{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ejercicio Machine Learning: Gaussian Naive Bayes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ¿Comprar o alquilar casa? ¿Qué me conviene?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La explicacion completa en el blog www.aprendemachinelearning.com" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este ejercicio, usaremos el algoritmo de Gaussian Naive Bayes para decidir si nos conviene Alguilar o Comprar una casa " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:10.328067Z", "start_time": "2018-08-18T21:55:10.319427Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import colors\n", "import seaborn as sb\n", "\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (16, 9)\n", "plt.style.use('ggplot')\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.feature_selection import SelectKBest" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-08-19T08:23:37.245939Z", "start_time": "2018-08-19T08:23:37.242853Z" } }, "source": [ "## Importemos Datos de entrada" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:53.166251Z", "start_time": "2018-08-18T21:54:53.105231Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ingresos gastos_comunes pago_coche gastos_otros ahorros vivienda \\\n", "0 6000 1000 0 600 50000 400000 \n", "1 6745 944 123 429 43240 636897 \n", "2 6455 1033 98 795 57463 321779 \n", "3 7098 1278 15 254 54506 660933 \n", "4 6167 863 223 520 41512 348932 \n", "5 5692 911 11 325 50875 360863 \n", "6 6830 1298 345 309 46761 429812 \n", "7 6470 1035 39 782 57439 606291 \n", "8 6251 1250 209 571 50503 291010 \n", "9 6987 1258 252 245 40611 324098 \n", "\n", " estado_civil hijos trabajo comprar \n", "0 0 2 2 1 \n", "1 1 3 6 0 \n", "2 2 1 8 1 \n", "3 0 0 3 0 \n", "4 0 0 3 1 \n", "5 1 4 5 1 \n", "6 1 1 5 1 \n", "7 0 0 1 0 \n", "8 0 0 3 1 \n", "9 2 1 7 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataframe = pd.read_csv(r\"comprar_alquilar.csv\")\n", "dataframe.head(10)\n", "# REFERENCIAS:\n", "# ingresos y gastos son mensuales de 1 personas o 2 si están casados.\n", "# trabajo: 0-sin trabajo 1-autonomo 2-asalariado 3-empresario 4-Autonomos 5-Asalariados 6-Autonomo y Asalariado 7-Empresario y Autonomo 8 Empresarios o empresario y autónomo\n", "# estado_civil: 0-soltero 1-casado 2-divorciado\n", "# hijos: Cantidad de hijos menores (no trabajan)\n", "# comprar: 0-mejor alquilar 1-Comprar casa\n", "# hipoteca fija a 30 años con interes" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:54.042402Z", "start_time": "2018-08-18T21:54:54.034067Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "comprar\n", "0 135\n", "1 67\n", "dtype: int64\n" ] } ], "source": [ "print(dataframe.groupby('comprar').size())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-08-19T08:13:09.135935Z", "start_time": "2018-08-19T08:13:07.602201Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dataframe.drop(['comprar'], axis=1).hist()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocesamos los datos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Creamos 2 columnas nuevas. En una agrupamos los gastos mensuales. En la otra el monto a financiar para comprar la casa" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2018-08-22T20:39:56.659456Z", "start_time": "2018-08-22T20:39:56.223886Z" } }, "outputs": [ { "data": { "text/html": [ "
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ingresosahorrosviviendaestado_civilhijostrabajocomprargastosfinanciar
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" ], "text/plain": [ " ingresos ahorros vivienda estado_civil hijos trabajo comprar gastos \\\n", "0 6000 50000 400000 0 2 2 1 1600 \n", "1 6745 43240 636897 1 3 6 0 1496 \n", "2 6455 57463 321779 2 1 8 1 1926 \n", "3 7098 54506 660933 0 0 3 0 1547 \n", "4 6167 41512 348932 0 0 3 1 1606 \n", "5 5692 50875 360863 1 4 5 1 1247 \n", "6 6830 46761 429812 1 1 5 1 1952 \n", "7 6470 57439 606291 0 0 1 0 1856 \n", "8 6251 50503 291010 0 0 3 1 2030 \n", "9 6987 40611 324098 2 1 7 1 1755 \n", "\n", " financiar \n", "0 350000 \n", "1 593657 \n", "2 264316 \n", "3 606427 \n", "4 307420 \n", "5 309988 \n", "6 383051 \n", "7 548852 \n", "8 240507 \n", "9 283487 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataframe['gastos']=(dataframe['gastos_comunes']+dataframe['gastos_otros']+dataframe['pago_coche'])\n", "dataframe['financiar']=dataframe['vivienda']-dataframe['ahorros']\n", "dataframe.drop(['gastos_comunes','gastos_otros','pago_coche'], axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Información estadística de los datos" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:54.158813Z", "start_time": "2018-08-18T21:54:54.095584Z" } }, "outputs": [ { "data": { "text/html": [ "
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ingresosahorrosviviendaestado_civilhijostrabajocomprargastosfinanciar
count202.000000202.000000202.000000202.000000202.000000202.000000202.000000202.000000202.000000
mean4958.99505038749.668317373349.6386141.0247521.2326734.4900990.3316831698.752475334599.970297
std1682.86255617365.231870136371.5256220.8371841.3678332.5357940.471988324.838005126607.099497
min2008.00000010319.000000176553.0000000.0000000.0000000.0000000.0000001007.000000154716.000000
25%3513.75000024964.250000274810.0000000.0000000.0000002.0000000.0000001430.500000240410.250000
50%4947.50000038523.000000340783.5000001.0000001.0000005.0000000.0000001669.500000301177.000000
75%6374.50000052150.750000444482.0000002.0000002.0000007.0000001.0000001928.000000393413.000000
max7984.00000069934.000000669540.0000002.0000004.0000008.0000001.0000002543.000000618621.000000
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" ], "text/plain": [ " ingresos ahorros vivienda estado_civil hijos \\\n", "count 202.000000 202.000000 202.000000 202.000000 202.000000 \n", "mean 4958.995050 38749.668317 373349.638614 1.024752 1.232673 \n", "std 1682.862556 17365.231870 136371.525622 0.837184 1.367833 \n", "min 2008.000000 10319.000000 176553.000000 0.000000 0.000000 \n", "25% 3513.750000 24964.250000 274810.000000 0.000000 0.000000 \n", "50% 4947.500000 38523.000000 340783.500000 1.000000 1.000000 \n", "75% 6374.500000 52150.750000 444482.000000 2.000000 2.000000 \n", "max 7984.000000 69934.000000 669540.000000 2.000000 4.000000 \n", "\n", " trabajo comprar gastos financiar \n", "count 202.000000 202.000000 202.000000 202.000000 \n", "mean 4.490099 0.331683 1698.752475 334599.970297 \n", "std 2.535794 0.471988 324.838005 126607.099497 \n", "min 0.000000 0.000000 1007.000000 154716.000000 \n", "25% 2.000000 0.000000 1430.500000 240410.250000 \n", "50% 5.000000 0.000000 1669.500000 301177.000000 \n", "75% 7.000000 1.000000 1928.000000 393413.000000 \n", "max 8.000000 1.000000 2543.000000 618621.000000 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reduced = dataframe.drop(['gastos_comunes','gastos_otros','pago_coche'], axis=1)\n", "reduced.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Selection\n", "Selección de las características de entrada." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Veamos la correlación entre columnas" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:54.819313Z", "start_time": "2018-08-18T21:54:54.161490Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colormap = plt.cm.viridis\n", "plt.figure(figsize=(12,12))\n", "plt.title('Pearson Correlation of Features', y=1.05, size=15)\n", "sb.heatmap(reduced.astype(float).corr(),linewidths=0.1,vmax=1.0, square=True, cmap=colormap, linecolor='white', annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usemos la clase SelectKBest de SkLearn para elegir las 5 mejores características a usar." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:54.834007Z", "start_time": "2018-08-18T21:54:54.821881Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['ingresos', 'ahorros', 'hijos', 'trabajo', 'financiar'], dtype='object')\n" ] } ], "source": [ "X=dataframe.drop(['comprar'], axis=1)\n", "y=dataframe['comprar']\n", "\n", "best=SelectKBest(k=5)\n", "X_new = best.fit_transform(X, y)\n", "X_new.shape\n", "selected = best.get_support(indices=True)\n", "print(X.columns[selected])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Veamos la correlación entre las 5 mejores Features" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:54:55.242251Z", "start_time": "2018-08-18T21:54:54.837526Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "used_features =X.columns[selected]\n", "\n", "colormap = plt.cm.viridis\n", "plt.figure(figsize=(12,12))\n", "plt.title('Pearson Correlation of Features', y=1.05, size=15)\n", "sb.heatmap(dataframe[used_features].astype(float).corr(),linewidths=0.1,vmax=1.0, square=True, cmap=colormap, linecolor='white', annot=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:00.623451Z", "start_time": "2018-08-18T21:54:55.245063Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.pairplot(dataframe, hue='comprar',size=4,vars=used_features,kind='scatter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ejemplo: Graficar 2 de las Características" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:14.201587Z", "start_time": "2018-08-18T21:55:13.602952Z" } }, "outputs": [ { "data": { "text/plain": [ "[(100000, 700000), (2000, 9000)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "used_features2 =[\n", " \"ingresos\",\n", " \"financiar\"\n", "]\n", "X=dataframe[used_features2].values\n", "y=dataframe[\"comprar\"]\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.scatter(X[:,0], X[:,1], c=y, s=50, cmap='RdBu')\n", "ax.set_title('Naive Bayes Model', size=14)\n", "\n", "xlim = (2000, 9000)\n", "ylim = (100000, 700000)\n", "\n", "xg = np.linspace(xlim[0], xlim[1], 40)\n", "yg = np.linspace(ylim[0], ylim[1], 30)\n", "xx, yy = np.meshgrid(xg, yg)\n", "Xgrid = np.vstack([xx.ravel(), yy.ravel()]).T\n", "\n", "for label, color in enumerate(['red', 'blue']):\n", " mask = (y == label)\n", " mu, std = X[mask].mean(0), X[mask].std(0)\n", " P = np.exp(-0.5 * (Xgrid - mu) ** 2 / std ** 2).prod(1)\n", " Pm = np.ma.masked_array(P, P < 0.03)\n", " ax.pcolorfast(xg, yg, Pm.reshape(xx.shape), alpha=0.5,\n", " cmap=color.title() + 's')\n", " ax.contour(xx, yy, P.reshape(xx.shape),\n", " levels=[0.01, 0.1, 0.5, 0.9],\n", " colors=color, alpha=0.2)\n", " \n", "ax.set(xlim=xlim, ylim=ylim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vemos que cuantos más ingresos tiene la familia y menor es la cantidad a financiar, mejora la opción de Comprar (en azul). De otra manera, convendrá alquilar (rojo)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Creamos el modelo de Gaussian Naive Bayes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dividimos en un set de Entrenamiento y otro de Test con el 20% de las entradas" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:00.635482Z", "start_time": "2018-08-18T21:55:00.625606Z" } }, "outputs": [], "source": [ "# Split dataset in training and test datasets\n", "X_train, X_test = train_test_split(dataframe, test_size=0.2, random_state=6) \n", "y_train =X_train[\"comprar\"]\n", "y_test = X_test[\"comprar\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Entrenamos el modelo" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-08-19T08:14:49.039372Z", "start_time": "2018-08-19T08:14:49.030351Z" } }, "outputs": [], "source": [ "# Instantiate the classifier\n", "gnb = GaussianNB()\n", "# Train classifier\n", "gnb.fit(\n", " X_train[used_features].values,\n", " y_train\n", ")\n", "y_pred = gnb.predict(X_test[used_features])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Resultados" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-08-19T08:42:45.867425Z", "start_time": "2018-08-19T08:42:45.857279Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Precisión en el set de Entrenamiento: 0.87\n", "Precisión en el set de Test: 0.90\n" ] } ], "source": [ "print('Precisión en el set de Entrenamiento: {:.2f}'\n", " .format(gnb.score(X_train[used_features], y_train)))\n", "print('Precisión en el set de Test: {:.2f}'\n", " .format(gnb.score(X_test[used_features], y_test))) " ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-08-19T08:43:37.400729Z", "start_time": "2018-08-19T08:43:37.394676Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total de Muestras en Test: 41\n", "Fallos: 4\n" ] } ], "source": [ "# Print Test results\n", "print(\"Total de Muestras en Test: {}\\nFallos: {}\"\n", " .format(\n", " X_test.shape[0],\n", " (y_test != y_pred).sum()\n", "))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:00.673565Z", "start_time": "2018-08-18T21:55:00.658890Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[24 0]\n", " [ 4 13]]\n", " precision recall f1-score support\n", "\n", " 0 0.86 1.00 0.92 24\n", " 1 1.00 0.76 0.87 17\n", "\n", "avg / total 0.92 0.90 0.90 41\n", "\n" ] } ], "source": [ "print(confusion_matrix(y_test, y_pred))\n", "print(classification_report(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nuevas Predicciones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hagamos 2 pruebas a modo de ejemplo en las que el algoritmo nos recomienda Alquilar (0) y Comprar (1) en el 2do caso" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-08-18T21:55:00.705674Z", "start_time": "2018-08-18T21:55:00.696867Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1]\n" ] } ], "source": [ "# ['ingresos', 'ahorros', 'hijos', 'trabajo', 'financiar']\n", "print(gnb.predict([[2000, 5000, 0, 5, 200000],\n", " [6000, 34000, 2, 5, 320000] ]))\n", "#Resultado esperado 0-Alquilar, 1-Comprar casa" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }