XjcdatW0cikSCZTHL48GHWrVsHoF66hCo3N5dkMsnWrVv5wQ9+wKJFi5gxYwa5ublhlxZp6qFnsPXr13P+/Hkee+wxOjo6eOyxxzh//jzr168PuzSZ5Jqbm3n66afJy8vDzMjLy+Ppp5+mubk57NIiTYGewVpaWrj33nupra0lPz+f2tpa7r33Xn3wJKErLS2luLh4wAbmxcXFmoGVZgr0DLd79262bt1KIpFg69at7N69O+ySRDQDKyQaQ89wFy5cGPaxSBg0AyscWpwrg5kZWVlZFBUVcfz4cebOncvJkydJJpNaAEkkorQ4V0QtW7aMO+64gzNnzgBw5swZ7rjjDpYtWxZuYSISCgV6Bquurmb//v3s2rWLS5cusWvXLvbv369xSpFJSmPoGUzjlCLSn3roGW7Pnj0cPXqUZDLJ0aNH2bNnT9gliUhIFOgZrKqqiueee46CggKysrIoKCjgueeeo6qqKuzSRCQECvQMVlNTw6xZs6irqyORSFBXV8esWbOoqakJuzQR4vE4ZWVlTJkyhbKyMuLxeNglRZ4CPYN1dXXxwgsvUFFRQXZ2NhUVFbzwwgt0dXWFXZpMcvF4nOrq6gEXvVVXVyvU00yBnuGef/75Ab2g559/PuySRNi8eTOrVq2iqqqKWCxGVVUVq1atYvPmzWGXFmkjBrqZ1ZrZCTM7MMTzZmZPm9lRM3vXzD4bfJkymLy8POLxODfffDMtLS3cfPPNxONxbfMloTt06BB1dXUDeuh1dXUcOnQo7NIibTQ99J3ArcM8fxuwuOe2Fvjzqy9LRqOgoIDc3Fy2b9/OrFmz2L59O7m5uRQUFIRdmkxyOTk53HTTTQN66DfddBM5OTlhlxZpIwa6u78FDLd8353AzzzlV8AsM5sfVIEytObmZmpqaliyZAlZWVksWbKEmpoaLVEqobt06RIvvfTSgA0uXnrpJS5duhR2aZEWxBj6QuC3/R439Rz7FDNba2Z7zWzvyZMnA3jpyU1LlMpElZOTw3333Tdgaef77rtPPfQ0G9cPRd19m7uXu3t5UVHReL50JGmJUpmoLl26xBtvvEFHRwfuTkdHB2+88YZ66GkWxKX/HwPX9ntc3HNM0kyX/stEtXDhQtrb24HUqqAAnZ2dLFw46B/vEpAgeug/B77ZM9vl88BZd/8kgPPKKFRWVg4YclGYy0QRi8Wora0lkUhQW1tLLBYLu6TIG7GHbmZx4BZgjpk1AT8CsgHcvQb4BXA7cBQ4D3w7XcWKSGZobm5m586dA/563LJlC9/61rfCLi3SRgx0dx+2y+epnRS+G1hFIpLxSktLef/99wcce//99/WBfZrpSlERCVxFRQWPP/74gGmLjz/+OBUVFWGXFmkKdBEJXH19PRs3bhwwbXHjxo3U19eHXVqkaU9REQnclClTSCQSZGdn9x3r7OwkFovR3d0dYmWZT3uKisi4Ki0tpaGhYcCxhoYGjaGnmQJdRAKni97CoT1FRSRwuugtHOqhi4hEhHroIhK43h2LduzYwcqVK2loaGDNmjUA6qWnkWa5iEjgysrK2Lp164B55/X19VRVVXHgwKB75cgoDTfLRYEuIoHTtMX00bRFERlXpaWlbNq0acB+t5s2bdK0xTRToGe4eDw+4JdGu6rLRKBL/8OhQM9gvR889d+It7q6WqEuodOl/+HQGHoG0wdPMlFpDD19NIYeUY2NjaxcuXLAsZUrV9LY2BhSRSIpuvQ/HAr0DKZfGpmodOl/OHRhUQbr/aW5/OKNzZs3h12aTHK69D8cGkPPcPF4nM2bN/f90lRXV+uXRiTCdGGRiEhE6ENREZFJQIEuIhIRCnQRkYhQoIuIRIQCXUQkIkKb5WJmJ4EPQ3nxaJoDnAq7CJFB6L0ZrEXuXjTYE6EFugTLzPYONZVJJEx6b44fDbmIiESEAl1EJCIU6NGxLewCRIag9+Y40Ri6iEhEqIcuIhIRCnQRkYhQoGc4M6s1sxNmpj3nZEIxs2vNrN7MDpnZQTP7Xtg1RZ3G0DOcmd0MtAM/c/eysOsR6WVm84H57v62meUD+4A/dvdDIZcWWeqhZzh3fwtoCbsOkcu5+yfu/nbP1+eARmBhuFVFmwJdRNLOzK4DVgC/DrmUSFOgi0hamdl04BXg++7eFnY9UaZAF5G0MbNsUmH+oru/GnY9UadAF5G0MDMDdgCN7v5U2PVMBgr0DGdmceCXwGfMrMnM1oRdk0iPLwDfAL5kZu/03G4Pu6go07RFEZGIUA9dRCQiFOgiIhGhQBcRiQgFuohIRCjQRUQiQoEuIhIRCnQRkYj4/wrVL4zV0P2yAAAAAElFTkSuQmCC\n", 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NbK+Z7T158uTVvrSITFAtLS3k5uYSi8Vwd2KxGLm5ubS0jNQ3lKsRxCyXnwAb3T05UkN33+buZe5eVlhYGMBLi8hElUgkOHbsGO7OsWPHSCQSYZcUeUHMcikDXjYzgLnA7WbW5e6vB3BtEclQ3d3dTJ8+nfb29r5HSa+rDnR3/8Pe781sJ/B/FObjw8xw90GPi0wE2g99fI1m2mIc+BXwOTNrMrM1ZvZdM/tu+suT4SxcuHBMx0XG09SpU2ltbcXdaW1tZepULXtJtxH/hd191CsB3P3bV1WNjElzczNf+9rX2L17N+6OmfHVr36Vt956K+zSROjq6hr2uQRPS/8z2OzZs6mvr+eJJ56go6ODJ554gvr6embPnh12aSISAgV6Bmtra2PWrFmsWLGC7OxsVqxYwaxZs2hrawu7NBEJgQI9g3V1dXH33Xdz2223kZOTw2233cbdd9+t/9qKTFIK9Aw2depU6urqmD9/PmbG/Pnzqaur04dPMmHonqLjSz/5GWzatGm0t7f3TQk7e/Ys7e3t5OXlhVyZSI/eKbSaSjs+FOgZrKOjAzPru61Xa2srZkZHR0fIlYn06O7uHvAo6aX/B2U4d+eBBx7gzJkzPPDAA4MuNBKRyUGBnuGuueYa7rnnHnJzc7nnnnu45pprwi5JREKiIZcMN3XqVFavXs3HH39McXGxPhCVCSUrK4tkMtn3KOmlHnqGSyQSfPLJJySTST755BPtaCcTxty5c/uGAN2duXPnhlxR9CnQM9jy5cvp7Oxk2rRpQM+sl87OTpYvXx5yZSJw6tSpAbNcTp06FXJF0adAz2DJZJKysrK+WS0dHR2UlZXpv7YSut4g730v9j5q+mJ6KdAzWGNjIw8++CBLly4lKyuLpUuX8uCDD9LY2Bh2aTLJDTXbSrOw0kufoGWwBQsWsHHjRl566SXKy8tpaGjg/vvvZ8GCBWGXJgLoQ9Hxph56hru8x6MekEwkvbea1C0nx4cCPYM1Nzdz1113Ddic66677qK5uTns0kQA6L0ZvG4KPz4U6BlswYIFfZtzZWVl9W3OpSEXmSgu/1BU0kuBnsHOnz9Pe3s7VVVVnDt3jqqqKtrb2zl//nzYpYlICBToGaylpYWHHnqI2tpaZsyYQW1tLQ899BAtLS1hlyYiIVCgZ7iKigoOHDhAd3c3Bw4coKKiIuySRPpoP/TxpWmLGayoqIg777yTrq4uOjs7yc7OZurUqRQVFYVdmgigMfTxpl+bGWzp0qVcuHBhwJ7TFy5cYOnSpSFXJiJhGDHQzazWzE6Y2YEhzt9vZu+Z2ftmtsfMbgy+TBnMW2+9RV5eHsXFxWRlZVFcXExeXh5vvfVW2KWJSAhG00PfCdw6zPkPgS+5+3Lgr4BtAdQlo9DV1cUrr7zChx9+SHd3Nx9++CGvvPKKbhItMkmNGOju/jYw5LQJd9/j7q2pp78GNIA7jg4cODDscxGZPIIeQ18D7BrqpJmtNbO9ZrZXK8euXkFBAQ8//DDXXnstWVlZXHvttTz88MMUFBSEXZqIhCCwQDezCnoCfeNQbdx9m7uXuXuZ9na4eitXriSZTHL8+HHcnePHj5NMJlm5cmXYpYlICAIJdDP7Y2A7cKe7nw7imjKyn/70pwDk5+cPeOw9LhK23lsi6taI4+OqA93MioHXgG+6++GrL0lGq6Ojg7Vr19LS0oK709LSwtq1a/tueCESNs1DH1+jmbYYB34FfM7MmsxsjZl918y+m2ryn4A5wHNm9q6Z7U1jvXKZr3/968M+FwmTAn18WVj7Z5eVlfnevcr+q2FmxGIxrr32Wj766CMWLVrE73//exKJhPZFl1ANd6s5vTevjpntc/eywc5ppWgGW758OYlEou/mu6dOnSKRSOgm0TJhzJs3DzNj3rx5YZcyKSjQM1j/m0S7u24SLRPK4sWLOXHiBO7OiRMnWLx4cdglRZ4+es5gjY2NJBIJsrOz+451dnYSi8VCrEoE8vLyOHLkCPn5+Zw9e5ZZs2Zx5MgR8vLywi4t0tRDz2AlJSU0NDQMONbQ0EBJSUlIFYn0mDZtGmZGW1sbyWSStrY2zIxp06aFXVqkKdAzWHV1NWvWrKG+vp7Ozk7q6+tZs2YN1dXVYZcmk1xLSwsbN27khhtuICsrixtuuIGNGzfq5itppiGXDFZZWQlAVVUVjY2NlJSUsHnz5r7jIjK5qIcuIoErKChgy5YtrF69mnPnzrF69Wq2bNmifYbSTD30DBaPx1m3bh2JRIJkMsnhw4dZt24dgHrpEqrc3FySySRbt27lhz/8IYsWLWLmzJnk5uaGXVqkqYeewdavX8/58+d57LHH6Ojo4LHHHuP8+fOsX78+7NJkkmtububpp58mLy8PMyMvL4+nn36a5ubmsEuLNAV6BmtpaeHee++ltraWGTNmUFtby7333qsPniR0JSUlFBUVDbiBeVFRkWZgpZkCPcPt3r2brVu3kkgk2Lp1K7t37w67JBHNwAqJxtAz3IULF4Z9LhIGzcAKhzbnymBmRlZWFoWFhRw/fpx58+Zx8uRJksmkNkASiShtzhVRy5Yt44477uDMmTMAnDlzhjvuuINly5aFW5iIhEKBnsGqq6vZv38/u3bt4tKlS+zatYv9+/drnFJkktIYegbTOKWI9Kceeobbs2cPR48eJZlMcvToUfbs2RN2SSISEgV6BquqquK5554jPz+frKws8vPzee6556iqqgq7NBEJgQI9g9XU1DB79mzq6upIJBLU1dUxe/Zsampqwi5NhHg8TmlpKVOmTKG0tJR4PB52SZGnQM9gXV1dvPjii1RUVJCdnU1FRQUvvvgiXV1dYZcmk1w8Hqe6unrAorfq6mqFepop0DPcCy+8MKAX9MILL4RdkgibN29m5cqVVFVVEYvFqKqqYuXKlWzevDns0iJtxEA3s1ozO2FmB4Y4b2b2tJkdNbP3zOzzwZcpg8nLyyMej3PLLbfQ0tLCLbfcQjwe122+JHSHDh2irq5uQA+9rq6OQ4cOhV1apI2mh74TuHWY87cBi1Nfa4G/vvqyZDTy8/PJzc1l+/btzJ49m+3bt5Obm0t+fn7Ypckkl5OTw8033zygh37zzTeTk5MTdmmRNmKgu/vbwHDb990JPO89fg3MNrP5QRUoQ2tubqampoYlS5aQlZXFkiVLqKmp0RalErpLly7x8ssvD7jBxcsvv8ylS5fCLi3SghhDXwj8rt/zptSxzzCztWa218z2njx5MoCXnty0RalMVDk5Odx3330Dtna+77771ENPs3H9UNTdt7l7mbuXFRYWjudLR5K2KJWJ6tKlS7z55pt0dHTg7nR0dPDmm2+qh55mQSz9/wS4rt/zotQxSTMt/ZeJauHChbS3twM9u4ICdHZ2snDhoP95l4AE0UP/OfCt1GyXPwHOuvunAVxXRqGysnLAkIvCXCaKWCxGbW0tiUSC2tpaYrFY2CVF3og9dDOLA18G5ppZE/AjIBvA3WuAXwC3A0eB88B30lWsiGSG5uZmdu7cOeB/j1u2bOHb3/522KVF2oiB7u7Ddvm8504K3wusIhHJeCUlJXzwwQcDjn3wwQf6wD7NtFJURAJXUVHB448/PmDa4uOPP05FRUXYpUWaAl1EAldfX8/GjRsHTFvcuHEj9fX1YZcWabqnqIgEbsqUKSQSCbKzs/uOdXZ2EovF6O7uDrGyzKd7iorIuCopKaGhoWHAsYaGBo2hp5kCXUQCp0Vv4dA9RUUkcFr0Fg710EVEIkI9dBEJXO8di3bs2EF5eTkNDQ2sWbMGQL30NNIsFxEJXGlpKVu3bh0w77y+vp6qqioOHBj0XjkySsPNclGgi0jgNG0xfTRtUUTGVUlJCZs2bRpwv9tNmzZp2mKaKdAzXDweH/BDo7uqy0Sgpf/hUKBnsN4PnvrfiLe6ulqhLqHT0v9waAw9g+mDJ5moNIaePhpDj6jGxkbKy8sHHCsvL6exsTGkikR6aOl/OBToGUw/NDJRael/OLSwKIP1/tBcvnhj8+bNYZcmk5yW/odDY+gZLh6Ps3nz5r4fmurqav3QiESYFhaJiESEPhQVEZkEFOgiIhGhQBcRiQgFuohIRCjQRUQiIrRZLmZ2EvgolBePprnAqbCLEBmE3pvBWuTuhYOdCC3QJVhmtneoqUwiYdJ7c/xoyEVEJCIU6CIiEaFAj45tYRcgMgS9N8eJxtBFRCJCPXQRkYhQoIuIRIQCPcOZWa2ZnTAz3XNOJhQzu87M6s3skJkdNLPvh11T1GkMPcOZ2S1AO/C8u5eGXY9ILzObD8x393fMbAawD/gLdz8UcmmRpR56hnP3t4GWsOsQuZy7f+ru76S+Pwc0AgvDrSraFOgiknZmdj2wAvhNyKVEmgJdRNLKzKYDrwI/cPe2sOuJMgW6iKSNmWXTE+YvuftrYdcTdQp0EUkLMzNgB9Do7k+FXc9koEDPcGYWB34FfM7MmsxsTdg1iaR8Efgm8BUzezf1dXvYRUWZpi2KiESEeugiIhGhQBcRiQgFuohIRCjQRUQiQoEuIhIRCnQRkYhQoIuIRMT/B8eWJ7IiSJiQAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for label in label_set:\n", " tmp = df.loc[df['Label']==label,:]\n", " tmp_high = df.loc[df['RFP'] > 400,:]\n", " tmp_low = df.loc[df['RFP'] < 400,:]\n", " plt.figure()\n", " plt.boxplot([tmp_low['FRET/CFP'], tmp_high['FRET/CFP']])\n", " plt.title(label)\n", " plt.show()" ] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }