{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example-7 (How to plot via seaborn+pandas)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Install seaborn,pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pip install seaborn`\n", "\n", "`pip install pandas`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "code", "execution_count": 1, "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": 2, "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": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_confusion_matrix(cm1,normalize=True,title=\"cm1(Normalized)\",annot=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_confusion_matrix(cm2,normalize=True,title=\"cm2(Normalized)\")" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }