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@VictoriaMaia
Created August 21, 2019 16:07
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```bash\n",
"conda install scikit-learn\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"caracteristicas = [[140,1],[130,1],[150,0],[170,0],[180,2],[175,2]]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# rotulos = [0,0,1,1,2,2]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"rotulos = ['maca', 'maca', 'laranja', 'laranja', 'pera', 'pera']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"X = pd.DataFrame(caracteristicas,columns=['PESO','TEXTURA'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"y = pd.DataFrame(rotulos, columns=['ROTULO'])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PESO</th>\n",
" <th>TEXTURA</th>\n",
" <th>ROTULO</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>140</td>\n",
" <td>1</td>\n",
" <td>maca</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>130</td>\n",
" <td>1</td>\n",
" <td>maca</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>150</td>\n",
" <td>0</td>\n",
" <td>laranja</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>170</td>\n",
" <td>0</td>\n",
" <td>laranja</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>180</td>\n",
" <td>2</td>\n",
" <td>pera</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>175</td>\n",
" <td>2</td>\n",
" <td>pera</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PESO TEXTURA ROTULO\n",
"0 140 1 maca\n",
"1 130 1 maca\n",
"2 150 0 laranja\n",
"3 170 0 laranja\n",
"4 180 2 pera\n",
"5 175 2 pera"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final = pd.concat([X,y], axis=1)\n",
"final"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"clf = DecisionTreeClassifier()\n",
"clf = clf.fit(caracteristicas, rotulos)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['pera'], dtype='<U7')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.predict([[175,2]])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[10,10])\n",
"plot_tree(clf, filled=True, feature_names = ['peso', 'textura'], class_names=['maça','laranja','pera']);"
]
}
],
"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": 4
}
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