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

Please cite us if you use the software

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example-7 (How to plot via seaborn+pandas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "⚠️ This example is deprecated. You can use `plot` method from `version 3.0`" ] }, { "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 seaborn,pandas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "!{sys.executable} -m pip -q -q install seaborn;\n", "!{sys.executable} -m pip -q -q install pandas;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from pandas import *\n", "import seaborn as sns\n", "from pycm import *\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def plot_confusion_matrix(cm,normalize=False, title='Confusion matrix', annot=False, cmap=\"YlGnBu\"):\n", " if normalize == True:\n", " df = DataFrame(cm.normalized_matrix).T.fillna(0)\n", " else:\n", " df = DataFrame(cm.matrix).T.fillna(0)\n", " ax = sns.heatmap(df, annot=annot, cmap=cmap)\n", " ax.set_title(title)\n", " ax.set(xlabel='Predict', ylabel='Actual')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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1oKBYUYX7Zq5m976CcrZWu61ZuoEfZyygeduk0hTJJX89n4ztTh72rCEn89EbX5KzJ483/vUBAKGhITw88TaSWydy8fUD+OeoV1BVQkNDufq2i2h4yAVAf04beCIvP/wOt/35UeLqxnDzA1eV7s/USbMIDQtFQoSrbx9Knfi4ajr6I+fkEzryl6H9WJayqTRF8o/H36N5ckMAXp30FRee35vLh/ajoKCQ/fvzufKm5wCY9cMyOrVP5tuPHwIgN3c/14x8gZ0ZZV9fKvHki58y6aVbGf7n09m8NYO/3PAMQJlt1XpVdOFcnJnBJgIpqvqUT3l/4G7gNFXN81llE3CmiEzCSb/0AZ7ByZ23F5HWwBbgUpwvgMDtV9eQRnEmUuiNc6FUcL51flZV/4nrQ1T3kEZT/UMazZEZ0miqaEhj/9eCH9L4xbWBhjSeAvwALOO3zMRo4DkgEshwy+aq6g1umuZ1nBEuAryuqk+42zofJ8CHAq+p6qPl7Vu1jX5R1WKcK7zGGFP7VVFPXVV/LGNrfnNjqpqDM6zR33vTy1qvLH/YO0qNMcaXhnrjth0L6sYYA565Gc2CujHGgE29a4wxnlJFd5TWNAvqxhgDln4xxhhPsfSLMcZ4SAWmCajNLKgbYwxYT90YYzzFGzHdgroxxgCojX4xxhgPsfSLMcZ4iDdiugV1Y4wBwOZ+McYYD7GeujHGeIhdKDXGGA+xoG6MMd6h3ojp1fbgaWOMObqEhgS/BCAizUXkGxFJEZEVInKrW/6EiKwSkaUi8pGIxPus00NE5rj1l4lIlFt+vPt3qog85z7/NCAL6sYYA076JdglsELgdlXtjPMQ6ZtEpAswE+imqj2ANcC9ACISBkwCblDVrsDpQMlT518CRgDt3aV/uYdRwcM2xhhvCqnAEoCqpqvqIvf1XiAFSFbVL1W10K02F2jmvj4XWKqqS9x1MlS1SESSgLqqOkdVFXgLGBLMYRhjjBEJehGRESKywGcZ4X+T0go4Dph3yFvXAp+7rzsAKiIzRGSRiNzllicDaT7rpLllAdmFUmOMgQqNflHVCcCEQHVEJA74ABipqtk+5WNwUjST3aIw4BTgBCAPmCUiC4FsDqfl7Zv11I0xBlCRoJfyiEg4TkCfrKof+pQPBwYCf3FTKuD0wL9T1V2qmgdMB3q65c18NtsM2Fpe2xbUjTEGIEyCXwJwR6hMBFJU9Smf8v7A3cAFbvAuMQPoISIx7kXT04CVqpoO7BWRPu42rwI+KfcwKnrcxhjjSVU3S2Nf4EpgmYgsdstGA88BkcBMd2TiXFW9QVV3i8hTwM846ZXpqjrNXe9vwBtANE4O/nPKYUHdGGOgyu4oVdUf8T+TzPQA60zCGdZ4aPkCoFtF2regbowxYBN6GWOMl9iTj4wxxkssqBtjjIeEWlCvVjJ5fk3vguedcOdFNb0Lnrdz3fU1vQsmWPaMUmOM8RBLvxhjjIdYUDfGGO8I5vb/o4EFdWOMAbtQaowxnmLpF2OM8RAL6sYY4yHeiOkW1I0xBmyaAGOM8RYb/WKMMR5io1+MMcY7QjzyHDiPHIYxxlSOSPBL4O1IcxH5RkRSRGSFiNzqlj8hIqtEZKmIfCQi8Yes10JEckTkDp+y/iKyWkRSReSeYI7DgroxxlB1QR0oBG5X1c5AH+AmEekCzAS6qWoPYA1w7yHrPY3P4+pEJBR4ARgAdAEuc7cTkKVfjDEGkCq6UOo+MDrdfb1XRFKAZFX90qfaXGCYT9tDgPVArk+d3kCqqq5367wLDAZWBmrfeurGGIOTUw92EZERIrLAZxnhb5si0go4Dph3yFvX4vbKRSQWuBt48JA6ycBmn7/T3LKArKdujDGAVKCLq6oTgAkBtycSB3wAjFTVbJ/yMTgpmslu0YPA06qac8ivBX8/HbS8fbOgbowxVO0wdREJxwnok1X1Q5/y4cBA4CxVLQnQJwLDRORxIB4oFpH9wEKguc9mmwFby2vbgroxxlB1U7+I092eCKSo6lM+5f1x0iynqWpeSbmqnupT5wEgR1WfF5EwoL2ItAa2AJcCl5fXvgV1Y4yhSnvqfYErgWUistgtGw08B0QCM900y1xVvaGsjahqoYjcDMwAQoHXVHVFeY1bUDfGGKouqKvqj/jPh08PYt0HDvl7ejDr+bKgbowxQIhNE2CMMd7hkfm8LKgbYwxYUDfGGE/xfFAXkakEGOiuqhdUyx4ZY0wN8MgzMgL21J88YnthjDE1zPM9dVX97kjuiDHG1KQ/zOgXEWkPjMOZ+jGqpFxV21TjfhljzBHllZ56MFPYvA68hDMBzRnAW8Db1blTxhhzpFXhfOo1KpigHq2qswBR1V/dO57OrN7dMsaYI8srQT2YIY37RSQEWOvOQ7AFaFy9u2WMMUfWH2H0S4mRQAxwC/AwTi99eHXulDHGHGkhoTW9B1Wj3KCuqj+7L3OAa6p3d46cpCZ1eOqRgTRqEEuxKlM+WMLr7yw4qM45p7fnthtPRVUpLCzmoSdmsWBxWqXarVc3iucfH0yzpvVI27qHm+78mOy9B6qlrZqWnr6Tu+56ml27dhMSIlxySX+GDz/49oZ16zYzevSzrFixjlGjruS66y6qdLv5+QXcdddTrFixjvj4Ojz99F00a9aEpUvXcP/9zwOgqvz975dzzjknVbq9mrYtPZOxo98kY1c2ISHChcNO4fIrD86QTv9sPm9OdJ6mFhMTyb33X0aHTs0q1W5+fgFj732TlJWbqBcfy/gn/4+myQ1Yvmwjjz7gPP9BVRlx40DOPPvYSrV1JNT2tEqw5Ld52suoIPINfm5CUtVqzau3OnZ8uU/4qIxGDWNp3DCOFau2ExsTwdQpVzNi1Aekrs8orRMTHU7evgIAOrVvxAuPD+GsC/8T1Pb79GrBsAu6c8fYaQeV3zPydPbs2c9Lr8/lb9f0oV7dKMY/+22l2vq9Ni6ufAANZMeOTHbuzKRr13bk5OQxdOgoXnhhDO3atSitk5GRxZYtO5g1ay5168ZVKKinpW3n3nuf4e23xx1UPnnyNFav3shDD93EtGnfM3PmHJ555m727dtPeHg4YWGh7NiRyeDBt/DDD28SFlZ9XbScgur/Yt65cw+7du6hc5cW5Obu54pLxvGv526gTduk0jpLfllH6zaJ1K0Xy+wflvPKi9N4a8rdQW1/65YMHhjzJhPeuO2g8v+++x2pq7cw+h+XM2P6z3wzawnj//V/7NuXT3h4KGFhoezcuYfLhj7CF1+Pr9bPOS78zEqH5H5TZwcdc74f1LfWfgUEc6H0DuBOd7kfWAwsCLjGUWDnrlxWrNoOQG5ePuvWZ5DYuM5BdUqCLDgB3vcLcMTw3nwyeTif//daRv3tlKDbPef09rw/dRkA709dxjlntC+3raNV48b16dq1HQBxcTG0adOc7dszDqrToEE8PXp0ICzs8B+Nn3zyDcOG3cbgwbcwduzzFBUVBdXu11/P48ILzwLgvPP6MmfOElSV6Oio0sBy4EB+lT1ouKY1alSPzl2cL8rY2Chat0lkx/asg+occ1xb6taLBaB7j9bs2L679L3pU+dx1aXjuWzoozz64GSKioqDave7r5cwcHAfAM46tyfz561yP+eI0s85/0AB4ncW2trnD3OhVFUXHlI0W0R+941JInKNqr7+e9evDs2a1qNLp8YsXnb4k6LOO6MDd91yGg3qx3Dt3/8HwKkntaJVi/oM/subiMCrzw6jd8/mzF+0+bD1D9WoQSw7dzkPDN+5K5eG9WMDtuUVaWnbSUlZxzHHdAyq/rp1m/n88x+YMuVxwsPDeOCBF5k69TuGDCn/B+L27RkkJTUEICwslDp1Ytm9O5v69euxZMlqRo9+lq1bd/L447dVa++xJmzdksGqlM1069GqzDoff/gTJ5/SFYAN69L58ouFTHz7TsLDQxn38BQ+/2x+abAOZOeOLJokJgDO5xwXF01WVi4JCXEsW7qBh+5/m/StmTw07uqj4nOu7cE6WMHcfFTf588Q4HggsRJtPogz9t1fWyOAEQD1m11InQa9K9FMcGKiw3npyQt56IlZ5OTmH/b+jG/WMOObNfTu2ZzbbuzHFTe8y6l9WtPvpNZMf+8adxsRtGqRwPxFm/n47auIiAglJjqC+HpRpXXGP/Mt38/ZEHBf/LXlBbm5+7jllnGMHn09cXExQa0zZ84Sli9fx7Bhzk/+/fvzadAgHoCbbnqUtLTtFBQUkp6+k8GDbwHgqqsuYOjQs/3+yinplR9zTEemTXuRdes2c/fdT9Ov3/FERkZUxWHWuLy8/dw56hXuuPti4uKi/db5ef5qPvnwJya+fTsA8+etJmXlJq66dDzg/IKpX9/5xXr7LS+zdUsGBQWFbEvfzWVDHwXgsivO4IILT8bfj8mSwNi9R2v+98lYNqxL5x9j3qTvqV2JjAyv4iOuWn+YoI7z8FPFeZJHIbABuC7QCiKytKy3gCZlref7hO7qzqkDhIWF8PK/LuTj6SuY8fWagHXnL9pMy+bxJMRHIyK8OHEO73yw+LB6Q658Cyg7p74zI5dGDZ3eeqOGsezKzA3Y1u6sfZU4wppXUFDILbeMY9Cg0zn33JODXk9VufDCM7n99sMHWr3wwhig7Jx6YmJD0tN3kZjYkMLCIvbuzSU+/uDUWtu2zYmOjmLNml/p3r397ziy2qWgoIg7R05gwJ96c+Y5x/mts3Z1Gg+PncS/X76Z+Pg4wPmcB17Qh7+PGnJY/X895zxprayceuMm8WzftpsmiQkUFhaRk7OPevViD6rTum0SUdGRrFu7lS7dWlbFoVabsGCS0UEQkeY4N2kmAsXABFV9VkSeAAYB+cA64BpVzRKRc4DxQIT73p2q+rW7reOBN4BonCcg3arl5GaDOYzOqtpGVVurantVPRf4uZx1mgBXuQdw6JIRYL0j6p//OJ/UDRlMnOT/cFo2jy993bVTE8LDQ9mdtY/v56znkiE9iIl2eh5NGsfRICG4HuhX36UybFB3AIYN6s7Mb9cGbOtopqqMGfMcbdo055prDg8agZx00jHMmDGbjAwnN5yVtZctW3YEte6ZZ57IRx/NAmDGjNn06dMDEWHz5m0UFjp5+S1bdrBhwxaSk4/+Wy5UlYfHvk3rNolcMfxsv3XS0zO5Y+QEHh53NS1b/dav6t2nE7NmLiIzIxuAPXtySd8a3D/R087owWefzAVg1peLOOHEjogIW9J2lX7O6Vsz+HXjdpKSG1TmEI+IENGgl3IUAreramegD3CTiHQBZgLdVLUHsAa4162/Cxikqt1xhov73rH/Ek72or279C+v8WB66j8BPQ8pm+OnzNdnQJyqHtaVFZFvg2iz2vU6thlDB3UjZc2O0hTJ4//+juTEugBMfn8xA87qyEWDulFYWMz+/YXcfNcnAPwwZyPtWjfkw7euBCAvr4CRY6aSsTvPb1u+XnptDi88PoRLLuzB1vRsbrzzY4Ay2zqaLVy4kk8++YYOHVqVpkhuu+0qtm7dCcBllw1g587dDB06ipycPEJCQnjzzU+ZPv1F2rVrwciRV3LttWMpLlbCw0MZO/aGoILwsGHncOedT3HOOSOoVy+Op5++q3R//vOf9wkLCyMkRHjggRuoX79e9X0AR8jiX9Yxbeo82rVPLk2R3HTrYLalZwIw7M/9+M9L09izJ4fxjzgpvdDQECb9917atE3ixr9fwE0j/k1xsRIWHsI9Yy4lqWn5QXjwRX25/943GDxgLPXqxfDYE84P+MWL1vHGxBmEhYUiIcI9911KQkJcNR191amqm49UNR1Id1/vFZEUIFlVv/SpNhcY5tb5xad8BRAlIpFAfaCuqs4BEJG3gCHA54HaL3NIo4gkAsnAJOByfnuQal3gZVXtVIHjrLAjkX75o6vuIY3myAxpNFUzpPFPX/4YdMyZft6pf8W9/uea4KaPDyIirYDvcXro2T7lU4H3VHXSIfWHATeo6tki0gsYr6pnu++dCtytqgMD7Vugnvp5wNVAM+Bf/BbUs4HRgTZqjDFHmyDSKqV8r/+VRUTigA+AkYcE9DE4KZrJh9TvCvwTOLekyF/T5e1boPnU3wTeFJGhqvpBeRsyxpijWVXO/SIi4TgBfbIa22z9AAAXHElEQVSqfuhTPhwYCJzle8FTRJoBHwFXqeo6tzgNp1Ndohlw+LjrQwRzofR4ESm9iiciCSLySBDrGWPMUSNMgl8CEWf87EQgRVWf8invD9wNXKCqeT7l8cA04F5VnV1S7ubm94pIH3ebVwHlXmwLJqgPUNXS29NUdTdwfhDrGWPMUUNEg17K0Re4EjhTRBa7y/nA80AdYKZb9rJb/2agHXC/T/2SEQF/A14FUnGGQQa8SArBjX4JFZFIVT3gHLhEA5FBrGeMMUeNKhz98iP+8+HTy6j/COA3+6GqC4BuFWk/mKA+CZglIiV3gV4DvFmRRowxpraronuPalwwc7887t4hejbOt88XQO2+NcwYYyqoIqNfarNgeuoA23Bud70EZ5oAGw1jjPGU8i6AHi3KDOoi0gG4FLgM59b+93BuVjrjCO2bMcYcMX+Ex9mtAn7AmZMgFUBERh2RvTLGmCPMK+mXQNcGhuKkXb4Rkf+IyFn4v6JrjDFHvRAJfqnNygzqqvqRqv4Z6AR8C4wCmojISyJyblnrGWPM0SikAkttVu7+qWquqk52J5FphvM4u3uqfc+MMeYIqsKpd2tUsKNfAFDVTOAVdzHGGM+oqodk1LQKBXVjjPEqj8R0C+rGGAPeGf1iQd0YY6j9o1qCZUHdGGOw9IsxxniK9dSNMcZDQkMsp26MMZ7hlfSLV47DGGMqpapuPhKR5iLyjYikiMgKEbnVLX9CRFaJyFIR+eiQx4TeKyKpIrJaRM7zKe/vlqWKSFA3fVpQN8YYqnTul0LgdlXtDPQBbhKRLsBMoJuq9gDWAPcCuO9dCnQF+gMvikioiIQCLwADgC7AZW7dgCz9YowxVOnj7NKBdPf1XhFJAZJV9UufanOBYe7rwcC77iNDN4hIKtDbfS9VVdcDiMi7bt2VAY+jag7DGGOObuGiQS8iMkJEFvgsI/xtU0RaAccB8w5561p+e4h0MrDZ5700t6ys8oCsp26MMVSsp66qE4AJgeqISBzOU+JGqmq2T/kYnBTN5JIif03gv9Nd7hAdC+rGGEPVjlMXkXCcgD5ZVT/0KR8ODATOUtWSAJ0GNPdZvRmw1X1dVnmZLP1ijDFAqAS/BCIiAkwEUlT1KZ/y/sDdwAWqmuezyqfApSISKSKtgfbAfOBnoL2ItBaRCJyLqZ+WdxzWUzfGGKq0p94XuBJYJiKL3bLRwHNAJDDTifvMVdUbVHWFiPwX5wJoIXCTqhYBiMjNwAwgFHhNVVeU17gFdWOMoepmaVTVH/GfJ58eYJ1HgUf9lE8PtJ4/FtSNMQYIt7lfqleDu/vW9C543uXfptf0Lnje4vW19p+Yp6y8tvLbsAm9jDHGQ+whGcYY4yHljWo5WlhQN8YYLP1ijDGeEuaRu3YsqBtjDBBqOXVjjPEOj3TULagbYwxYTt0YYzzFgroxxniI5dSNMcZDbPSLMcZ4iKVfjDHGQ+yOUmOM8RCb+8UYYzzEIyl1C+rGGAPeyal75cvJGGMqJTxEg14CEZHmIvKNiKSIyAoRudUtv9j9u1hEevnUDxeRN0VkmbvOvT7v9ReR1SKSKiL3BHMc1lM3xhiqtKdeCNyuqotEpA6wUERmAsuBi4BXDql/MRCpqt1FJAZYKSJTgM3AC8A5QBrws4h8qqorAzVuQd0YY6i6oK6q6UC6+3qviKQAyao6E8B96PRBqwCxIhIGRAP5QDbQG0hV1fXueu8Cg3EeUF32cVTNYRhjzNEtpAKLiIwQkQU+ywh/2xSRVsBxwLwATb8P5OJ8EWwCnlTVTCAZp7deIs0tC8h66sYYAxzegS6bqk4AJgTensQBHwAjVTU7QNXeQBHQFEgAfhCRrwB/e1TuuEsL6sYYQ9WOfhGRcJyAPllVPyyn+uXAF6paAOwQkdlAL5xeenOfes2AreW1bekXY4yhYumXQMRJmk8EUlT1qSCa3gScKY5YoA+wCvgZaC8irUUkArgU+LS8jVlP3RhjAKm6O0r7AlcCy0RksVs2GogE/g00AqaJyGJVPQ9nhMvrOKNjBHhdVZc6+yQ3AzOAUOA1VV1RXuMW1I0xBv8J7N9DVX8MsLmP/NTPwRnW6G9b04HpFWnfgroxxlCxC6W1mQV1Y4yh6nrqNc2CujHGYFPvGmOMp1j6xRhjPMQjMd2CujHGgAV1Y4zxFK/Mp/6HDepNYiJ4qE9HGkRFUIzyUeo2pqw5+A7cAS0bMbyLc5duXkER4xaksjYrt1LthocID/XpSOf6cew5UMA9P60iPfcAXevHMaZ3e8DpMUxYvolv0jIq1VZNy8/MZMPrr1GYnQ0iNDy1H03OOuugOhnz5rF9xhcAhERG0uLyvxDTvLm/zQWtuKCAja+/Tt6mXwmNjaXN9SOIbNiQ3A0b+HXS26X1kgYOIuG44yrVVm2QGBvJuH4daRgdgary39XpTFp58Lk8sE1jruvRDHDO5YfmpLI6s/Ln8vh+HenasA5ZBwq47ZsUtuYcoHvDOjzY1zmXEXjhl1+Z9WvtP5c9EtMR1dr5XL7jp/xQrTvWMCqchtERrNqdS0xYKJPOO5bbf0hhQ3ZeaZ0eDeuwYc8+9hYUcnJSAn/t1oLhM5cEtf2k2EgeOLEDf/162UHlF7dLol18LOMWpHJui0ac0awB9/60iqjQEAqKiylSZ9+mDOhJ/4/nUVSNn0LHpOLq2zhQsCeLgj17iGnRkqL9+0l59BHa/u1Gops2La2Ts24dUYmJhMXGsmf5MrZOnUrne0cHtf0Du3ax8c036Hj7HQeV7/j2W/ZtSaPlX64g8+f5ZP2ymDYjRlCcfwAJDUNCQynYk8XKhx+mxz8fR0JDq/S4fS1eX/2homF0BI1iIkjJyCEmLJT3Bx/H32etZF3Wb+fysY3rsj4rj+z8Qk5tlsBNx7Xk0qmLA2z1N03jInns1I5c/fnSg8ov7ZREx/qxPPhTKgNaN+Lslg24/dtDzuXoCD4a0pPT351brefyymv7VfqDXpc9Neg9bFt3UK39DvjD9tR37S9g1/4CAPIKi9iQvY/GMREHBfWlu/aWvl62ay+NYyJL/x7QqhGXdkgmPERYnrGX8QtSKQ7ilDitWQNeWfYrALM27+TuXm0B2F/0W4CNCA0pfyq2o0B4vXjC68UDEBoVRVRSEgVZWQcF9bi2bUtfx7ZuQ0FWVunfGXPnsuObr9HCQmJbt6bF5X9BQsqfrmjPksUkDRwEQELP49k0ZQqqSkjEb///igsKK318tcWuffns2pcPOOfy+qw8GsdEHBTUF+/4bZLAJTv20sTnXB7UtjF/6dKUiJAQlu7cy0Nz1gZ1Lp/ZogEv/OKcy19u3Ml9J7UDDj6XI4+ic9lGv5RDRDrhzP07z70NtqS8v6p+UV3t/h5JsZF0SohluU8QP9SQtk34KX03AK3qRnNui0ZcN3MJharc06stA1o2ZtrGHeW21Sg6gu15BwAoUsjJLyQ+Ioys/EK6NajD2BPbkxQTxdi5q6u1Z3OkHdi1i7xNm4ht3brMOrtmz6Zu124A7EtPZ/eCBXS66y4kNIxN70wmc948Gpx0Urlt5WdlEVG/PgASGkpodDRFuTmExdUhd8N6Nr75JvmZmbS65tpq7aXXhKZxkXRuEMfSnWWfy0M7JPJDWiYAbepF0791I674zDmX7z+pHQPbNubT1PLP5SaxkWzL/e1c3ptfSHxkGFkHCunRqA6PnNKBpnFR3P39qqPiXPbK7IbVEtRF5BbgJiAFmCgit6rqJ+7bjwG1JqhHh4XwxCmdeXLRenILi/zW6dW4HoPbJHLdV07qpXeTeDonxPHWeccCTm8k0+31P3lKZ5rGRREeEkJiTCTv9HdytlNWb2Xqhu1+ewMl5/vyjL1cMn0RrepG82Cfjszemkl+MF2mWq5o/37Wv/IyzS/5M6HR0X7r7F29iozZP9Lxzrucv1elkLfpV1Ieewxw8uRhdeoAsO6lFzmwaxdaVER+ZiYrH34IgMZnnkXDvn3Bb0rR+eBjW7eh6wMPsi89nY1vvE69bt0ICQ+v4iOuGTFhITx7ZhfGzVtHboH/c7l3Yj0u6pDIFdOc1Eufpgl0bRjHfy9wztPIsN/O5efO6kKzuCjCQ4SkuCg+HNwTgLdXbuGjtdsDTva9dOdeLvhoIW3qRfNYv478kJZJfi2P7NZTD+x64HhVzXGf/PG+iLRS1WcJcD3CfXrICIAW191Bw7MuqKbdc4SJ8MQpXfh8484yL0q2i4/h/t7t+ft3K9iT7/xkF4TPNu7g+SUbD6t/x48pQNk59R15+TSJiWTHvnxCBeIiwkq3W2Jj9j72FxbRNj6WlMwcjmZaVMj6V16mfu8TSejZ02+dvLQ0Nr71Fu1vuZWwuDh3RWhw0kkkX3jRYfXb/u1GoOycekRCAvmZmUQkJKBFRRTt20dobOxBdaKTkgiJiGDfli3EtmpV+QOtYWEiPHNmFz5bt4Ovyrgo2SEhlodO6cBfv1zOngMl5zJ8snY7Ty/ceFj9W2Y5T00rK6e+LfcAibGRbM9zzuU6EWGl2y2xfs8+9hUW0z4+lhUZtftc9khMr7ZfHKElKRdV3QicDgwQkacI8Nmp6gRV7aWqvao7oAPcf2J7NmTnMXn1Fr/vJ8ZE8uQpXbh/7mo27d1XWj5/exZnNW9IQqTTw6sbEUaiT44ykO+2ZDCwdRMAzmreiJ+3OznkprGRpbcpJ8ZE0rJONOk5+3/vodUKqsrGt94iKjGJJuec47dOfmYG619+idbXXkdUkyal5XU6dWL3okUUZDu54MLcXA5kBDeCol6PY8iYOweA3YsWUrdTJ0SktHcPcCAjgwPbtxPZsEFlDrHWePjUDqzfk8ebK/yfy0mxkTx3Vhfu+X41v2b/di7PTc/i3FaNqB/lnMv1IsJoGhvcufzN5gyGtHf+n53bqhHz0p1zOTkuqvRcbhobSet60Ww5Cs7lEAl+qc2qq6e+TUSOVdXF4EwtKSIDgdeA7tXUZoUc27AuA1s3YW1WbmmK5IUlG0l0T+gPUrdxfbcW1IsM455ezgWgomLlyi8XsyE7jxeXbuSFM7oRIkJhcTHjF6xjm5srD+STddt4+KSOfDywF3vyCxk9e5WzP43qcXWXZhQWK6owfsE6svKP7ot5uetSyZw7l+jk5NIUSfKQC8nPdPK5jU47ja2fTaMwN5dN70wGQEJC6TxmDNFNm9L0gsGsffYZUEVCQ2l+2eVENig/CDc85RQ2vDaR5feNcYY0/t/1AOSkrmXbF184eXQRWlx+OWFxdarp6I+cnk3qMrhdE1Zn5pSmSJ5ZuIGk2CgA3ludzt+Odc7lse7FzEJVLvn0F9Zl5fHsoo28el53RKCwWHl4Tipbc8s/lz9Ys41/9uvEF8NOIOtAAXd8u6p0f67v0ZXCYqVYlYd/SiXrQO0/l2t7sA5WtQxpFJFmQKGqbvPzXl9VnV3eNqp7SKOp/iGN5sgMaTRVM6QxPS/4IY1JMX+wIY2qmhbgvXIDujHGHGlV+OSjGuWVUTzGGFMpUoEl4HZEmovINyKSIiIrRORWt/xi9+9iEel1yDo9RGSO+/4yEYlyy493/04Vkefc558GZEHdGGNwhjQGu5SjELhdVTvjPET6JhHpgvMM0ouA7w9uV8KAScANqtoVZ2BJgfv2SzgjAtu7S//yGregbowxOE92DnYJRFXTVXWR+3ovzv06yaqaoqqr/axyLrBUVZe462SoapGIJAF1VXWOOhc/3wKGlHccFtSNMYaK9dRFZISILPBZRvjfprQCjgPmBWi6A6AiMkNEFonIXW55MuB7fTLNLQvoDzv3izHGHCz4AS2qOgGYEHBrInHAB8BIVc0OUDUMOAU4AcgDZonIQsDfOuVezbWeujHG4NwpHux/5W5LJBwnoE9W1Q/LqZ4GfKequ1Q1D5gO9HTLm/nUawZs9bP+QSyoG2MMIBIS9BJ4OyLARCBFVZ8KoukZQA8RiXEvmp4GrFTVdGCviPRxt3kV8EmgDYGlX4wxxlVl9xP1Ba4ElolIyaT1o4FI4N9AI2CaiCxW1fNUdbc7hcrPOOmV6ao6zV3vb8AbQDTwubsEZEHdGGMAqaLEhar+SNnfEB+Vsc4knGGNh5YvALpVpH0L6sYYA+WmVY4WFtSNMQbwyuS7FtSNMQaCGtVyNLCgbowxWFA3xhhPEfHG82otqBtjDGA5dWOM8RBLvxhjjKfYkEZjjPEM66kbY4yHBPFQoaOCBXVjjAGk3MdfHB0sqBtjDGCjX4wxxkMs/WKMMZ5iQd0YYzyjqqberWkW1I0xBvBKT90bX03GGFNJIRIS9BKIiDQXkW9EJEVEVojIrW75xe7fxSLSy896LUQkR0Tu8CnrLyKrRSRVRO4J5jisp26MMUAV9nELgdtVdZGI1AEWishMYDlwEfBKGes9jc/j6sSZYewF4Bych1D/LCKfqurKQI1bUDfGGKrujlL3gdHp7uu9IpICJKvqTPA/ykZEhgDrgVyf4t5Aqqqud+u8CwwGAgZ1S78YYwzg5NSDW0RkhIgs8FlG+N2iSCvgOGBema2KxAJ3Aw8e8lYysNnn7zS3LCDrqRtjDBUbp66qE4AJ5WwvDvgAGKmq2QGqPgg8rao5h+yDvx3S8vbNgroxxlC10wSISDhOQJ+sqh+WU/1EYJiIPA7EA8Uish9YCDT3qdcM2Fpu26rlBn4TJBEZ4X6Dm2pin3H1s8+4csTpbr8JZKrqSD/vfwvcoaoL/Lz3AJCjqk+KSBiwBjgL2AL8DFyuqisCtW859arlN69mqpR9xtXPPuPK6QtcCZwpIovd5XwRuVBE0oCTgGkiMiPQRlS1ELgZmAGkAP8tL6CD9dSrlIgsUNXDxp+aqmOfcfWzz/joZj11Y4zxEAvqVcvykNXPPuPqZ5/xUczSL8YY4yHWUzfGGA+xoG6MMR5iQb0K/J6Z1EzFiMhrIrJDRJbX9L54VVmzC5qji+XUK8mdSW0NPjOpAZeVN5OaqRgR6QfkAG+parea3h8vEpEkIMl3dkFgiJ3LRxfrqVde6UxqqpoPlMykZqqQqn4PZNb0fniZqqar6iL39V6cG17KnUDK1C4W1Cvvd82kZkxtFszsgqZ2sqBeeb9rJjVjaqsKzC5oaiEL6pWXxu+YSc2Y2qiCswuaWsiCeuX9DLQXkdYiEgFcCnxaw/tkTIW5swtOBFJU9ama3h/z+1hQr6TfO5OaqRgRmQLMATqKSJqIXFfT++RBfmcXrOmdMhVjQxqNMcZDrKdujDEeYkHdGGM8xIK6McZ4iAV1Y4zxEAvqxhjjIRbUzRElIkXuULnlIvI/EYmpxLZOF5HP3NcXBJohU0TiReTG39uWMUcLC+rmSNunqse6My3mAzf4vimOCp+Xqvqpqo4PUCUesKBuPM+CuqlJPwDtRKSVO4f3i8AioLmInCsic0Rkkdujj4PSuetXiciPwEUlGxKRq0Xkefd1ExH5SESWuMvJwHigrfsr4Ykjf6jGHBkW1E2NEJEwYACwzC3qiDNX+nFALnAfcLaq9gQWALeJSBTwH2AQcCqQWMbmnwO+U9VjgJ7ACuAeYJ37K+HOajosY2qcBXVzpEWLyGKcQL0JZ64RgF9Vda77ug/QBZjt1h0OtAQ6ARtUda06t0JPKqONM4GXAFS1SFX3VM+hGFP7hNX0Dpg/nH2qeqxvgTOPFLm+RcBMVb3skHrHYtMaGxOQ9dRNbTQX6Csi7QBEJEZEOgCrgNYi0tatd1kZ688C/uauGyoidYG9QJ3q3W1jap4FdVPrqOpO4GpgiogsxQnynVR1PzACmOZeKP21jE3cCpwhIstwnrPZVVUzcNI5y+1CqfEym6XRGGM8xHrqxhjjIRbUjTHGQyyoG2OMh1hQN8YYD7GgbowxHmJB3RhjPMSCujHGeMj/A3eF4BQxVX6eAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "np.random.seed(100)\n", "x1 = np.random.randint(low=0, high=3, size=20000)\n", "x2 = np.random.randint(low=0, high=3, size=20000)\n", "cm1 = ConfusionMatrix(x1, x2)\n", "plot_confusion_matrix(cm1, title=\"cm1\", annot=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_confusion_matrix(cm1,normalize=True, title=\"cm1(Normalized)\", annot=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x1 = np.random.randint(low=0, high=50, size=2000000)\n", "x2 = np.random.randint(low=0, high=50, size=2000000)\n", "cm2 = ConfusionMatrix(x1, x2)\n", "plot_confusion_matrix(cm2, title=\"cm2\", cmap=\"Dark2\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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