{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = [14, 9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "                   intercept_scaling=1, l1_ratio=None, max_iter=1000,\n",
       "                   multi_class='multinomial', n_jobs=None, penalty='l2',\n",
       "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
       "                   warm_start=False)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "X, y = make_classification(n_samples=1000, n_informative=5, n_classes=10, random_state=0)\n",
    "clf = LogisticRegression(solver='lbfgs', max_iter=1000, multi_class='multinomial')\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn_plot_api import plot_confusion_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz = plot_confusion_matrix(clf, X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change cmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "viz.im_.set_cmap('plasma')\n",
    "viz.figure_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn_plot_api.confusion_matrix.ConfusionMatrixViz at 0x1a1db1b358>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz.plot(cmap='plasma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Include values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn_plot_api.confusion_matrix.ConfusionMatrixViz at 0x1a1db1b358>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz.plot(include_values=True)"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}