{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Make precision and recall data.\n", "range_a = np.arange(0.01, 1, 0.01)\n", "precision_a, recall_a = np.meshgrid(range_a, range_a)\n", "\n", "f1_score = np.sqrt(2 * precision_a * recall_a / (precision_a + recall_a))\n", "\n", "def plotScore(title_str, other_score):\n", " fig, subplts = plt.subplots(nrows=1, ncols=1, dpi=300, figsize=(7/2, 2.5))\n", "\n", " subplts.set_title(title_str + \"(p, r)\")\n", " subplts.contourf(other_score, cmap='gray')\n", "\n", " subplts.set_xlabel(\"precision\")\n", " subplts.set_ylabel(\"recall\")\n", "\n", " fig.tight_layout()\n", "\n", " plt.show()\n", " \n", "def plotScores(title_str, other_score):\n", " fig, subplts = plt.subplots(nrows=1, ncols=2, dpi=300, figsize=(7, 3.5))\n", "\n", " subplts[0].set_title(title_str + \"(p, r)\")\n", " subplts[0].contourf(other_score, cmap='gray')\n", "\n", " subplts[1].set_title(\"f1(p, r)\")\n", " subplts[1].contourf(f1_score, cmap='gray')\n", "\n", " #subplts[2].set_title(\"f1 - \" + title_str)\n", " #subplts[2].contourf(f1_score - other_score, cmap='gray')\n", "\n", " for subplt in subplts:\n", " subplt.set_xlabel(\"precision\")\n", " subplt.set_ylabel(\"recall\")\n", "\n", " fig.tight_layout()\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "add_score = (precision_a + recall_a) / 2\n", "plotScores(\"avg\", add_score)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "min_score = np.min(np.array([precision_a, recall_a]), axis=0)\n", "plotScores(\"min\", min_score)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mult_score = precision_a * recall_a\n", "plotScores(\"mult\", mult_score)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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MbyiUUl6U5LvHVr05ycNqrVdP2f5RSf54bNXnkvybWuvFs109Q1ZKuWdGhdtje6uuSfKEWuvLZtz/WK312iO2MWZZSinlX5LcfmzVGzN68/WaQ/b56oyKVjccW/20WusvHrLPz2Q0p/K+3SRfW6fMyVhKuU9GbzOM3xvfv9b6lmnnAOgr9QDWSS2AIVEPoIvUAugL9QBYTrOtF6zbM3Lwi/K3pxURkqTW+tkk52WUNtz3PXsFCZjFY2ut3zRrISFJaq3PTfLyxupvP2q/UspDc7CQ8LEkPzCtkLDn15K8YWz59CQ/MtuVsi1KKadmNA/tvuck+fsFj3V2ku8cW/X5jOYKm/hQliS11lck+Z2xVTfM6PucLbc3R91v5fpCQjKax3CmQkKSzFBIMGZZSinl7jlYREiSpxxWREiSvXuHFzRW/4dDznPTJD/eWP3EaUWEvXO8Lcl/baz+vw+7LoAeUw9gndQCGAT1ALpILYC+UA+A5QkWsDF7bxs057GZmvDaV2t9b0bt4/Ydy6hVDByp1vr+BXdtvqXw0Bn2+Y7G8gtrrR8/bIc6aiPz7COOA8/K9TfB78vkuetm9YSMWm7t+6Na684M+zW/rx9XSrnREtfBMDw2o7av+15Xaz2/5XMYsyyr+QPUB2ut/zDjvs0fvM4+ZNtH5uCcyX9Xa/3rGc7xq0nGi2MPLaXcbsbrA+gF9QDWTS2AAVEPoIvUAugL9QBYkmABm/TvkpwytvyWWut7Zty3eWPymHYuCaa6sLF88l7ycKJSyok5PrU46w31BUkuGVu+YynlHjPuy8CVUu6f5AfHVn3/3ttbi3p0Y3mmcVprfXeS/3ds1alJvmGJ62AYvr+x3Exat8GYZVmnNpb/dY59P9hY/tJDtl10rF6e4wsWzWMB9J16AH2hFkBnqAfQYWoB9IV6ACxJsIBNenhj+Q1z7PumjOYQ23evUsqXL31FMN2kdlwnHbL9fZLcfGz5kr23a4601x7xjY3Vj5hlX4atlHLDjFrL7f/9/p1a62uXON4tk9xzbNW1Gc3lNas3NJaN0y1WSjkryYPHVr0/yV+1fA5jljZ8pLE8z9sqzW2nzY14QpKvb6x+wxznaW5rrAJDox5AX6gF0AnqAXSVWgA9ox4ASxIsYJPu1lh+y6w71lqvTPJPjdVfufQVwXRnNZavzWiexGkWHt973txYNr5JRi0O/83ef/5okh9b8njNcfqPe9+vszJOGddsC/u6vZaubTJmacPbknxubPkuey25Z3HvCcea5MwcfBP3E7P+qLDHWAWGTj2AvlALoCueGfUAukktgD5RD4AlCRawSXdpLO/Ouf9FjeW7LnEtcJTm/J9v33ubYJrmeDS+WUop5auS/PjYqh8+ap7OGRintOlrGstvSZIyck4p5fxSyj+XUj5ZSrmylHJxKeW1pZSnlVJuP+M5jFmWVmv9dJIXj626UZLvOWq/vdbGT26s/p0pm7c9Vm9XSrnxnMcA6DL1APpCLYCNUw+g49QC6A31AFieYAEbUUq5WZKbNVZ/YM7DNLc/e/ErgulKKafl+BuMPz5it+ZbDcY3CyulHMuo5eGxvVWvrrW+pIVDLztOL24s37yUctj8YgzbVzeW371XJHhtktckOS+jHxG+JKPk9hlJHpbkWUneW0r5jVLKKTmcMUtbnpZRi859zy6lnDNt41LKDZI8P8m9xla/PsnLp+yy1Fjde/um2VaxeUyAXlIPoC/UAugC9QB6QC2AvlEPgCUIFrApN20sXzVn+6IkuayxfJMlrgcO86wktxxbviLJC4/YpznGm+P1KM3tb7w3PxPb6Wm5fi65K5P8p5aOu9Q4rbV+JsnVjdW+i7fXrRrLp2TUFu7rZtj3BkmelORvSinN44wzZmlFrfUTGbXsvHBv1clJLiilvLSU8thSyt1LKWeVUu5bSvmRjFpuf/fYId6a5NxDWnwuex8waR9jFRgK9QD6Qi2ALlAPoOvUAugV9QBYzrGjN4GVOK2x/NkFjtHcRzsYWldKeXSOb3P09L0bkMMsO8ab25ckpyb59JzHoedKKXdN8tNjq36m1vr+lg7f1nfxjcaWfRdvr+aD0/lJvmzvP1+Z5DeT/EWSf83o++yeGT2YPXBsn3sleXkp5cG11msmnMOYpTW11veXUr42ozdovi+j+RIft/eZ5uNJnpPkv08Zo/vc6wJM5zuSzlMLoAvUA+gJtQB6Rz0AFifxyqY0v1ybicFZNL9cm8eEpZRS7pmDcy4lyV8med4Muy87xifdcBjjW2bvzZQXJbnh3qr/L8mvtXgK38W0opRyw1w/Tvfddu9//nOSu9Raf7zW+rpa6/+ptb6j1np+rfVBOThXaJLcL8lPTjmVMUvbTtz7fC7JtLcN9n0wo/H6nCOKCImxCnAY35F0mloAXaAeQB+oBdBz6gGwAMECuuKoL+629oGZlFLOSPJnOfhH++Ik33ZIm6PDzLuP8U2S/FCS++7952uTPLHWet0Kz+e7mEWdOGX9J5M8vNb6wWk71lp/KckvN1b/yN6ctkcxZllYKeUBSd6d0Y8ED8jRz0a3y+jtmw+UUp445+mMVYDpfEfSGWoBdIh6AH2gFkAvqQfA4gQL2JTPNJZPXuAYzX2ax4SFlFJukeQ1SW4ztvojSb6+1vrRGQ+z7BiftL0xvkVKKWcm+YWxVc+ptf59y6fxXUwraq1XJfnChH96zmGFhDE/k1HhYd/NkjxiwnbGLK0opTwsyWuT3H5s9YcymsP2Xhm18zwpo3mVH57kdzIq6CbJ6UleUEp5fimlTDmFsQowne9IOkktgK5QD6Av1ALoI/UAWI5gAZviy5VOKqXcLKMbizuNrf5YknNqrTtzHGoVxYQr5zwGPbV3Y/qCJKfsrXpfkmeu4FS+i2nTpO+oZgvZiWqtVyb5o8bqh0zY1JhlaaWU05P8Xg7Or/mnSe5aa/3FWuvf11o/WWu9ptZ6aa31glrreUkelNGcivu+N8lPTDmNsQowne9IOkctgK5QD6CH1ALoDfUAWJ5gAZvyycbyKaWUU+c8xi0ay1cscT2QUspNMpo38e5jqy/P6O2Ed815uOYYP33O/Zvj+1O11kkJYIbpe5N83djy99daJ821uaylxulee7rmja7v4u3V/L/9pbXW98+x/981lu8yYRtjljb8aA6OnfckeVyt9VOH7VRr/bskj2+sfsbe241Ny94HJO51geFSD6BT1ALoGPUA+kYtgD5RD4AlHdv0BbCdaq0fL6VcnuRLx1afkdG8NrP6isbyPAlyOKCUcuMkr05y77HVn8poPrBF2s01x2NzvB7F+N5uPzf2n/88yW4p5fZH7HPLxvKxCft8uNb6+bHltsfpJ2qtl895DIbjvRnNObfvkjn3/3Bj+eYTtjFmacNjG8u/WGu9epYda62vK6W8KaO3FZJRcepbkvxaY9Olxmop5ZQc//8Du/McA6Cr1APoErUAOkg9gL5RC6BP1ANgSYIFbNK7k9x/bPmszFdIOHPC8WBue2/H/HmS+46t/kySR9Ra37rgYZvj8aw59ze+t9t4ivobk/zLAse4zYT97pVkvDjW9jj95zn3Z1jeleRhY8ufm3P/5vY3mrCNMctS9v7m37Gx+nVzHua1ub6QkCRfO2Gb5lhtnvMoze3/tdb66TmPAdBl6gFsnFoAHaUeQN+oBdAL6gHQDlMhsEnvbCzfb9Yd9/4I3OOI48GRSiknJ3lVkgeOrb4qyb+vtb55iUMvPL73POCI40EbmuPqHnup2FkZp4z7x8byTefcv7n9xydsY8yyrEnj8iNzHqO5/ZdN2OZ9Gd1P7Lt5KeVOE7abxlgFhk49gI1SCwDPVrRGLYC+UA+AFggWsEmvbiw/ZI59H5SDHTcurLVeuvQVsVVKKTdK8ic5OPauTvLNtdY3Lnn4tyX5xNjyrWa9gSilnJCDycck+YslrweOU2u9JAcfAI/lYGHtKA9pLBun2+0vktSx5TP3vmdndbfG8r82NzBmacGkeQnnndf7tMbyZ5ob1Fqvy+hNhnEPmeMczW2NVWBo1APYGLUA8GxFq9QC6Av1AGiBYAGbdEGSz44t36+UcucZ9z2vsfzHrVwRW6OUclKSP0pyztjqzyV5VK113hZIx6m1XpvkTxurv2vG3b8hya3Hli+qtTbTvwxYrfWmtdYyzyfJQxuHuXjCdpPmCG1+f840Tve+r8fbfV2Z5C9n/i/J4NRaP5zkLWOrbpCD7RCP8vDG8pumbGfMsrBa65UZzZs87l5zHubejeVpbzgsOla/NMk3N1a/YpZ9AXpEPYCNUAug69QD6Bu1APpCPQDaIVjAxtRar0ryssbqnzxqv72k96PHVl2b5CUtXhoDV0o5luQPkjxibPU1Sc6ttV7Q4qle3Fh+Yinl5jPs9xNHHAfa9LtJrhtbfkwp5ewZ9mt+X/9BrfXq9i6Lnjq/sfyjs+xUSnlQkq8ZW/WFjOa7ncSYZVlvaCx/36w7llJumeMf8qcVvl6Rg0WL+5ZSHjzDaZ6Sg3Pr/lWt9QOzXiNAH6gHsAlqAXAcz1a0RS2AvnhDY1k9AOYkWMCmPTOjh7h955VSml/OX7TXRun8JCeNrX5RrfWi1VweQ1NKOTGjG9FHjq2+Nsnja62vavNctdbXJ3n92KovS/Kbe+0Np13fU3Iwaf6xJL/c5nXBuFrrTpLfGVt1UpLfPqxtXSnlkTn4ptjnk/zcSi6Qvjk/ybvHlr+ulHJoQaGUcoscX4T4g2l/241ZWvDSxvLjSynfdtROpZQbJvlfOdj68DMZvXV7nFrrFUn+n8bqF+69gTDtHPdJ8lON1U8/6toAeuqZUQ9gTdQC4HierWiRWgB9oR4ASxIsYKNqre9L8quN1S8rpY8s1KUAABVDSURBVDx5rz3dF5VS7pLkdUnuP7b643EzwHx+K8njGut+KsmFpZTbz/mZZb6wp2Z007rv3CQvL6XcbnyjUsqNSyn/JcmvNPZ/eq3103P+d4R5PSPJ5WP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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sqrt_score = np.sqrt(precision_a * recall_a)\n", "plotScores(\"sqrt\", sqrt_score)" ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }