{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Arbol de Decisión: ¿Quién llegará al número uno en Billboard 100?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# Imports necesarios\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sb\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (16, 9)\n", "plt.style.use('ggplot')\n", "from sklearn import tree\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.model_selection import KFold\n", "from sklearn.model_selection import cross_val_score\n", "from IPython.display import Image as PImage\n", "from subprocess import check_call\n", "from PIL import Image, ImageDraw, ImageFont" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cargamos los datos de entrada" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "artists_billboard = pd.read_csv(r\"artists_billboard_fix3.csv\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(635, 11)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_billboard.shape" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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idtitleartistmoodtempogenreartist_typechart_datedurationSegtopanioNacimiento
00Small Town ThrowdownBRANTLEY GILBERT featuring JUSTIN MOORE & THOM...BroodingMedium TempoTraditionalMale20140628191.001975.0
11Bang BangJESSIE J, ARIANA GRANDE & NICKI MINAJEnergizingMedium TempoPopFemale20140816368.001989.0
22TimberPITBULL featuring KE$HAExcitedMedium TempoUrbanMixed20140118223.011993.0
33Sweater WeatherTHE NEIGHBOURHOODBroodingMedium TempoAlternative & PunkMale20140104206.001989.0
44AutomaticMIRANDA LAMBERTYearningMedium TempoTraditionalFemale20140301232.000.0
\n", "
" ], "text/plain": [ " id title \\\n", "0 0 Small Town Throwdown \n", "1 1 Bang Bang \n", "2 2 Timber \n", "3 3 Sweater Weather \n", "4 4 Automatic \n", "\n", " artist mood \\\n", "0 BRANTLEY GILBERT featuring JUSTIN MOORE & THOM... Brooding \n", "1 JESSIE J, ARIANA GRANDE & NICKI MINAJ Energizing \n", "2 PITBULL featuring KE$HA Excited \n", "3 THE NEIGHBOURHOOD Brooding \n", "4 MIRANDA LAMBERT Yearning \n", "\n", " tempo genre artist_type chart_date durationSeg top \\\n", "0 Medium Tempo Traditional Male 20140628 191.0 0 \n", "1 Medium Tempo Pop Female 20140816 368.0 0 \n", "2 Medium Tempo Urban Mixed 20140118 223.0 1 \n", "3 Medium Tempo Alternative & Punk Male 20140104 206.0 0 \n", "4 Medium Tempo Traditional Female 20140301 232.0 0 \n", "\n", " anioNacimiento \n", "0 1975.0 \n", "1 1989.0 \n", "2 1993.0 \n", "3 1989.0 \n", "4 0.0 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_billboard.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ¿Cuántos alcanzaron el número 1?" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "top\n", "0 494\n", "1 141\n", "dtype: int64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_billboard.groupby('top').size()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('top',data=artists_billboard,kind=\"count\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualicemos los Atributos de entrada" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('artist_type',data=artists_billboard,kind=\"count\")" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('top',data=artists_billboard,hue='artist_type',kind=\"count\")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HH3xgvJeTkyMfH59yLScxMdFRVbxmrk4u70ZrC+pzc7nR2udGqw/KdqOtK+oDALiZlXVB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\nM2fOaN68eXrttdf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Li+6//37t3LlTycnJ6tSpk5KSkhQSEqJKlSpJkrFtlnU+WdSl23bR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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('mood',data=artists_billboard,kind=\"count\", aspect=3)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JiNQEFuM/B036Ca+99hpdunShX79+XL16lS1btrB//37fBwCqQkXXHAsmjqjESq4vavbS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\nvviCJk2a4PV6/V7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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('tempo',data=artists_billboard,hue='top',kind=\"count\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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46mOPHj2qTz/9VOvXr5fdbnecW9CuXbsa5xlcvu7u7u46d+6c5s2bJ09PT5WX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\nQyQmq5bB6gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('genre',data=artists_billboard,kind=\"count\", aspect=3)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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c3d3Vpk0bbdu2rcg2WFLi4+O1Y8cOjRs3TiaTSUePHlV0dLSmTZt2Q+v19fVV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\nbNmie++9t9B6yzuGnjt3Tma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Gymq1qnXr1qpZs6aee+45zZ8/X19++aWsVqv69OljuN6K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\nSVIufwB439xxb/okSQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('mood',data=artists_billboard,hue='top',kind=\"count\", aspect=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizamos los años de nacimiento de los artistas" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ChQv1888/KyoqqsxzV9F+6y7W5MmTfd7P3MV75ZVX9Mgjjyg+Pl6pqanltrWq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\n69WrlyZNmiRJrh2vf//+Sk1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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.factorplot('anioNacimiento',data=artists_billboard,kind=\"count\", aspect=3)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "139" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#artists_billboard[['anioNacimiento', 'top']].groupby(['anioNacimiento'], as_index=False).agg(['mean', 'count', 'sum'])\n", "nacimientosPorAnio = artists_billboard['anioNacimiento']\n", "len(nacimientosPorAnio[nacimientosPorAnio<=0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notamos que tenemos 139 registros de canciones de las que desconocemos el año de nacimiento del artista. Deberemos tratar estos datos para poder utilizar el árbol." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparemos los Top y los No-top" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Buscamos si hay alguna relación evidente entre Año y duración de Canción" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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RD9JgKEV3PdhXWCXJUE7htuclOylxQeIdOeGxSsy+WZUbr5OZTcgOjVH7tO/I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\nCCGEENOWbFqFEEIIIYQQQkxb/wXhH7wJuvC8UQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colores=['orange','blue']\n", "tamanios=[60,40]\n", "\n", "f1 = artists_billboard['anioNacimiento'].values\n", "f2 = artists_billboard['durationSeg'].values\n", "\n", "asignar=[]\n", "for index, row in artists_billboard.iterrows(): \n", " asignar.append(colores[row['top']])\n", "\n", "plt.scatter(f1, f2, c=asignar, s=30)\n", "plt.axis([1960,2005,0,600])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No perece haber ningún patron a la vista, están bastante mezclados los top de los no-top." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### veamos en que años tenemos Top" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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vlwym1cGXx14EAAAAIC0rulGGHe103RdLqyR5wssV3MhrcNA3KK4AAAAA0nJM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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f1 = artists_billboard['chart_date'].values\n", "f2 = artists_billboard['durationSeg'].values\n", "\n", "asignar=[]\n", "asignar2=[]\n", "for index, row in artists_billboard.iterrows(): \n", " asignar.append(colores[row['top']])\n", " asignar2.append(tamanios[row['top']])\n", "\n", "plt.scatter(f1, f2, c=asignar, s=tamanios)\n", "plt.axis([20030101,20160101,0,600])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esto es porque inicialmente tomé información de 2014 y 2015 y había casi 500 no-top contra sólo 11 registros top.\n", "Entonces tomé a los artistas que alcanzaron el top entre 2004 y 2013 para sumar casos positivos y equilibrar un poco nuestros datos de entrada. Así y todo, sigue estando desbalanceado." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Arreglar las Edades de Artistas" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "def edad_fix(anio):\n", " if anio==0:\n", " return None\n", " return anio\n", "\n", "artists_billboard['anioNacimiento']=artists_billboard.apply(lambda x: edad_fix(x['anioNacimiento']), axis=1);" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def calcula_edad(anio,cuando):\n", " cad = str(cuando)\n", " momento = cad[:4]\n", " if anio==0.0:\n", " return None\n", " return int(momento) - anio\n", "\n", "artists_billboard['edad_en_billboard']=artists_billboard.apply(lambda x: calcula_edad(x['anioNacimiento'],x['chart_date']), axis=1);" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idtitleartistmoodtempogenreartist_typechart_datedurationSegtopanioNacimientoedad_en_billboard
00Small Town ThrowdownBRANTLEY GILBERT featuring JUSTIN MOORE & THOM...BroodingMedium TempoTraditionalMale20140628191.001975.039.0
11Bang BangJESSIE J, ARIANA GRANDE & NICKI MINAJEnergizingMedium TempoPopFemale20140816368.001989.025.0
22TimberPITBULL featuring KE$HAExcitedMedium TempoUrbanMixed20140118223.011993.021.0
33Sweater WeatherTHE NEIGHBOURHOODBroodingMedium TempoAlternative & PunkMale20140104206.001989.025.0
44AutomaticMIRANDA LAMBERTYearningMedium TempoTraditionalFemale20140301232.00NaNNaN
\n", "
" ], "text/plain": [ " id title \\\n", "0 0 Small Town Throwdown \n", "1 1 Bang Bang \n", "2 2 Timber \n", "3 3 Sweater Weather \n", "4 4 Automatic \n", "\n", " artist mood \\\n", "0 BRANTLEY GILBERT featuring JUSTIN MOORE & THOM... Brooding \n", "1 JESSIE J, ARIANA GRANDE & NICKI MINAJ Energizing \n", "2 PITBULL featuring KE$HA Excited \n", "3 THE NEIGHBOURHOOD Brooding \n", "4 MIRANDA LAMBERT Yearning \n", "\n", " tempo genre artist_type chart_date durationSeg top \\\n", "0 Medium Tempo Traditional Male 20140628 191.0 0 \n", "1 Medium Tempo Pop Female 20140816 368.0 0 \n", "2 Medium Tempo Urban Mixed 20140118 223.0 1 \n", "3 Medium Tempo Alternative & Punk Male 20140104 206.0 0 \n", "4 Medium Tempo Traditional Female 20140301 232.0 0 \n", "\n", " anioNacimiento edad_en_billboard \n", "0 1975.0 39.0 \n", "1 1989.0 25.0 \n", "2 1993.0 21.0 \n", "3 1989.0 25.0 \n", "4 NaN NaN " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_billboard.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculamos promedio de edad y asignamos a los registros Nulos" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Edad Promedio: 30.1028225806\n", "Desvió Std Edad: 8.40078832862\n", "Intervalo para asignar edad aleatoria: 21 a 38\n" ] } ], "source": [ "age_avg = artists_billboard['edad_en_billboard'].mean()\n", "age_std = artists_billboard['edad_en_billboard'].std()\n", "age_null_count = artists_billboard['edad_en_billboard'].isnull().sum()\n", "age_null_random_list = np.random.randint(age_avg - age_std, age_avg + age_std, size=age_null_count)\n", "\n", "conValoresNulos = np.isnan(artists_billboard['edad_en_billboard'])\n", "\n", "artists_billboard.loc[np.isnan(artists_billboard['edad_en_billboard']), 'edad_en_billboard'] = age_null_random_list\n", "artists_billboard['edad_en_billboard'] = artists_billboard['edad_en_billboard'].astype(int)\n", "print(\"Edad Promedio: \" + str(age_avg))\n", "print(\"Desvió Std Edad: \" + str(age_std))\n", "print(\"Intervalo para asignar edad aleatoria: \" + str(int(age_avg - age_std)) + \" a \" + str(int(age_avg + age_std)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizamos las edades que agregamos" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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vr3udULx+yV1pXSkzl83kpH4n0TOjp5ogZgR7YGWTIY0Ejuqv1Vz/e3W9LsZV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lHW9t9YW8xZnqZqhBCdSlGJ5h0AZWWQgpVTonuSBlWIPRTP3pfGkc+k7PoOh4m9gxuNDoe1y3vX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\npjQNpk8PcMMNKps3t5y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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f1 = artists_billboard['edad_en_billboard'].values\n", "f2 = artists_billboard.index\n", "\n", "colores = ['orange','blue','green']\n", "\n", "asignar=[]\n", "for index, row in artists_billboard.iterrows(): \n", " if (conValoresNulos[index]):\n", " asignar.append(colores[2]) # verde\n", " else:\n", " asignar.append(colores[row['top']])\n", "\n", "plt.scatter(f1, f2, c=asignar, s=30)\n", "plt.axis([15,50,0,650])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mapeo de Atributos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Realizaremos un mapeo de los atributos de entrada para poder transformarlos a categorias que podamos utilzar en nuestro árbol de decisión " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mood\n", "Empowering 88\n", "Cool 78\n", "Energizing 71\n", "Yearning 68\n", "Defiant 64\n", "Excited 62\n", "Sensual 55\n", "Urgent 30\n", "Sophisticated 15\n", "Rowdy 15\n", "Brooding 14\n", "Upbeat 12\n", "Aggressive 11\n", "Melancholy 10\n", "Gritty 9\n", "Romantic 7\n", "Sentimental 7\n", "Fiery 6\n", "Peaceful 4\n", "Easygoing 4\n", "Lively 2\n", "Stirring 2\n", "Other 1\n", "dtype: int64\n", "### ### ###\n", "Tempos de Canción: ['Medium Tempo' 'Slow Tempo' 'Fast Tempo']\n", "### ### ###\n", "Tipos de Artista: ['Male' 'Female' 'Mixed']\n", "### ### ###\n", "genre\n", "Urban 215\n", "Pop 188\n", "Traditional 113\n", "Alternative & Punk 60\n", "Electronica 27\n", "Rock 13\n", "Other 12\n", "Soundtrack 5\n", "Jazz 2\n", "dtype: int64\n" ] } ], "source": [ "separador = \"### ### ###\"\n", "grouped11 = artists_billboard.groupby('mood').size()#.sum().reset_index()\n", "neworder11 = grouped11.sort_values(ascending=False)\n", "print(neworder11)\n", "print(separador)\n", "print(\"Tempos de Canción: \" + str(artists_billboard['tempo'].unique()))\n", "print(separador)\n", "print(\"Tipos de Artista: \" + str(artists_billboard['artist_type'].unique()))\n", "print(separador)\n", "grouped11 = artists_billboard.groupby('genre').size()#.sum().reset_index()\n", "neworder11 = grouped11.sort_values(ascending=False)\n", "print(neworder11)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# Mood Mapping \n", "artists_billboard['moodEncoded'] = artists_billboard['mood'].map( {'Energizing': 6, \n", " 'Empowering': 6,\n", " 'Cool': 5, \n", " 'Yearning': 4, # anhelo, deseo, ansia\n", " 'Excited': 5, #emocionado\n", " 'Defiant': 3, \n", " 'Sensual': 2, \n", " 'Gritty': 3, #coraje \n", " 'Sophisticated': 4,\n", " 'Aggressive': 4, # provocativo\n", " 'Fiery': 4, #caracter fuerte\n", " 'Urgent': 3, \n", " 'Rowdy': 4, #ruidoso alboroto\n", " 'Sentimental': 4,\n", " 'Easygoing': 1, # sencillo\n", " 'Melancholy': 4, \n", " 'Romantic': 2, \n", " 'Peaceful': 1, \n", " 'Brooding': 4, # melancolico\n", " 'Upbeat': 5, #optimista alegre\n", " 'Stirring': 5, #emocionante\n", " 'Lively': 5, #animado\n", " 'Other': 0,'':0} ).astype(int)\n", "# Tempo Mapping \n", "artists_billboard['tempoEncoded'] = artists_billboard['tempo'].map( {'Fast Tempo': 0, 'Medium Tempo': 2, 'Slow Tempo': 1, '': 0} ).astype(int)\n", "# Genre Mapping \n", "artists_billboard['genreEncoded'] = artists_billboard['genre'].map( {'Urban': 4, \n", " 'Pop': 3, \n", " 'Traditional': 2, \n", " 'Alternative & Punk': 1,\n", " 'Electronica': 1, \n", " 'Rock': 1, \n", " 'Soundtrack': 0, \n", " 'Jazz': 0,\n", " 'Other':0,'':0} \n", " ).astype(int)\n", "# artist_type Mapping \n", "artists_billboard['artist_typeEncoded'] = artists_billboard['artist_type'].map( {'Female': 2, 'Male': 3, 'Mixed': 1, '': 0} ).astype(int)\n", "\n", "\n", "# Mapping edad en la que llegaron al billboard\n", "artists_billboard.loc[ artists_billboard['edad_en_billboard'] <= 21, 'edadEncoded'] \t\t\t\t\t = 0\n", "artists_billboard.loc[(artists_billboard['edad_en_billboard'] > 21) & (artists_billboard['edad_en_billboard'] <= 26), 'edadEncoded'] = 1\n", "artists_billboard.loc[(artists_billboard['edad_en_billboard'] > 26) & (artists_billboard['edad_en_billboard'] <= 30), 'edadEncoded'] = 2\n", "artists_billboard.loc[(artists_billboard['edad_en_billboard'] > 30) & (artists_billboard['edad_en_billboard'] <= 40), 'edadEncoded'] = 3\n", "artists_billboard.loc[ artists_billboard['edad_en_billboard'] > 40, 'edadEncoded'] = 4\n", "\n", "# Mapping Song Duration\n", "artists_billboard.loc[ artists_billboard['durationSeg'] <= 150, 'durationEncoded'] \t\t\t\t\t = 0\n", "artists_billboard.loc[(artists_billboard['durationSeg'] > 150) & (artists_billboard['durationSeg'] <= 180), 'durationEncoded'] = 1\n", "artists_billboard.loc[(artists_billboard['durationSeg'] > 180) & (artists_billboard['durationSeg'] <= 210), 'durationEncoded'] = 2\n", "artists_billboard.loc[(artists_billboard['durationSeg'] > 210) & (artists_billboard['durationSeg'] <= 240), 'durationEncoded'] = 3\n", "artists_billboard.loc[(artists_billboard['durationSeg'] > 240) & (artists_billboard['durationSeg'] <= 270), 'durationEncoded'] = 4\n", "artists_billboard.loc[(artists_billboard['durationSeg'] > 270) & (artists_billboard['durationSeg'] <= 300), 'durationEncoded'] = 5\n", "artists_billboard.loc[ artists_billboard['durationSeg'] > 300, 'durationEncoded'] = 6" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "drop_elements = ['id','title','artist','mood','tempo','genre','artist_type','chart_date','anioNacimiento','durationSeg','edad_en_billboard']\n", "artists_encoded = artists_billboard.drop(drop_elements, axis = 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analizamos nuestros datos de Entrada Categóricos" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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{}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4oaqPH7FpKU4eUeHLsViYuG4tX/bug8FgYNGev0hITyPMz4+BDRsxdvUqXl23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\nIRw9epSDB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"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(artists_encoded.astype(float).corr(),linewidths=0.1,vmax=1.0, square=True, cmap=colormap, linecolor='white', annot=True)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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top
meancountsum
moodEncoded
00.00000010
10.00000080
20.2741946217
30.14563110315
40.13698614620
50.29487215646
60.27044015943
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "moodEncoded \n", "0 0.000000 1 0\n", "1 0.000000 8 0\n", "2 0.274194 62 17\n", "3 0.145631 103 15\n", "4 0.136986 146 20\n", "5 0.294872 156 46\n", "6 0.270440 159 43" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['moodEncoded', 'top']].groupby(['moodEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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top
meancountsum
artist_typeEncoded
10.3052639529
20.32026115349
30.16279138763
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "artist_typeEncoded \n", "1 0.305263 95 29\n", "2 0.320261 153 49\n", "3 0.162791 387 63" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['artist_typeEncoded', 'top']].groupby(['artist_typeEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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top
meancountsum
genreEncoded
00.105263192
10.0700001007
20.0088501131
30.31914918860
40.33023321571
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "genreEncoded \n", "0 0.105263 19 2\n", "1 0.070000 100 7\n", "2 0.008850 113 1\n", "3 0.319149 188 60\n", "4 0.330233 215 71" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['genreEncoded', 'top']].groupby(['genreEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
top
meancountsum
tempoEncoded
00.2264155312
10.2461546516
20.218569517113
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "tempoEncoded \n", "0 0.226415 53 12\n", "1 0.246154 65 16\n", "2 0.218569 517 113" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['tempoEncoded', 'top']].groupby(['tempoEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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top
meancountsum
durationEncoded
0.00.2957757121
1.00.3333333010
2.00.21296310823
3.00.20238116834
4.00.23214311226
5.00.145455558
6.00.2087919119
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "durationEncoded \n", "0.0 0.295775 71 21\n", "1.0 0.333333 30 10\n", "2.0 0.212963 108 23\n", "3.0 0.202381 168 34\n", "4.0 0.232143 112 26\n", "5.0 0.145455 55 8\n", "6.0 0.208791 91 19" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['durationEncoded', 'top']].groupby(['durationEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
top
meancountsum
edadEncoded
0.00.2575766617
1.00.30061316349
2.00.26056314237
3.00.16589921736
4.00.042553472
\n", "
" ], "text/plain": [ " top \n", " mean count sum\n", "edadEncoded \n", "0.0 0.257576 66 17\n", "1.0 0.300613 163 49\n", "2.0 0.260563 142 37\n", "3.0 0.165899 217 36\n", "4.0 0.042553 47 2" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists_encoded[['edadEncoded', 'top']].groupby(['edadEncoded'], as_index=False).agg(['mean', 'count', 'sum'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Buscamos nuestro Arbol de Decisión" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Max Depth Average Accuracy\n", " 1 0.556101\n", " 2 0.556126\n", " 3 0.564038\n", " 4 0.648859\n", " 5 0.617386\n", " 6 0.614236\n", " 7 0.625124\n" ] } ], "source": [ "cv = KFold(n_splits=10) # Numero deseado de \"folds\" que haremos\n", "accuracies = list()\n", "max_attributes = len(list(artists_encoded))\n", "depth_range = range(1, max_attributes + 1)\n", "\n", "# Testearemos la profundidad de 1 a cantidad de atributos +1\n", "for depth in depth_range:\n", " fold_accuracy = []\n", " tree_model = tree.DecisionTreeClassifier(criterion='entropy',\n", " min_samples_split=20,\n", " min_samples_leaf=5,\n", " max_depth = depth,\n", " class_weight={1:3.5})\n", " for train_fold, valid_fold in cv.split(artists_encoded):\n", " f_train = artists_encoded.loc[train_fold] \n", " f_valid = artists_encoded.loc[valid_fold] \n", "\n", " model = tree_model.fit(X = f_train.drop(['top'], axis=1), \n", " y = f_train[\"top\"]) \n", " valid_acc = model.score(X = f_valid.drop(['top'], axis=1), \n", " y = f_valid[\"top\"]) # calculamos la precision con el segmento de validacion\n", " fold_accuracy.append(valid_acc)\n", "\n", " avg = sum(fold_accuracy)/len(fold_accuracy)\n", " accuracies.append(avg)\n", " \n", "# Mostramos los resultados obtenidos\n", "df = pd.DataFrame({\"Max Depth\": depth_range, \"Average Accuracy\": accuracies})\n", "df = df[[\"Max Depth\", \"Average Accuracy\"]]\n", "print(df.to_string(index=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Creamos el Arbol de Decisión" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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/dRm4RYsWtZw5c4bX3bdP2etaq3rn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\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NmDFjBjZs2ICvX7/CxcVFzbRhccMIUHmW1q1b4+jRo2jYsCFOnjwJik4nAwmdc3KY4MYE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OR1JLBvJytyteJUHN8vsSxyHnIzaJz3xjq6/kKRpIaRpggDx/sVLiiG3s+jzAbR3zxVbtm/L4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3qpsHV0knHMSWB7Zv1/0u05xT+vM2y+tGZf41I3pIgEiUxQrv3wEAF60cbd8fKu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\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hM7ntAskmi/noY7RYg1jtBgap5xY4PZt4F6LvlzudT1rzyVJJP/af28akj9jY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\nKQLh8/UGKQol88/zFz5Cw/Z9R7HjgJOSNqYkYS/49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5F39epT4cLLnOnb3W0zEx23bBba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\nnB5NMW8LWHxdNGDeAeFv8P7TP8hP8cFLWpsr80v1vKU46L5PohE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"text/plain": [ "" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Crear arrays de entrenamiento y las etiquetas que indican si llegó a top o no \n", "y_train = artists_encoded['top']\n", "x_train = artists_encoded.drop(['top'], axis=1).values \n", "\n", "# Crear Arbol de decision con profundidad = 4\n", "decision_tree = tree.DecisionTreeClassifier(criterion='entropy',\n", " min_samples_split=20,\n", " min_samples_leaf=5,\n", " max_depth = 4,\n", " class_weight={1:3.5})\n", "decision_tree.fit(x_train, y_train)\n", "\n", "# exportar el modelo a archivo .dot\n", "with open(r\"tree1.dot\", 'w') as f:\n", " f = tree.export_graphviz(decision_tree,\n", " out_file=f,\n", " max_depth = 7,\n", " impurity = True,\n", " feature_names = list(artists_encoded.drop(['top'], axis=1)),\n", " class_names = ['No', 'N1 Billboard'],\n", " rounded = True,\n", " filled= True )\n", " \n", "# Convertir el archivo .dot a png para poder visualizarlo\n", "check_call(['dot','-Tpng',r'tree1.dot','-o',r'tree1.png'])\n", "PImage(\"tree1.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Precisión del árbol" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "64.88\n" ] } ], "source": [ "acc_decision_tree = round(decision_tree.score(x_train, y_train) * 100, 2)\n", "print(acc_decision_tree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicción del árbol de decisión" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediccion: [1]\n", "Probabilidad de Acierto: 83.73%\n" ] } ], "source": [ "#predecir artista CAMILA CABELLO featuring YOUNG THUG\n", "# con su canción Havana llego a numero 1 Billboard US en 2017\n", "\n", "x_test = pd.DataFrame(columns=('top','moodEncoded', 'tempoEncoded', 'genreEncoded','artist_typeEncoded','edadEncoded','durationEncoded'))\n", "x_test.loc[0] = (1,5,2,4,1,0,3)\n", "y_pred = decision_tree.predict(x_test.drop(['top'], axis = 1))\n", "print(\"Prediccion: \" + str(y_pred))\n", "y_proba = decision_tree.predict_proba(x_test.drop(['top'], axis = 1))\n", "print(\"Probabilidad de Acierto: \" + str(round(y_proba[0][y_pred][0]* 100, 2))+\"%\")" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediccion: [0]\n", "Probabilidad de Acierto: 88.89%\n" ] } ], "source": [ "#predecir artista Imagine Dragons \n", "# con su canción Believer llego al puesto 42 Billboard US en 2017\n", "\n", "x_test = pd.DataFrame(columns=('top','moodEncoded', 'tempoEncoded', 'genreEncoded','artist_typeEncoded','edadEncoded','durationEncoded'))\n", "x_test.loc[0] = (0,4,2,1,3,2,3)\n", "y_pred = decision_tree.predict(x_test.drop(['top'], axis = 1))\n", "print(\"Prediccion: \" + str(y_pred))\n", "y_proba = decision_tree.predict_proba(x_test.drop(['top'], axis = 1))\n", "print(\"Probabilidad de Acierto: \" + str(round(y_proba[0][y_pred][0]* 100, 2))+\"%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FINAL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## lee el artículo completo en www.aprendemachinelearning.com\n", "### Creado por Juan Ignacio Bagnato \n", "#### @jbagnato\n", "##### 2018" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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 }