{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Please cite us if you use the software

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example-8 (Confidence interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Environment check" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Checking that the notebook is running on Google Colab or not." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "try:\n", " import google.colab\n", " !{sys.executable} -m pip -q -q install pycm\n", "except:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide_output": true }, "outputs": [], "source": [ "!{sys.executable} -m pip -q -q install matplotlib;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot function" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pycm\n", "\n", "def plot_ci(cm, param, alpha=0.05, method=\"normal-approx\"):\n", " \"\"\"\n", " Plot two-sided confidence interval.\n", " \n", " :param cm: ConfusionMatrix\n", " :type cm : pycm.ConfusionMatrix object\n", " :param param: input parameter\n", " :type param: str\n", " :param alpha: type I error\n", " :type alpha: float\n", " :param method: binomial confidence intervals method\n", " :type method: str\n", " :return: None\n", " \"\"\"\n", " conf_str = str(round(100 * (1-alpha)))\n", " print(conf_str + \"%CI :\")\n", " if param in cm.class_stat.keys():\n", " mean = []\n", " error = [[], []]\n", " data = cm.CI(param, alpha=alpha, binom_method=method)\n", " class_names_str = list(map(str,(cm.classes)))\n", " for class_index, class_name in enumerate(cm.classes):\n", " print(str(class_name) +\" : \" + str(data[class_name][1]))\n", " mean.append(cm.class_stat[param][class_name])\n", " error[0].append(cm.class_stat[param][class_name] - data[class_name][1][0])\n", " error[1].append(data[class_name][1][1] - cm.class_stat[param][class_name])\n", " fig = plt.figure()\n", " plt.errorbar(mean, class_names_str, xerr=error, fmt='o', capsize=5, linestyle=\"dotted\")\n", " plt.ylabel('Class')\n", " fig.suptitle(\"Param :\" + param + \", Alpha:\" + str(alpha), fontsize=16)\n", " for index,value in enumerate(mean):\n", " down_point = data[cm.classes[index]][1][0]\n", " up_point = data[cm.classes[index]][1][1]\n", " plt.text(value, class_names_str[index], \"%f\" % value, ha=\"center\", va=\"top\", color=\"red\")\n", " plt.text(down_point, class_names_str[index], \"%f\" % down_point, ha=\"right\", va=\"bottom\", color=\"red\")\n", " plt.text(up_point , class_names_str[index], \"%f\" % up_point, ha=\"left\", va=\"bottom\", color=\"red\")\n", " else:\n", " mean = cm.overall_stat[param]\n", " data = cm.CI(param, alpha=alpha, binom_method=method)\n", " print(data[1])\n", " error = [[], []]\n", " up_point = data[1][1]\n", " down_point = data[1][0]\n", " error[0] = [cm.overall_stat[param] - down_point]\n", " error[1] = [up_point - cm.overall_stat[param]]\n", " fig = plt.figure()\n", " plt.errorbar(mean, [param], xerr=error, fmt='o',capsize=5, linestyle=\"dotted\")\n", " fig.suptitle(\"Alpha:\" + str(alpha), fontsize=16)\n", " plt.text(mean, param, \"%f\" % mean, ha=\"center\", va=\"top\", color=\"red\")\n", " plt.text(down_point, param, \"%f\" % down_point, ha=\"right\", va=\"bottom\", color=\"red\")\n", " plt.text(up_point, param, \"%f\" % up_point, ha=\"left\", va=\"bottom\", color=\"red\")\n", " \n", " \n", " plt.show()\n", " \n", " \n", "\n", " " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "cm = pycm.ConfusionMatrix(matrix={0:{0:13,1:2,2:5},1:{0:1,1:10,2:6},2:{0:2,1:0,2:9}})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TPR" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.4409588557245249, 0.8590411442754751)\n", "1 : (0.3542806291426003, 0.8221899590926939)\n", "2 : (0.5902508705143656, 1.0461127658492708)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"TPR\",method=\"normal-approx\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.43285051021946463, 0.8188104521320554)\n", "1 : (0.36005074385515545, 0.7838921396086862)\n", "2 : (0.5230138624217553, 0.9486333993289995)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"TPR\",method=\"wilson\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.4315849969359111, 0.8200759654156089)\n", "1 : (0.3595423027276775, 0.7844005807361641)\n", "2 : (0.5115131538244717, 0.9601341079262828)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"TPR\",method=\"agresti-coull\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FPR" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (-0.0074215352310388755, 0.22170724951675308)\n", "1 : (-0.021966229952848706, 0.15099848801736493)\n", "2 : (0.1500197639598834, 0.44457483063471115)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"FPR\",method=\"normal-approx\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.03711769205479948, 0.27196225367657073)\n", "1 : (0.017874407775063175, 0.20718988318746445)\n", "2 : (0.17489302346408198, 0.45783439172043583)\n" ] }, { "data": { "image/png": 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F16cP/OlPFXEkKq0JSzfxwPiVHDiUB8CmzAM8MH4lAJd2beplaKa0Qvk8H9lZwOOI5AJ5uH6YnX7LB+Oa0PzdDYxA5C7cYIEbUFVEzgCGInII13fzZ1S3l+UliQZrMwwTEZkIDFfVWcGWd+/eXRcVjHgyMS916BR6tKzndRhRb+nPmeTkHd6nmxgfR9fmdTyIyJTFgg07SX/mwjKtKyKLVbV7OYdULjzr0xGRVKArsCBg/h9FZJGILNq2bZsXoRkT1YIlnOLmGxNOnlwGR0RqAB8Bd6rqHv9lqvoG8Aa4mo4H4RkPjbnlNK9D8Mb06XDHHa4J5aabYOjQostfeAHefNM1tzRoAG+/DS1auGX33w9TpqCAPPwwPes0YFPmAca+fx81cg4AUH//btY2b8dZq76C99+HZ59169aoAa+95oa4A7z0EowY4UZN3XyzG3kIcMUVsHatm87MdOddLVtWscekkksdOsXrECpE2JOOiFTBJZz3VXV8uPdvTMTJy4PbbnMDLlJSXOfxgAFu4EWBrl3dybXJyS5J3HcfjBkDU6bAkiUsnjiHoaMWMvnph3ng5Q+4d2Y6g39feCLvGxOfpv6Vg9yTli3h88+hbl2YNg3++EdYsMCNghoxwp2QmJgI553nBpG0bev2VeDuu10HtjFlEO7RawK8BaxR1RfCuW9jIlYoZ52ffXbh1SFOPdUNnQV01Sro1YtmDWpxTMP6HGjfkYu2rODpyzvRtE41BGhbTem96Tu63fEHt/7pp7uEE7At1qxxz5OTXY2qVy/4+OOicai6IfX+oxuNKYVw9+n0BK4F+ojIMt8jcPSEMZVLaa8i8dZbcP75vPbZel7LrAHTptEwIZ9Rl7ehzjdfwsaNXNq1KV8N7cOGZy5kVsudJPY7p/DyQ0G2BUDHjjBvHuzY4Ya8T51a9BwRgC++gEaNDj/nypgQhbV5TVW/BOxCWyaoO/pW0i+y0lxF4r33XDPb55+TP38jazudRm61nSScfrrr6znttKJXfgB33tVNNx2+rblzXdL58kv3/IQTXP/Quee6vp4uXYJvy2o5YRGrn4eIvp+OqVzuOve4kgvFohCvIrF38jSy7n+YTR9Po1tSEn/u3RrXYt0VHn7IFbr66qK1kB07XPNdYDPZihUuEU2bBvXrF84fMsQ9AB580MVWIDcXxo9319EzFS5WPw92GRxjvBbKVSSWLqX6X2/nvmufYB2ub0dE3CCEHe5KJ6xY4R79+hWuN26cuxCk/9WHf/4ZLr/cnbB7XMAX29athWXGjy9aq/n0U3f1CP9EZEwpWU3HGK8Vc9Z5emo7XqnZgedev5e4rH2MnP48Mv15d/mhSZPg0CE403fx4Fq1XPObf5PY6NGHD79+/HGXqP7858L9F5yE/bvfuWVVqsArrxQOOCjYljWtmaPk6RUJSmJXJDCV3aTlm3ly8mrG3nIaqcdU9zocEyUi+YoEVtMxJoKoKhOWbSIpIZ4LOjXm4s6N6duuIdWT7KNqYoP16RgTQVTh3a9/YvwSd+6MiFjCMTHF3s3GeOxATh5vf7WBG05PpXpSAm9e1526yYleh2VMhbCajjEeW/PLHp6fuZbZ37uRY/VrJBEXZ6ezmdhkSccYD2zOPMDUle5mdic1r8vsv/ViQJdS3uHVmChkSccYD/xr5joeGL+SrOxcAFo1qOFxRMaEhyUdY8Jk8U872bLb3Wrg/vOPZ/JfzrBBAqbSsaRjTBhk7s/hmje/5eU5aQA0rFmVZvWSPY7KmPCzn1nGVJD8fGVh+k56tKpPneRE3ry+Oyc2s9tFm8rNajrGVJD3F/zEFW98w8qM3QD0bHOMNaeZSs8+AcaUo6zsXHZm5dCsXjK/65ZCzapV6NAkyH1sjKmkLOkYU05UlavfXADAhD+fTnJiApd2bepxVMZEFks6xhylX3YfpFGtJESEO89pS82kBN99bowxgaxPx5ijsGrzbno/P5cJy9ztpc8+viHdU+t5HJUxkcuSjjFlsOfgIQBOOLYWf+jZkh4t65ewhjEGLOkYU2ovffoD5//7C7Kyc4mLE+4/rx1N6lTzOixjooL16RgTgvx8JU+VKvFx9GxTn5y8POLtopzGlJolHWNKsD8nl6tHLKBPu4b8tW9buqfWs34bY8rImteMOYL8fHcr9+TEBDqn1LbbRRtTDizpGBPEgh93cM6Ln/PL7oMAPH5JR7v1gDHlwJKOMUE0rl2NusmJ7PWNUjPGlA/r0zHG55W5afyy+yBPXNqR5vWT+ejW070OyZiYYzUdY3z2HDxE5oFD5Pn6cowx5c9qOqbS2pmVw2OfrOLmM1vRsWlt7u/fjjgbBm1MhbKajqm04uOERem7WLNlD4AlHGPCwJKOqVRWZGQybNIqVJXa1aow555eDOrezOuwjKk0LOmYSmVFxm6mrtzCZt9Q6KSEeI8jMqZysT4dE9NUlYnLNlMnuQq9j2/I1ac055ITm1CzahWvQzOmUrKajolpufnKa5+tZ8zCjYDrt7GEY4x3rKZjYs7BQ3n87+ufuO70FiQlxPPukFM4pkaS12EZY7CajolBi9J38dTUNXy2dhsAjWpVtStCGxMhLOmYmLBl9wHmfr8VgDPaHsOMO8+if4djPY7KGBPIko6JCY9NWs29Hy7n4KE8AI4/tqbHERljgrE+HRO1Fv+0i5bHVKde9UQeuugEVKFqFRsCbUwks5qOiUpb9xzkyje+5tW5aQCk1E2mWb1kj6MyxpTEajomaqgqyzN2c2KzOjSsVZXXr+1Gj5b1vQ7LGFMKVtMxUWPEFz9y+atf8cOvewHo064R1ZPsd5Mx0cQ+sSai7c/JZe/BXBrVqsoV3ZtTNzmR1g1qeB2WMaaMrKZjIlZ+vnL5q/O5e+xyAGonV2FQ92Z2NWhjopjVdEzE2bY3mwY1k4iLE/7Spy2NatnVBIyJFVbTMRFl6c+7OPO5OXy6+lcALuzcmO6p9TyOyhhTXizpmIiwPycXgI5Na3PVKc05oUktjyMyxlQESzrGc/+auZYBw78iOzePKvFxPHpxB5rWqeZ1WMaYCmB9OsYT+fmK4m4Z3a1FXXLzFVWvozLGVDSr6Ziw233gEL/7z3z+93U6AL2Pb8j957WzS9gYUwlY0jFho76qTK2qCaTWr059u8eNMZWOJR0TFvPTtnPB/33JrqwcRIQXrziRi7s08TosY0yYWdIxYVGvRiKJ8cLO/Tleh2KM8ZANJDAVQlV5ZW4a+3PyuO+8drQ7thYTbuuJiF1NwJjKzJKOqRAiwubdB9l3MBdVRUQs4RhjLOmY8rNjXzZPTV3D7We3oVWDGjw+oAMJ8daCa4wpZN8IptzkqTJv3TaWZ2QCWMIxxhzGvhXMUVmRkclz078HoGHNqnxxXx8u65ricVTGmEhlSccclS/TtjNucQbb9mYDUC3RTvA0xhyZ9emYUlFVJi3fTOPa1TilZT1uOqMV15zaglpVq3gdmjEmClhNx5RKdm4+z89cywcLfgIgMSHOEo4xJmRW0zElOngojzELN3LNqS2oWiWeD246lSZ2FWhjTBlYTceU6LO123h00iq+TNsOQLN6ycTbLaONMWVgSccE9cvug8xf75JM/w6N+OT2M+h1XAOPozLGRDtLOiaoez9czj1jl3MoLx8RoVNKba9DMsbEAOvTMb9Z8vMujmtUkxpJCQwb0IEqcXFUsRM8jTHlyL5RDAAbd+5n4GvzeWPejwC0blCD5vWTPY7KGBNrLOlUYqrKmi17ADc4YPjVJ/HHs1p5HJUxJpZZ0qnEhs9J45LhX7Fx534ALujUmBpJ1uJqjKk49g1TyezPyeVATh71ayRxxSnNaFgriaZ2zo0xJkysplOJ5OblM2D4Vzz48UrAXaDzipObE2fn3BhjwsRqOpVA5v4c6iQnkhAfxy1ntaJF/epeh2SMqaSsphPjFvy4g9OfmcM3P+4AYFD3ZpzSsp7HURljKitLOjHq4KE8ADqn1OHSrk1pVs+GPxtjvGdJJwY9PW0NV7z+NXn5SrXEeP5xWScbLGCMiQjWpxMj8vMVEdwla5rWRhBy8/OJj7ObqhljIofVdGLAzqwcBv5nPuOXbALgos5NGHp+O5ISLOEYYyKLJZ0opqoA1KlWhfo1kkiqYv9OY0xks2+pKPXFD9v43WvzycrOJS5OGHFddy7q3MTrsIwxpliWdKJUcmI82bn5bNub7XUoxhgTMhtIECVUleFz0kiIj+PW3q3p1qIek/9yBiJ2NQFjTPSwpBMlRIR1W/dRJU5QVUTEEo4xJupY0olg2/dl89z077nr3ONoXLsa/xrUhcQEaxE1xkQv+waLYAdy8pj+3S8s/mkXgCUcY0zUK9O3mIjcISK1xHlLRJaISL/yDq4yWpmxm1fmpgHuxmpfDe1jo9KMMTEjtKQjch4iaxFJQ2QocKOq7gH6AQ1awh8nwxjf8gWIpPrWq4/IXET2ITLcb3s1EVnm99iOyL99y5r71lk6avVqmDrVrfP++3DiiYWPuDhYtqxonAMGQMeOR3VAvDb1uy2MnJ/O7v2HAKhZtYrHEcWQ6dPh+OOhTRt45pnDl7/wArRvD507Q9++8NNPhctGjoS2bd1j5Eg3b+/eou/JY46BO+90y+bNg5NOgoQE+PDDovu5/373Pu3YEcaMKZy/YQP06OH2ccUVkJNTvq/fmEigqsU/IF5hvUIrhUSF5V1hre/ExJeAyxT+/B5s95W/UmGMb7q6whkKf1IYXsw+Fiuc5Zt+Q+FWVWVg+/aqLVroYVasUG3Zsui8jz5Sveoq1Q4dDi8fwfLz83Xisk26MiNTVVX3Z+fq7gM5HkcVg3JzVVu1Ul2/XjU7W7VzZ9VVq4qWmTNHNSvLTb/6qurgwW56xw73ftuxQ3XnTje9c+fh+zjpJNXPP3fTGzaoLl+ueu21quPGFZaZPFn1nHNUDx1S3bdPtVs31d273bJBg1RHjXLTt9ziYjCmDIBFWtJ3u0ePUGo6pwBpqP6Iag4w+mbYKyIzgQuAGYfg8ndgu6/8h0BfRATVLFS/BA4ecesibYGGwBcFeRCoBVAjLw+aBGlaGjUKrrqq8Pm+fe5X6kMPhfByIktWTh6Pf7Ka/33tflVXS4ynltVuyt+337oaTqtWkJgIV14JEycWLXP22ZDsuxr3qadCRoabnjEDzj0X6tWDunXd9PTpRdf94QfYuhXOPNM9T011Naa4gI/Y6tXQq5erAVWvDl26uG2pwpw5MHCgK3f99TBhQrkeAmMiQShJpymw0e95xi3wDTAUOFlV9ws0bQO3A6CaC+wG6ocYw1XAmN+u6QLDgGsQyXgpLQ1efvnwNcaMKZp0Hn4Y7r678Asjwh08lMeYhT+jqtRISmDsLafyj8s7eR1WbNu0CZo1K3yekuLmHclbb8H554e+7qhRrkmspGHsXbrAtGmwfz9s3w5z58LGjbBjB9Sp45JRKPEZE6VCSTqHfYrS4FhcE1umiFyzFRo0hr0BxTRwvSO4Ehjl9/wq4L+optzRpg1cey3k5xcuXbDAJZeCvptlyyAtDS677LANvzhrXYghhNeUFVu4/6OVLEx3o9JaNahBvN0yukJNXh7kC/xICeK992DRIrj3Xvdcg7yVA9cdPbroD6Ej6dcPLrgATj/dlT/tNJdoQtmHMTEglKSTAfj9zCPlQ+gJ7BeRLsB9WbBtPvwHAJEEoDaws8Qtu/UTUF3sN3cIMBZgZY0acPCg+0VYIPDD/fXXsHixa8444wxYtw569wbgpdk/hPDywuOX3QdZ8rNLMpd1bcpHt55md/AMo7fTD7kaRYGMjOBNt59+Ck89BZMmQVKSm5eSUvy6y5dDbi506xZaMH//u/uxNGuWSzZt27pBCJmZbjvFxWdMlAsl6SwE2iLSEpFE4MrxsMvXWXUJ8FJbGH4dpPjKDwTm+DWX/UZE3haRrSLynW/WVRSt5QD8DPQFSD1wwCWdBg3ckvx8GDfOtccXuPVW2LwZ0tPhyy/huOPgs89CevEVZcLSTfR8Zg4th06h5zNzmLB0E7d/sIR7xi4nP1+JixO6tbCEE07LGx/n+l02bHCjwkaPdqMd/S1dCrfc4hJOw4aF8/v3h5kzYdcu95g5080rENjHWJy8PNeZr42bAAAXR0lEQVSUBrBihXv06+dqNWefXTjSbeRIuOSSsr9gYyJUyVckUM1F5HZgBhAPvL0Y+n0sMnswtBsL3T6FPXXgH4ik4Wo4hVlBJB03MCDxAOx/Bm59DB7zLR2MG4zg725gBCJ3PVWtmutMLWhmmDfP/eps1epoXnOFmrB0Ew+MX8kB3+2iN2Ue4IHxK7m9Txsu6tyYOGtG80ReXDwMH+6SRV4e3HgjdOgAjzwC3bu7BHTvvW5QyqBBbqXmzV0CqlfP9RuefLKb/8gjbl6BsWMLh/YXWLjQNfnu2gWffAKPPgqrVsGhQ4WDDWrVck15Bf04zz7rflA99BB07QpDhlTsQTHGAxKkQlLySiLHAlcDC1X1CxFpDvRW1XdDWDcVmKyqJZ5Q0717d120aFGp4yuQOnQKPcLchLX050xy8vIPm58YH0fX5nXCGosptGDDTtKfudDrMIwJCxFZrKrdvY4jmDJde01VfwFe8Hv+M1BiwgmFiPwR+CNA8+bNy2OTYRUs4RQ33xhjKpMyJR0RORV4GTgBSMQ1u+1T1dpHG5CqvgG8Aa6mc7TbG3PLaSUXmj4d7rjDNbvcdBMMHVp0eXY2XHedG7BQv74bsp2a6patWOH6Afbsgbg4zh78TzZk5f226oiPHqd55i/cePc7LpZhw2DEiMJ+qn/8w41m2rHDnaOxcCHccINrCiqQkwO33+76quLiXEf37353FEel8kkdOsXrEIwxlP0q08Nx/TbjgO7AdUDb8goqrPLy4Lbb3EiilBTXbj9ggLscSoG33nInBaaluQ7o++93iSc3F665Bv73P3f+xY4d3LEhiwcmrubAoTz6r53P/irViBPh3v7HF27vrrvgnnuKxlG1KjzxBHz3nXv4e+op17G9bp0bTLGz5IGBxhgTicp82WJVTQPiVTVPVd8BepdbVOEUypnqEye6M8TB1UZmz3ZDXWfOdGedd+niltWvz6Xdm/P05Z1oXU25aeEE3u3zexrVqsqlXZsWH0f16m7Id9Wqhy97+2144AE3HRfnhtcaY0wUKmvS2S9u+PQyEXlORO4Cqpe0koiMAr4GjheRDBHxfnhOKGeb+5dJSIDatV1z2Lp1bmRd//7u4o7PPQfApV2bMjtzNie//CQf3XMutaoGVCiHD3fJ6sYb3eim4mRmur8PP+z2MWgQ/PrrUbxgY4zxTlmTzrW4fpzbgSzcyaMldjKo6lWq2lhVq6hqiqq+Vcb9h+SOviG0+IVyJviRyuTmunOD3n/f/f34Y1cL8rtKQn6+ku+/+q23wvr1rkzjxu7yPcXJzXUnCvbsCUuWuDPYA5vmTIlCei8YYypcWUevFVzz/QCF59xEnLvOPa7kQiWdbe5fJiXFJYHdu915Gikp7uKNBc1dF1zgEkONGrB4MZqayvZdWdTfn+mukvDZZ9CoUeF2b74ZLrqo+Pjq13eX/Sm4zM+gQa6PyZRKSO8FY0yFK1VNR0RWisiKIz0qKsgKdfLJJZ+pPmBA4T1UPvwQ+vQpbFZbscJdvDE3Fz7/3A1A8F0lQdLTmfLqWA6kti68SsKWLYXb/fjjku//IwIXX1y4/uzZRQc5GGNMFCltTedyoBFFrzoN0ALYXC4RhVtCQslnqg8Z4i482qaNq+GMHu3WrVsX/vY3l7hEXE3nwqInIP6hZ0tI8jvM993nmtZE3LDr118vXJaa6oZe5+S4KzHMnOkSzLPPuv3feacbav3OOxV+WIwxpiKU6ooEIjIZeFBVVwTM7w48qqoXl2dwR3tFgkiRuT+HHVk5tG5Qw+tQjDGVQCRfkaC0AwlSAxMOgKouAlLLJaIYdMXr3/DoxFVeh2GMMZ4rbfNakJNIflPtaAKJZQ9eeAJ1qtndQI0xprQ1nYUicnPgTN/5NouDlDdAr+Ma0KWZXezTGGNKW9O5E/hYRH5PYZLpjrv+2uG37jS/WbV5Nxt3HuC8jsd6HYoxxnimVElHVX8FTheRs4GCsb5TVHVOuUcWY0bM+5Ev03bQr30ju6eOMabSKtP9dMIlVkavAWzcuZ/qSQnUq57odSjGmBgXyaPXynqVaVNKzeolex2CMcZ4rsxXmTal91Xadv4xdY3XYRhjjGcs6YTR6s17GL8kg90HDnkdijHGeMKa18Lo2tNaMOSMljaQwBhTaVnSCaOqVeK9DsEYYzxlzWth9vm6bVz6yldkZed6HYoxxoSdJZ0wS0qIIyFO2Lo32+tQjDEm7Kx5LcxObVWfD2893eswjDHGE1bT8cihvHzy8yP3xFxjjKkIlnQ88O2GnZz0xCxWbtrtdSjGGBNWlnQ80LZhDc7veCzJiTaazRhTuVifjgfqVk/kuYFdvA7DGGPCzmo6Hvpl90H2HLSrExhjKg9LOh5J357FqU/P5pPlm70OxRhjwsaSjkda1E/msQEdOLNNA69DMcaYsLE+HY+ICNefnup1GMYYE1ZW0/FQXr4yf/121v6y1+tQjDEmLCzpeCg3P5+bRy5i5NfpXodijDFhYc1rHkpKiOe9m3pwXKOaXodijDFhYUnHY12b1/U6BGOMCRtrXosAo7792YZOG2MqBUs6EWDsoo2WdIwxlYI1r0WA/95wCrWq2b/CGBP77JsuAtROruJ1CMYYExbWvBYhXv0sjWGTVnkdhjHGVChLOhFix74cft1zEFW7sZsxJnZZ81qEePii9l6HYIwxFc5qOhHGbmFtjIlllnQiyPA5P3Dui59bE5sxJmZZ0okgrRvU4My2DcjOzfc6FGOMqRDWpxNBzu/UmPM7NfY6DGOMqTBW04kwqkrGrv1eh2GMMRXCkk6EeevLDZz53Fx27Mv2OhRjjCl31rwWYXof35CkhDiqJNjvAWNM7LGkE2HaNKxBm4Y1vA7DGGMqhP2cjkAHcvL4dPWv5NgoNmNMjLGkE4G+StvOTe8u4tsNO70OxRhjypU1r0Wgnm2O4f2benByaj2vQzHGmHJlSScCVUuMp2ebY7wOwxhjyp01r0WonVk5vDFvPT/tyPI6FGOMKTdW04lQBw/l8Y+p31O7WhVa1K/udTjGGFMuLOlEqCZ1qvHtg31pWKuq16EYY0y5sea1CGYJxxgTayzpRLC9Bw/xwPgVzFr9q9ehGGNMubCkE8GqJybwzY872bjTLgBqjIkN1qcTweLihDl390JEvA7FGGPKhdV0IlxBwrG7iRpjYoElnQiXn69c+9YCnpux1utQjDHmqFnSiXBxcUKrY6pzrI1kM8bEAOvTiQKPXdLR6xCMMaZcWE0nSuTnK7uycrwOwxhjjoolnShxzVsLuO2DJV6HYYwxR8Wa16LEFSc38zoEY4w5apZ0osQlJzb1OgRjjDlq1rwWRTL357D4J7ubqDEmelnSiSKPf7Kam0YuIi/fThQ1xkQna16LIjef1YprT2uBXRTHGBOtLOlEkRMa1/I6BGOMOSrWvBZl0rbu5Z2vNngdhjHGlIklnSjz2dptPDF5NVv3HPQ6FGOMKTVrXosyg7o14/KTUqhXPdHrUIwxptQs6USZ2slVvA7BGGPKzJrXotDKjN38ddRS9mXneh2KMcaUiiWdKLQvO5f567ezYVuW16EYY0ypWPNaFOrRsh7fPngOcXF2xo4xJrpY0olClmyMMdHKmtei1Pe/7OHC//uCpT/v8joUY4wJmSWdKHVsrapUT0wgJzff61CMMSZk1rwWpeokJzL2T6d5HYYxxpSK1XSi3KG8fA4eyvM6DGOMCYklnSi2dc9BTnpiFuMWZ3gdijHGhMSSThRrUDOJq05pTvvGNb0OxRhjQmJ9OlFMRHjwghO8DsMYY0JmNZ0YsGX3ATbu3O91GMYYU6KKSzoi5yGyFpE0RIYGWZ6EyBjf8gWIpPrmn4LIMkSWfbB6NXz8sSu/di2ceGLho1Yt+Pe/3bJx46BDB4iLg0WLCvexYwecfTbUqAG33150/6NGQadO0LkznHcebN9e/scgDHLz8un3wjxe/SzN61BMRZg+HY4/Htq0gWeeOXz5Cy9A+/bufdy3L/z0k5s/d27Rz0vVqjBhgls2fLjbnkjR9/2uXXDZZW5bp5wC331XuCwzEwYOhHbt4IQT4Ouv3fx773XzOnd262ZmVsxxMLFDVcv/AfEK6xVaKSQqLFdoH1Dmzwr/8U1fqTDGN52skKCq9OvcWbVBA9VDh7SI3FzVRo1U09Pd89WrVb//XrVXL9WFCwvL7dun+sUXqq+9pnrbbYXzDx1y2922zT2/917VRx/VaDX9uy2atnWv12GY8pabq9qqler69arZ2aqdO6uuWlW0zJw5qllZbvrVV1UHDz58Ozt2qNatW1huyRLVDRtUW7Qo/Ayoqt5zj+qwYW56zRrVPn0Kl113neqIEW46O1t11y43PWNG4efzvvvcw3gOWKQV8d1eDo+KqumcAqSh+iOqOcBo4JKAMpcAI33THwJ9ERFU96OaC5CUn+9+jQWaPRtat4YWLdzzE05wvwYDVa8OZ5zhfuX5U3WPrCz3d88eaNKkzC/Wa/07HEvrBjW8DsOUt2+/dTWSVq0gMRGuvBImTixa5uyzITnZTZ96KmQEGcn44Ydw/vmF5bp2hdTUw8utXu1qS+BqL+np8Ouv7vMxbx4MGeKWJSZCnTpuul8/SEgofv/G+KmopNMU2Oj3PMM3L3gZl2R2A/UBEOmByKrRq1fDf/5T+KYuMHo0XHVV2aOrUgVee801rzVp4j5sBR+oKPXNjzuYt26b12GY8rRpEzRrVvg8JcXNO5K33nLJJVCon5cuXWD8eDf97beuqS4jA378ERo0gD/8wSWsm25yP9gCvf128P0b46eikk6wK1JqyGVUF6Da4bp27eDpp+Gg362Zc3Jg0iQYNKjs0R065JLO0qWwebNrj376aQBenLWu7Nv10HPTv+fFT6MzdnO4F2etc7XwQMFq/gDvvef6M++9t+j8LVtg5Uro37/knQ4d6vp1TjwRXn7ZJZiEBMjNhSVL4NZb3WemevXD+5eeesqV/f3vQ3uBptKqqKSTAfj9RCMF2HzEMiIJQG1gp3+B9GrV3Bvcv0Nz2jQ46SRo1Kjs0S1b5v62bu0+xIMHw/z5ALw0+4eyb9dD/xp8Iu8N6eF1GKacvDT7B1ez2ejXYJCREbwZ+NNP3Zf+pEmQlFR02dixroO/Sgh3nK1VC955x30+3n0Xtm2Dli1dHCkp0MP3/ho40CWhAiNHwuTJ8P77R06KxvhUVNJZCLRFpCUiicCVwCQAETlPRNbeCyfNgxd95QcCc1BV3zoJAMdmZ7tRa/7tz6NGHV3TGkDTpq5JbZuvOWrWLNcvFMWWb8yk34vzaDl0Cj2fmcOEpcU0w5jocPLJ8MMPsGGDq+GPHg0DBhQts3Qp3HKLSzgNGx6+jdJ8XjIz3X4A3nwTzjrLJaJjj3XNfGvXumWzZ7sRc+BG1z37rNt/QZ+RMcWpsFEKcIHCOt8otr+rKrnwxCDYArR6GWpOgcyD8JPCtwqtfOtdq7BKYdmaatVUP/64cEhGVpZqvXqqmZlFh2qMH6/atKlqYqJqw4aq/foVLmvRwo3cqV7dlSkY/fPaa6rt2ql26qR60UWq27e74vdPLmFcSOT5eEmGtntomra4f/Jvj3YPTdOPl2R4HZopo9/eh1OmqLZt60axPfmkm/fww6oTJ7rpvn3de75LF/e4+OLCjWzYoNqkiWpeXtGNv/SS+yzEx6s2bqw6ZIibP3++aps2qscfr3rZZao7dxaus3Spardu7vNyySWFy1q3Vk1JKdz/LbeU+7EwpUcEj14TDdZuXEFE5DRgmKr29z1/wJf4ng5Wvnv37rrI/7ybMEgdOoUeLeuFdZ9Ha+nPmeTkHX6Lg8T4OLo2r+NBROZoLdiwk/RnLvQ6DBOlRGSxqnb3Oo5gwn1FghJHtYnIH0VkkYgs2rbNRmOFIljCKW6+McZ4JdzXXitxVJuqvgG8Aa6mE46gAo25JQz3qZk+He64A/Ly3BDUoQEXbZg3D+68E1ascG35AwcWLhs5Ep580k0/9BA96zQj89cdjPvg/t+KHLt3B592PYfBz3xU/LbAnYdxwgmuw3n4cDfvvPPcyKfcXDjzTHjlFYiPr4ADYYJJHTrF6xCMqRDhTjqhjGqLfXl5cNttbgBDSorrMB4woLBzFqB5c/jvf+H554uuu3MnPPaYGx4rAt268eA7n3DPpzlc8IeXfys2ZeSdNP7D1cVvq8DDD0OvXkXnjR3rOpFVXZIaN86dnGiMMUch3M1rC4G2ItJSAka1VSqhnGmemurOH4oL+BfNmAHnngv16kHdunDuuVy4eQVPX96JpnWqIUCP3B201CzOHHJ58dsCWLzYnXXer1/R+bVqub+5uW5Ekw2FNcaUg7AmHXVXHrgdmAGsAcaq6qpwxhARSnumeQjrXtq1KV8N7cOGZy5kTK10kq+5uuREkZ8Pd98N//xn8OX9+7thuDVrHt4kZ4wxZRD2Wxuo6lRVPU5VW6vqU+Hef0nu6Nu24ndSmjPNy7JuqJc9efVVuOCCoknM34wZrl8nOxvmzAktPlMuwvI+NMYDdhO3AHede1zF7yTUM82PtO5nnxVdt3fvwufLl7smsW7dSt7W11/DF1+45LNvn2tGq1Gj6CVOqlZ1/U0TJ7pmPRMWYXkfGuMBu4mbF0I50/xI+veHmTPdNbJ27XLT/tfVKs0Z6O+/Dz//7K4m/PzzcN11LuHs2+dqOOAS2NSp7qrDxhhzlCzpeCEhwQ1N7t/fDVUePNjdhO6RR9zlRAAWLnS1mnHj3GVOOnRw8+vVc6PNTj7ZPR55xM0rMHbs4UnnSNs6kqwslwQ7d3ZXHm7YEP70p/J7/caYSiusVyQoLS+uSGCMMdEukq9IENFJR0S2Ab7773IMEJ33lK44dkyCs+NyODsmh4vlY9JCVRt4HUQwEZ10/InIokjN3F6xYxKcHZfD2TE5nB0Tb1ifjjHGmLCxpGOMMSZsoinpvOF1ABHIjklwdlwOZ8fkcHZMPBA1fTrGGGOiXzTVdIwxxkS5iEs6InKeiKwVkTQRGRpkeZKIjPEtXyAiqeGPMrxCOCZnicgSEckVkUpxZc4QjsnfRGS1iKwQkdki0sKLOMMphGPyJxFZKSLLRORLEWkfbDuxpqTj4lduoIioiNiItork9f2y/R9APLAeaAUkAsuB9gFl/gz8xzd9JTDG67gj4JikAp2Bd4GBXsccIcfkbCDZN32rvU8UoJbf9ABgutdxR8Jx8ZWrCcwDvgG6ex13LD8iraZzCpCmqj+qag4wGrgkoMwlwEjf9IdAX5GYvtlLicdEVdNVdQVQWe5PHcoxmauq+31Pv8HdMDCWhXJM9vg9rU7AXXtjVCjfKQBPAM8BB8MZXGUUaUmnKeB3+WUyfPOCllF3f57dQP2wROeNUI5JZVPaYzIEmFahEXkvpGMiIreJyHrcF+xfwxSbl0o8LiLSFWimqpPDGVhlFWlJJ1iNJfDXWChlYklle72hCPmYiMg1QHfgCHeqixkhHRNVfUVVWwP3Aw9VeFTeK/a4iEgc8CJwd9giquQiLelkAP53FEsBNh+pjIgkALWBnWGJzhuhHJPKJqRjIiLnAH8HBqhqdphi80pp3yejgUsrNKLIUNJxqQl0BD4TkXTgVGCSDSaoOJGWdBYCbUWkpYgk4gYKTAooMwm43jc9EJijvp7AGBXKMalsSjwmviaT13EJZ6sHMYZbKMfE/3akFwI/hDE+rxR7XFR1t6oeo6qpqpqK6/8boKp2efsKElFJx9dHczswA1gDjFXVVSLyuIgU3OXsLaC+iKQBfwOOOAQyFoRyTETkZBHJAAYBr4vIKu8irnghvk/+CdQAxvmGCMd0og7xmNwuIqtEZBnus3P9ETYXM0I8LiaM7IoExhhjwiaiajrGGGNimyUdY4wxYWNJxxhjTNhY0jHGGBM2lnSMMcaEjSUdY4wxYWNJxxhjTNhY0jHGGBM2/w8w1AEcI2wmfwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"FPR\",method=\"wilson\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.02898740902933511, 0.28009253670203504)\n", "1 : (0.0075968375750390255, 0.21746745338748863)\n", "2 : (0.1737338065288983, 0.4589936086556194)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"FPR\",method=\"agresti-coull\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AUC" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (0.6399211771547619, 0.902935965702381)\n", "1 : (0.6273084086303518, 0.8964107564550372)\n", "2 : (0.6151497954659743, 0.9057347254185467)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"AUC\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PLR" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "0 : (1.986202987452899, 18.530051901514057)\n", "1 : (2.2523561191462638, 36.90867850896665)\n", "2 : (1.5589394210441203, 4.858346516200761)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"PLR\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall ACC" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "(0.5333055584484714, 0.8000277748848619)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ci(cm,param=\"Overall ACC\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kappa" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95%CI :\n", "(0.31072820940081924, 0.7046564059837961)\n" ] }, { "data": { "image/png": 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\n", 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