{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "filename = \"datasets-uci-iris.csv\"\n", "column_names_list = ['sepal_length','sepal_width','petal_length','petal_width','target']\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "treino = pd.read_csv( filename, header=None, sep = ',', names = column_names_list ) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "treino.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "treino.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "treino.columns" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "type(treino.target[0])" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 0,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 1,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2,\n", " 2]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "colors = []\n", "setosa = []\n", "versicolor = []\n", "virginica = []\n", "for i in treino.target:\n", " if i.find('setosa') != -1:\n", " colors.append(0)\n", " setosa.append(1)\n", " versicolor.append(0)\n", " virginica.append(0)\n", " elif i.find('versicolor') != -1:\n", " colors.append(1)\n", " setosa.append(0)\n", " versicolor.append(1)\n", " virginica.append(0)\n", " elif i.find('virginica') != -1:\n", " colors.append(2)\n", " setosa.append(0)\n", " versicolor.append(0)\n", " virginica.append(1)\n", "colors" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Esta é uma parte apenas para visualização dos dados\n", "# O script funciona sem esta parte\n", "\n", "dados = treino.loc[:,treino.columns != 'target']\n", "scatterplot = pd.plotting.scatter_matrix(dados, alpha=0.3, figsize=(10,10), diagonal='hist', c=colors, marker='o',grid=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0\n", "Accuracy: 0.9666666666666667 Precision: [1. 1. 0.90909091] Recall: [1. 0.90909091 1. ]\n" ] } ], "source": [ "# Cria os conjuntos de treino e testes, a partir da massa de dados que temos\n", "from sklearn.model_selection import train_test_split\n", "\n", "y = np.array(colors)\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(dados,y,random_state=41,test_size=.2)\n", "\n", "# Transforma o vetor y no y_, uma estrutura mais apropriada ao SVM\n", "from sklearn import svm\n", "\n", "from sklearn import preprocessing \n", "\n", "Norm_X_train = preprocessing.normalize(X_train)\n", "Norm_X_test = preprocessing.normalize(X_test)\n", "\n", "# Como rodar independentemente do algoritmo que procura otimizar parâmetros\n", "sm = svm.SVC(kernel='rbf', C=1).fit(Norm_X_train,y_train) \n", "\n", "y_pred = sm.predict(Norm_X_test)\n", "\n", "print(sm.score(Norm_X_test,y_pred))\n", "\n", "from sklearn import metrics\n", "\n", "accuracy = metrics.accuracy_score(y_test, y_pred)\n", "precision = metrics.precision_score(y_test, y_pred, average=None)\n", "recall = metrics.recall_score(y_test, y_pred, average=None)\n", "\n", "print(\"Accuracy:\", accuracy, \" Precision:\", precision, \" Recall:\", recall)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }