{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'plotly'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mplotly\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpy\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mplotly\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgraph_objs\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mgo\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mKMeans\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'plotly'" ] } ], "source": [ "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "import matplotlib.pyplot as plt \n", "import seaborn as sns \n", "import plotly as py\n", "import plotly.graph_objs as go\n", "from sklearn.cluster import KMeans\n", "import warnings\n", "import os\n", "warnings.filterwarnings(\"ignore\")\n", "py.offline.init_notebook_mode(connected = True)\n", "#print(os.listdir(\"\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resumen\n", "\n", "El informe corresponde a una segmentación de clientes basado en una lista de correos a manera de clasificarlos y analizar su comportamiento" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CustomerIDGenderAgeAnnual Income (k$)Spending Score (1-100)
01Male191539
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23Female20166
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" ], "text/plain": [ " CustomerID Gender Age Annual Income (k$) Spending Score (1-100)\n", "0 1 Male 19 15 39\n", "1 2 Male 21 15 81\n", "2 3 Female 20 16 6\n", "3 4 Female 23 16 77\n", "4 5 Female 31 17 40" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(r'Mall_Customers.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(200, 5)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CustomerIDAgeAnnual Income (k$)Spending Score (1-100)
count200.000000200.000000200.000000200.000000
mean100.50000038.85000060.56000050.200000
std57.87918513.96900726.26472125.823522
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" ], "text/plain": [ " CustomerID Age Annual Income (k$) Spending Score (1-100)\n", "count 200.000000 200.000000 200.000000 200.000000\n", "mean 100.500000 38.850000 60.560000 50.200000\n", "std 57.879185 13.969007 26.264721 25.823522\n", "min 1.000000 18.000000 15.000000 1.000000\n", "25% 50.750000 28.750000 41.500000 34.750000\n", "50% 100.500000 36.000000 61.500000 50.000000\n", "75% 150.250000 49.000000 78.000000 73.000000\n", "max 200.000000 70.000000 137.000000 99.000000" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CustomerID int64\n", "Gender object\n", "Age int64\n", "Annual Income (k$) int64\n", "Spending Score (1-100) int64\n", "dtype: object" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CustomerID 0\n", "Gender 0\n", "Age 0\n", "Annual Income (k$) 0\n", "Spending Score (1-100) 0\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n", "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n", "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n", "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 6))\n", "n = 0 \n", "for x in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n", " n += 1\n", " plt.subplot(1 , 3 , n)\n", " plt.subplots_adjust(hspace =0.5 , wspace = 0.5)\n", " sns.distplot(df[x] , bins = 20)\n", " plt.title('Distplot of {}'.format(x))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 5))\n", "sns.countplot(y = 'Gender' , data = df)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 7))\n", "n = 0 \n", "for x in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n", " for y in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n", " n += 1\n", " plt.subplot(3 , 3 , n)\n", " plt.subplots_adjust(hspace = 0.5 , wspace = 0.5)\n", " sns.regplot(x = x , y = y , data = df)\n", " plt.ylabel(y.split()[0]+' '+y.split()[1] if len(y.split()) > 1 else y )\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 6))\n", "for gender in ['Male' , 'Female']:\n", " plt.scatter(x = 'Age' , y = 'Annual Income (k$)' , data = df[df['Gender'] == gender] ,\n", " s = 200 , alpha = 0.5 , label = gender)\n", "plt.xlabel('Age'), plt.ylabel('Annual Income (k$)') \n", "plt.title('Age vs Annual Income w.r.t Gender')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 6))\n", "for gender in ['Male' , 'Female']:\n", " plt.scatter(x = 'Annual Income (k$)',y = 'Spending Score (1-100)' ,\n", " data = df[df['Gender'] == gender] ,s = 200 , alpha = 0.5 , label = gender)\n", "plt.xlabel('Annual Income (k$)'), plt.ylabel('Spending Score (1-100)') \n", "plt.title('Annual Income vs Spending Score w.r.t Gender')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(1 , figsize = (15 , 7))\n", "n = 0 \n", "for cols in ['Age' , 'Annual Income (k$)' , 'Spending Score (1-100)']:\n", " n += 1 \n", " plt.subplot(1 , 3 , n)\n", " plt.subplots_adjust(hspace = 0.5 , wspace = 0.5)\n", " sns.violinplot(x = cols , y = 'Gender' , data = df , palette = 'vlag')\n", " sns.swarmplot(x = cols , y = 'Gender' , data = df)\n", " plt.ylabel('Gender' if n == 1 else '')\n", " plt.title('Boxplots & Swarmplots' if n == 2 else '')\n", "plt.show()" ] }, { "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 }