{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

RELATÓRIO DOS EXPERIMENTOS E RESULTADOS DO TCC DE GUILHERME PASSOS

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INTRODUÇÃO

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Este trabalho tem como objetivo realizar uma análise de dados dos preços de apartamentos da cidade de Belo Horizonte e desenvolver um modelo computacional preditivo capaz de prever tais preços. Para tal, obteve-se um conjunto de dados composto por aproximadamente 57 mil anúncios de imóveis entre os meses agosto e outubro de 2018.
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Alguns kernels do problema House Prices: Advanced Regression Techniques do portal Kaggle foram utilizados como referência dos experimentos mostrados a seguir. Em especial os kernels:
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    \n", "
  1. Stacked Regressions : Top 4% on LeaderBoard de Serigne.
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  3. Comprehensive data exploration with Python de Pedro Marcelino.
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A análise de dados realizada neste trabalho se restringiu apenas à preços de apartamentos devido à grande quantidade de anúncios e pela dificuldade em se criar um modelo genérico para diferentes tipos de imóveis. Os resultados finais obtidos foram satisfatoriamente validados e demonstraram que a modelagem do problema realizada neste trabalho pode ser útil ao setor imobiliário da cidade.
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Este relatório está dividido nas seguintes etapas:\n", ">
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1. OBTENÇÃO DOS DADOS

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Os dados foram obtidos utilizando o script contido neste repositório.
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Inicialmente, foram realizadas seis extrações no portal da Rede NetImóveis nos dias 05/08/2018, 12/08/2018, 21/08/2018, 25/08/2018 e 29/08/2018 a fim de se obter dados para o compor conjunto de treino dos experimentos. Posteriormente, foi realizada uma extração no dia 12/10/2018 para ser utilizada como conjunto de teste dos experimentos. Os arquvivos csv contendo os dados podem ser visualizados neste link.
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  • Dados obtidos em 05/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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    PreçoBairroRegiaoAreaQtde_QuartosQtde_BanheirosQtde_SuitesVagas_Garagem
    5744250000Sagrada Famílialeste48.002101
    2431410000Santo Antôniocentro-sul90.003212
    3435260000Coração Eucarísticonoroeste75.002101
    731250000Buritisoeste277.005424
    213830000Pampulhapampulha218.003313
    4398218000Serracentro-sul65.002101
    911330000Ipanemanoroeste143.003101
    2134751000Carmocentro-sul97.003212
    1344695000Serracentro-sul120.674212
    5826220000Cinquentenáriooeste47.002101
    3716414990Lagoinhanordeste71.273212
    166600000Itapoãpampulha230.004113
    6302240000Centrocentro-sul37.001100
    1997400000Centrocentro-sul100.003210
    2486320000Jardim Américaoeste90.003101
    3158260000Nova Florestanordeste80.002111
    1131965000Sioncentro-sul130.004312
    6073199000Venda Novavenda-nova44.902101
    4927240000Betâniaoeste59.412101
    3696189000Estrela Dalvaoeste72.002201
    \n", "
    " ], "text/plain": [ " Preço Bairro Regiao Area Qtde_Quartos \\\n", "5744 250000 Sagrada Família leste 48.00 2 \n", "2431 410000 Santo Antônio centro-sul 90.00 3 \n", "3435 260000 Coração Eucarístico noroeste 75.00 2 \n", "73 1250000 Buritis oeste 277.00 5 \n", "213 830000 Pampulha pampulha 218.00 3 \n", "4398 218000 Serra centro-sul 65.00 2 \n", "911 330000 Ipanema noroeste 143.00 3 \n", "2134 751000 Carmo centro-sul 97.00 3 \n", "1344 695000 Serra centro-sul 120.67 4 \n", "5826 220000 Cinquentenário oeste 47.00 2 \n", "3716 414990 Lagoinha nordeste 71.27 3 \n", "166 600000 Itapoã pampulha 230.00 4 \n", "6302 240000 Centro centro-sul 37.00 1 \n", "1997 400000 Centro centro-sul 100.00 3 \n", "2486 320000 Jardim América oeste 90.00 3 \n", "3158 260000 Nova Floresta nordeste 80.00 2 \n", "1131 965000 Sion centro-sul 130.00 4 \n", "6073 199000 Venda Nova venda-nova 44.90 2 \n", "4927 240000 Betânia oeste 59.41 2 \n", "3696 189000 Estrela Dalva oeste 72.00 2 \n", "\n", " Qtde_Banheiros Qtde_Suites Vagas_Garagem \n", "5744 1 0 1 \n", "2431 2 1 2 \n", "3435 1 0 1 \n", "73 4 2 4 \n", "213 3 1 3 \n", "4398 1 0 1 \n", "911 1 0 1 \n", "2134 2 1 2 \n", "1344 2 1 2 \n", "5826 1 0 1 \n", "3716 2 1 2 \n", "166 1 1 3 \n", "6302 1 0 0 \n", "1997 2 1 0 \n", "2486 1 0 1 \n", "3158 1 1 1 \n", "1131 3 1 2 \n", "6073 1 0 1 \n", "4927 1 0 1 \n", "3696 2 0 1 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dados obtidos em 05/08/2018:\n", "import pandas as pd\n", "data05_08= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData05-08-18.csv', \n", " sep=',',header=0, encoding='utf-8')\n", "\n", "data05_08[['Preço','Bairro','Regiao','Area','Qtde_Quartos','Qtde_Banheiros','Qtde_Suites',\n", " 'Vagas_Garagem']].sample(20)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6394" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados obtidos na extração do dia 05/08/2018:\n", "len(data05_08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 12/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "15574" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados obtidos na extração do dia 12/08/2018:\n", "data12_08= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData12-08-18.csv',\n", " sep=',',encoding='utf-8')\n", "len(data12_08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 21/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5674" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data21_08= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData21-08-18.csv',\n", " sep=',',encoding='utf-8')\n", "# Quantidade de dados obtidos na extração do dia 12/08/2018:\n", "len(data21_08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 25/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1608" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data25_08= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData25-08-18.csv',\n", " sep=',',encoding='utf-8')\n", "# Quantidade de dados obtidos na extração do dia 25/08/2018: \n", "len(data25_08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 29/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8718" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data29_08= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData29-08-18.csv',\n", " sep=',',encoding='utf-8')\n", "# Quantidade de dados obtidos na extração do dia 29/08/2018: \n", "len(data29_08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 21/08/2018:
  • " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5666" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data21_09= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData21-09-18.csv',\n", " sep=',',encoding='utf-8')\n", "# Quantidade de dados obtidos na extração do dia 29/08/2018: \n", "len(data21_09)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
  • Dados obtidos em 12/10/2018:
  • " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "20574" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data12_10= pd.read_csv('https://raw.githubusercontent.com/gpass0s/Graduation_Project/master/okData12-10-18.csv',\n", " sep=',',encoding='utf-8')\n", "# Quantidade de dados obtidos na extração do dia 29/08/2018: \n", "len(data12_10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

    2. ORGANIZAÇÃO DOS DADOS

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    2.1 EXCLUSÃO DOS DADOS QUE POSSUEM INFORMAÇÕES INCONSISTENTES

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    Por meio de uma análise empírica, foi possivel observar que as coordenadas geográficas com latitudes superiores a -19.788 e inferiores a -20.023 bem como aquelas com longitudes superiores a -43.878 e inferiores a -44.055 não estão dentro dos limites da cidade de Belo Horizonte.
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    ImovelIDLatitudeLongitudeBairroRegiao
    463248924-19.950209-43925.000000Sioncentro-sul
    15252070-19.787229-44.010114Gutierrezoeste
    271343831-19.998399-44.074770Tirolbarreiro
    33436010-10.076442-67.058649Belvederecentro-sul
    456458311-4.097511-38.490896Santo Agostinhocentro-sul
    20583233886-19.918422-43.874673Florestaleste
    4020354150-19.918465-43.874812Florestaleste
    4681172977-18.922742-48.295280Lagoinhanordeste
    55613239311-19.968066-44.059641Glalijánoroeste
    577346558-19.960468-44.077764Nova Gameleiraoeste
    \n", "
    " ], "text/plain": [ " ImovelID Latitude Longitude Bairro Regiao\n", "46 3248924 -19.950209 -43925.000000 Sion centro-sul\n", "152 52070 -19.787229 -44.010114 Gutierrez oeste\n", "271 343831 -19.998399 -44.074770 Tirol barreiro\n", "334 36010 -10.076442 -67.058649 Belvedere centro-sul\n", "456 458311 -4.097511 -38.490896 Santo Agostinho centro-sul\n", "2058 3233886 -19.918422 -43.874673 Floresta leste\n", "4020 354150 -19.918465 -43.874812 Floresta leste\n", "4681 172977 -18.922742 -48.295280 Lagoinha nordeste\n", "5561 3239311 -19.968066 -44.059641 Glalijá noroeste\n", "5773 46558 -19.960468 -44.077764 Nova Gameleira oeste" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dados da extração do dia 05/08 que possuem informações de localização inconsistente\n", "data0508_Err = data05_08.loc[(data05_08['Latitude'] > -19.788) | (data05_08['Latitude'] < -20.023) | \n", " (data05_08['Longitude'] > -43.878) | (data05_08['Longitude'] < -44.055)]\n", "\n", "# Dados inconsistentes:\n", "data0508_Err.loc[:,['ImovelID','Latitude','Longitude','Bairro','Regiao']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Pode se verificar no google maps que as coordenadas mostradas acima não correspodem ao bairro e região que se referem.
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    Além de inconsistência nas informações de localização, alguns dados possuem outras informações incoerentes como quantidade de quartos e banheiros igual a zero ou área inferior a 10m². A função \"Drop_MisInformation\" a seguir é responsável por excluir todas essas inconsistências.
    " ] }, { "cell_type": "code", "execution_count": 10, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
    ImovelIDPreçoAreaQtde_QuartosQtde_BanheirosBairro
    470311549029000099.2401Santa Mônica
    130463279252500078.0001Santa Efigênia
    147232473251900000342.0005Liberdade
    1053750301635000063.1401Planalto
    69993256690620000160.0004Grajaú
    \n", "
    " ], "text/plain": [ " ImovelID Preço Area Qtde_Quartos Qtde_Banheiros Bairro\n", "4703 115490 290000 99.24 0 1 Santa Mônica\n", "13046 32792 525000 78.00 0 1 Santa Efigênia\n", "1472 3247325 1900000 342.00 0 5 Liberdade\n", "10537 503016 350000 63.14 0 1 Planalto\n", "6999 3256690 620000 160.00 0 4 Grajaú" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dados da extração do dia 05/08 que possuem quantidade de quartos igual a 0:\n", "dataErr = data12_08.loc[(data12_08['Qtde_Quartos'] ==0 )]\n", "# Dados inconsistentes:\n", "dataErr.loc[:,['ImovelID','Preço','Area','Qtde_Quartos','Qtde_Banheiros','Bairro']].sample(5)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# A função Drop_Mislocation exclui os dados que possui informações de localização \n", "# fora do território de Belo Horizonte\n", "def Drop_MisInformation(df):\n", " df = df.drop(df.loc[(df['Latitude'] > -19.788) | (df['Latitude'] < -20.023) | \n", " (df['Longitude'] > -43.878) | (df['Longitude'] < -44.055)].index)\n", " \n", " df = df.drop(df.loc[(df['Qtde_Quartos']==0)].index)\n", " df = df.drop(df.loc[(df['Qtde_Banheiros']==0)].index)\n", " df = df.drop(df.loc[(df['Area']<10)].index)\n", " return df\n", "\n", "# Excluindo dados inconsistentes da extração de 05/08/2018:\n", "data05_08 = Drop_MisInformation(data05_08)\n", "\n", "# Excluindo dados inconsistentes da extração de 12/08/2018:\n", "data12_08 = Drop_MisInformation(data12_08)\n", "\n", "# Excluindo dados inconsistentes da extração de 21/08/2018:\n", "data21_08 = Drop_MisInformation(data21_08)\n", "\n", "# Excluindo dados inconsistentes da extração de 25/08/2018:\n", "data25_08 = Drop_MisInformation(data25_08)\n", "\n", "# Excluindo dados inconsistentes da extração de 29/08/2018:\n", "data29_08 = Drop_MisInformation(data29_08)\n", "\n", "# Excluindo dados inconsistentes da extração de 29/08/2018:\n", "data21_09 = Drop_MisInformation(data21_09)\n", "\n", "# Excluindo dados inconsistentes da extração de 29/08/2018:\n", "data12_10 = Drop_MisInformation(data12_10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    2.2 PREPARAÇÃO DO CONJUNTO DE TREINAMENTO

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    A seguir irá se agrupar os dados obtidos em todas as extrações.
    " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "15514" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados obtidos na consolidadação das extrações do dia 05/08/2018 e 12/08/2018:\n", "base_consolidada = pd.concat([data05_08, data12_08]).groupby('ImovelID', as_index=False, sort=False).first()\n", "len(base_consolidada)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9191" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados novos nas extrações que foram consolidadas:\n", "len(base_consolidada) - len(data05_08)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6220" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados duplicados nas extrações que foram consolidadas:\n", "len(pd.concat([data05_08, data12_08])) - len(base_consolidada)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Os resultados anteriores mostram que a extração do dia 12/08/2018 acrescenta 9191 dados novos à extração do dia 05/08/2018. Além disso, são produzidos 6220 valores repetidos na junção dessas extrações. Analisando mais minuciosamente os dados duplicados, por meio da função \"CheckingDuplicateValues\", observa-se que 130 desses 6220 (ou 2% dos duplicados) apresentaram variação no preço; o que parece aceitável. A variação percentual média dos preços que sofreram alteração entre as extrações foi de -1.93%.
    \n" ] }, { "cell_type": "code", "execution_count": 15, "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", "
    ImovelIDPreco_1Preco_2
    4277346874255000249000
    26841668412370000346500
    55323252772215000205000
    31843245468350000340000
    2301341304320000325000
    \n", "
    " ], "text/plain": [ " ImovelID Preco_1 Preco_2\n", "4277 346874 255000 249000\n", "2684 1668412 370000 346500\n", "5532 3252772 215000 205000\n", "3184 3245468 350000 340000\n", "2301 341304 320000 325000" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "\n", "# Verifica dentre os dados duplicados, quais ocorreram variação no preço de uma extração para outra\n", "def Checking_Duplicate_Values(df1,df2):\n", " \n", " result= pd.merge(df1[['ImovelID','Preço']],df2[['ImovelID','Preço']], on='ImovelID', how='inner')\n", " return pd.DataFrame({\"ImovelID\":result.loc[(result.iloc[:,1]!=result.iloc[:,2])]['ImovelID'],\n", " \"Preco_1\":result.loc[(result.iloc[:,1]!=result.iloc[:,2])]['Preço_x'],\n", " \"Preco_2\":result.loc[(result.iloc[:,1]!=result.iloc[:,2])]['Preço_y']})\n", "\n", "# Dados duplicados que apresentaram variação no preço entre as extrações do dia 05/08 e 12/08/2018:\n", "df_duplicates_01 = Checking_Duplicate_Values(data05_08, data12_08)\n", "df_duplicates_01.sample(5)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "130" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados duplicados que sofreram variação no preço entre uma extração e outra:\n", "len(df_duplicates_01)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'2.09%'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Percentual de dados duplicados que apresentaram variação de preço entre uma extração e outra:\n", "per_duplicates = len(df_duplicates_01)*100 / (len(pd.concat([data05_08, data12_08])) - len(base_consolidada))\n", "str(round(per_duplicates,2)) + \"%\"" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'-1.93%'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Variação percentual média dos preços duplicados:\n", "variação_01 = ((df_duplicates_01['Preco_2'] - df_duplicates_01['Preco_1'])/df_duplicates_01['Preco_1'])*100\n", "str(round(variação_01.mean(),2)) + \"%\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Ao se prosseguir com a junção das extrações da maneira que foi realizado anteriormente, observou-se que a variação média desses preço foi de -1.9%. Prosseguindo com a junção das extrações.
    " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16048" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados não duplicados na consolidação das extrações dos dias 05/08, 12/08 e 21/08:\n", "base_consolidada_01 = pd.concat([base_consolidada, data21_08]).groupby('ImovelID', as_index=False, sort=False).first()\n", "len(base_consolidada_01)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16049" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados não duplicados na consolidação das extrações dos dias 05/08, 12/08, 21/08 e 25/08:\n", "base_consolidada_02 = pd.concat([base_consolidada_01, data25_08]).groupby('ImovelID', \n", " as_index=False, sort=False).first()\n", "len(base_consolidada_02)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16225" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados não duplicados na consolidação das extrações dos dias 05/08, 12/08, 21/08 e 29/08:\n", "base_consolidada_03 = pd.concat([base_consolidada_02, data29_08]).groupby('ImovelID', \n", " as_index=False, sort=False).first()\n", "len(base_consolidada_03)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "16225" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados não duplicados na consolidação das extrações dos dias 05/08, 12/08, 21/08, 29/08 \n", "# e 21/09:\n", "base_consolidada_04 = pd.concat([base_consolidada_03, data21_09]).groupby('ImovelID', \n", " as_index=False, sort=False).first()\n", "len(base_consolidada_04)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "21234" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de dados não duplicados na consolidação das extrações dos dias 05/08, 12/08, 21/08, 29/08, \n", "# 21/09 e 12/10:\n", "base_consolidada_05 = pd.concat([base_consolidada_04, data12_10]).groupby('ImovelID', \n", " as_index=False, sort=False).first()\n", "len(base_consolidada_05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Ir-se-á urilziar os 21234 dados da \"baseconsolidada05\" como o conjunto de treino dos experimentos que serão apresentados nos tópicos seguintes.
    " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Conjunto de treino:\n", "columns = ['ImovelID','Preço','Area','Latitude','Longitude','Qtde_Quartos',\n", " 'Qtde_Banheiros','Qtde_Suites','Vagas_Garagem','Valor_IPTU',\n", " 'Valor_Cond','Bairro','Regiao','DataExtração','Rua','Numero']\n", "\n", "train = base_consolidada_05[columns]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

    3. ANÁLISE E TRANSFORMAÇÃO DOS DADOS

    \n", "\n", ">

    3.1 OUTLIERS

    \n", "\n", ">
    Em estatística, outlier, valor aberrante ou valor atípico, é uma observação que apresenta um grande afastamento das demais da série (que está \"fora\" dela), ou que é inconsistente. A existência de outliers implica, tipicamente, em prejuízos a interpretação dos resultados dos testes estatísticos aplicados às amostras. Existem vários métodos de identificação de outliers. Examinar-se-á o conjunto de treino a fim de se identificar tais ocorrências.
    " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Otbtendo algumas biblotecas importantes para esta etapa do relatório\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt # Matlab-style plotting\n", "from matplotlib import pyplot\n", "from matplotlib import colors as mcolors\n", "import seaborn as sns\n", "color = sns.color_palette()\n", "sns.set_style('darkgrid')\n", "import random \n", "from random import shuffle\n", "from scipy import stats\n", "from scipy.stats import norm, skew #for some statistics\n", "from scipy.special import boxcox1p\n", "import warnings\n", "def ignore_warn(*args, **kwargs):\n", " pass\n", "warnings.warn = ignore_warn # ignora avisos das bilotecas sklearn e seaborn\n", "pd.set_option('display.float_format', lambda x: '{:.4f}'.format(x)) # Limita a exibição de floats em 4 casa decimais\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    A função \"PlotPriceVsArea\" definida abaixo traça o gráfico da distribuição de preços versus a área do imóvel.
    " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define os melhores limites para os eixos do gráfico\n", "def Define_Axis_Limits(limit,up):\n", " axis_limit = 1;\n", " while((axis_limit * 10) <= limit):\n", " axis_limit *= 10;\n", " \n", " if up: axis_limit *= 10\n", " return axis_limit\n", "\n", "# Traça o gráfico da distribuição de preços versus a área do imóvel.\n", "def PlotPriceVsArea (df):\n", " \n", " # Obtem a lista de regiões da base de dados\n", " regions = df['Regiao'].loc[~df['Regiao'].isnull()].unique()\n", " data = []\n", " \n", " # Separa os dados por região\n", " for region in regions:\n", " data.append((df['Area'].loc[df['Regiao']==region] ,\n", " df['Preço'].loc[df['Regiao']==region]))\n", " \n", " # Define as cores da legenda\n", " colors = ('gray','green','brown','blue','black','purple','olive','gold','red')\n", " \n", " # Formata a figura de exibição do gráfico\n", " fig = plt.figure(figsize=(8*1.5, 6*1.5))\n", " ax = fig.add_subplot(1, 1, 1, facecolor=\"1.0\")\n", " \n", " # Sepera os dados por região e cor\n", " for data, color, region in zip(data, colors, regions):\n", " x, y = data\n", " ax.scatter(x,y, alpha=0.8, c=color, edgecolors='none', s=30, label=region)\n", " \n", " # Configura e plota o gráfico\n", " plt.title('Distribuição dos Preços de Apartamentos por Área e Região')\n", " plt.xlim(0,800,10)\n", " y_lower = Define_Axis_Limits(df['Preço'].min(),False)\n", " y_upper = Define_Axis_Limits(df['Preço'].max(),True)\n", " plt.ylim(y_lower,y_upper)\n", " plt.semilogy()\n", " plt.xlabel('Área(m²)', fontsize=12)\n", " plt.ylabel('Preço em R$', fontsize=12)\n", " plt.legend(loc='lower right')\n", " plt.grid(True)\n", " plt.show()\n", " \n", "# Visualizando os dados:\n", "PlotPriceVsArea(train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    O gráfico acima permite identificar alguns outliers de maneira direta, como o ponto roxo na parte inferior direita e o ponto preço na parte inferior esquerda, outros porém merecem uma análise mais detalhada. Todovia a remoção de todos eles pode afetar negativamente o desempenho dos modelos, uma vez que pode haver outros outliers no conjunto de teste também. Assim, ao invés de removê-los, ir-se-á tentar criar modelos robustos o suficiente a esses dados.
    " ] }, { "cell_type": "code", "execution_count": 27, "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", "
    PreçoAreaRegiaoBairroQtde_QuartosQtde_BanheirosQtde_SuitesVagas_GaragemValor_IPTU
    159451300.000070.0000pampulhaLiberdade3111300.0000
    \n", "
    " ], "text/plain": [ " Preço Area Regiao Bairro Qtde_Quartos Qtde_Banheiros \\\n", "15945 1300.0000 70.0000 pampulha Liberdade 3 1 \n", "\n", " Qtde_Suites Vagas_Garagem Valor_IPTU \n", "15945 1 1 300.0000 " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Outlier mostrado na parte inferior esquerda do gráfico:\n", "train.loc[(train['Preço']<10000)][['Preço','Area','Regiao','Bairro','Qtde_Quartos','Qtde_Banheiros',\n", " 'Qtde_Suites','Vagas_Garagem','Valor_IPTU']]" ] }, { "cell_type": "code", "execution_count": 28, "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", "
    PreçoAreaRegiaoBairroQtde_QuartosQtde_BanheirosQtde_SuitesVagas_GaragemValor_IPTU
    13302173900.0000457.7700noroesteVila Oeste21010.0000
    \n", "
    " ], "text/plain": [ " Preço Area Regiao Bairro Qtde_Quartos \\\n", "13302 173900.0000 457.7700 noroeste Vila Oeste 2 \n", "\n", " Qtde_Banheiros Qtde_Suites Vagas_Garagem Valor_IPTU \n", "13302 1 0 1 0.0000 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Outliers mostrado na parte inferiror direita do gráfico:\n", "train.loc[(train['Regiao'] == 'noroeste') & \n", " (train['Area'] > 400)][['Preço','Area','Regiao','Bairro','Qtde_Quartos','Qtde_Banheiros',\n", " 'Qtde_Suites','Vagas_Garagem','Valor_IPTU']]" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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    PreçoAreaRegiaoBairroQtde_QuartosQtde_BanheirosQtde_SuitesVagas_GaragemValor_IPTU
    02900000.0000600.0000centro-sulLuxemburgo3423549.9100
    110000000.0000596.0000oesteGutierrez4647747.0000
    22000000.0000540.0000centro-sulFuncionários4323816.9200
    34800000.0000536.0000oesteGutierrez45361845.0000
    4800000.0000524.0300centro-sulCentro4310442.3200
    5850000.0000524.0000nordesteJardim Vitória7516220.0000
    8585750000.00001450.0000centro-sulLuxemburgo421122.0500
    97681900000.0000541.0000nordestePalmares5155375.0000
    99925000000.0000580.0000centro-sulFuncionários45442143.5700
    99935289000.0000530.0000centro-sulLourdes45251812.4000
    127091100000.0000602.8500pampulhaCastelo33140.0000
    180801850000.0000607.0000centro-sulFuncionários54231108.0000
    180983500000.0000529.2900centro-sulLourdes55233600.0000
    19186295000.0000604.0000centro-sulSanta Efigênia2101160.0000
    20094270000.00001600.0000barreiroMilionários22110.0000
    20227387000.00007700.0000pampulhaPaquetá3210300.0000
    206695600000.0000524.0000centro-sulSanta Lúcia47453900.0000
    \n", "
    " ], "text/plain": [ " Preço Area Regiao Bairro Qtde_Quartos \\\n", "0 2900000.0000 600.0000 centro-sul Luxemburgo 3 \n", "1 10000000.0000 596.0000 oeste Gutierrez 4 \n", "2 2000000.0000 540.0000 centro-sul Funcionários 4 \n", "3 4800000.0000 536.0000 oeste Gutierrez 4 \n", "4 800000.0000 524.0300 centro-sul Centro 4 \n", "5 850000.0000 524.0000 nordeste Jardim Vitória 7 \n", "8585 750000.0000 1450.0000 centro-sul Luxemburgo 4 \n", "9768 1900000.0000 541.0000 nordeste Palmares 5 \n", "9992 5000000.0000 580.0000 centro-sul Funcionários 4 \n", "9993 5289000.0000 530.0000 centro-sul Lourdes 4 \n", "12709 1100000.0000 602.8500 pampulha Castelo 3 \n", "18080 1850000.0000 607.0000 centro-sul Funcionários 5 \n", "18098 3500000.0000 529.2900 centro-sul Lourdes 5 \n", "19186 295000.0000 604.0000 centro-sul Santa Efigênia 2 \n", "20094 270000.0000 1600.0000 barreiro Milionários 2 \n", "20227 387000.0000 7700.0000 pampulha Paquetá 3 \n", "20669 5600000.0000 524.0000 centro-sul Santa Lúcia 4 \n", "\n", " Qtde_Banheiros Qtde_Suites Vagas_Garagem Valor_IPTU \n", "0 4 2 3 549.9100 \n", "1 6 4 7 747.0000 \n", "2 3 2 3 816.9200 \n", "3 5 3 6 1845.0000 \n", "4 3 1 0 442.3200 \n", "5 5 1 6 220.0000 \n", "8585 2 1 1 22.0500 \n", "9768 1 5 5 375.0000 \n", "9992 5 4 4 2143.5700 \n", "9993 5 2 5 1812.4000 \n", "12709 3 1 4 0.0000 \n", "18080 4 2 3 1108.0000 \n", "18098 5 2 3 3600.0000 \n", "19186 1 0 1 160.0000 \n", "20094 2 1 1 0.0000 \n", "20227 2 1 0 300.0000 \n", "20669 7 4 5 3900.0000 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Outros outliers\n", "train.loc[(train['Area']>520)][['Preço','Area','Regiao','Bairro','Qtde_Quartos','Qtde_Banheiros',\n", " 'Qtde_Suites','Vagas_Garagem','Valor_IPTU']]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Exclusão do apartamento que possui área igual a 1450m²:\n", "train = train.drop(train.loc[(train['Area']>1000)].index)\n", "\n", "# Exclusão do outlier mostrado na parter inferior esquerda do gráfico:\n", "train = train.drop(train.loc[(train['Preço']<10000)].index)\n", "\n", "# Exclusão do outlier mostrado inferior direita do gráfico:\n", "train = train.drop(train.loc[(train['Regiao'] == 'noroeste') & (train['Area'] > 400)].index)\n", "\n", "\n", "columns = ['ImovelID','Preço','Area','Latitude','Longitude','Qtde_Quartos',\n", " 'Qtde_Banheiros','Qtde_Suites','Vagas_Garagem','Valor_IPTU',\n", " 'Valor_Cond','Bairro','Regiao','DataExtração','Rua','Numero']\n", "\n", "train.to_csv(\"/home/gpassos/Documents/tcc/data/train.csv\", encoding=\"utf-8\", sep=\",\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    3.4 CORRELAÇÃO ENTRE AS VARIÁVEIS DO PROBLEMA

    \n", "\n", ">
    Ir-se-á observar agora a correlação entre as variáveis independentes do problema com a variável de interesse, o preço. A partir deste ponto, ir-se-á desconsiderar as informações de região, bairro e endereço; pois acredita-se com muita convicção que a coordenas geográficas por si só serão capazes de modelar a localidade dos imóveis.
    " ] }, { "cell_type": "code", "execution_count": 31, "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", " \n", " \n", " \n", " \n", " \n", "
    PreçoAreaLatitudeLongitudeQtde_QuartosQtde_BanheirosQtde_SuitesVagas_GaragemValor_IPTUValor_Cond
    6478365000.000080.0000-19.9410-43.96453312169.0000450.0000
    11969550000.0000141.0000-19.9298-43.914341220.0000300.0000
    2360440000.000090.0600-19.8880-43.999432121.0000462.0000
    \n", "
    " ], "text/plain": [ " Preço Area Latitude Longitude Qtde_Quartos Qtde_Banheiros \\\n", "6478 365000.0000 80.0000 -19.9410 -43.9645 3 3 \n", "11969 550000.0000 141.0000 -19.9298 -43.9143 4 1 \n", "2360 440000.0000 90.0600 -19.8880 -43.9994 3 2 \n", "\n", " Qtde_Suites Vagas_Garagem Valor_IPTU Valor_Cond \n", "6478 1 2 169.0000 450.0000 \n", "11969 2 2 0.0000 300.0000 \n", "2360 1 2 1.0000 462.0000 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Características que serão usadas para se modelar os preços dos apartamentos\n", "train.iloc[:,1:11].sample(3)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Mapa de coorelação entre as variáveis do problema:\n", "corrmat = train.iloc[:,1:12].corr()\n", "plt.subplots(figsize=(12,9))\n", "sns.heatmap(corrmat, vmax=0.9,annot=True, square=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    O gráfico acima indica uma baixa coorelação das variáveis Valor_IPTU, Valor_Cond, Latitude e Longitude com a variável de interesse, Preço. As duas primeiras (Valor_IPTU e Valor_Cond) podem ser tranquilamente excluídas da análise; de maneira contrária, sabe-se que a latitude e a longitude carregam informações relevantes sobre os preços e não podem ser desconsideradas. Então por que essas variáveis não apresentam correlação signiticativa como se espera?
    \n", "\n", ">
    Uma possível explicação para a baixa correlação das duas primeiras variáveis citadas é o fato de vários imóveis serem isentos de IPTU, não terem taxa de condomínio, ou até mesmo não possuírem essas informações cadastradas no banco de dados da Rede NetImóveis. A resposta a seguir revela que 7.634 ou aproximadamente 36% dos dados está em uma dessas situações mencionadas anteriormente, um valor bem expressivo.
    \n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7634" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de imóveis que são isentos de IPTU ou não possuem taxa de condomínio\n", "len(train.loc[(train['Valor_IPTU']==0) | (train['Valor_Cond']==0)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    A razão da baixa correlação entre os preços dos imóveis e as coordenadas geográficas dos mesmos se deve ao fato da latitude e longitude não possuirem nenhuma propiedade ordinária, como a idade de uma pessoa. Por exemplo, os dois pontos (-19.9385153, -43.9558656) e (-19.9285010, -43.9558656) não possuem nenhum significado ou ordem de grandeza. Eles são apenas dois pontos no espaço como qualquer outro. Desde modo, a latitude e a longitude não podem ser aplicadas diretamente nos modelos de predição.
    \n", "\n", ">
    Uma alternativa é utilizar um algoritmo de clausterização para criar zonas (cluster) de dados que estão geograficamente próximos. Ir-se-á utilizar o algoritmo K-means.
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    CLAUSTERIZAÇÃO DAS POSIÇÕES GEOGRÁFICAS DOS DADOS
    \n", "\n", ">
    Ao se analisar a distribuição geográfica dos dados do conjunto de treino, observa-se várias zonas de clausterização e também alguns outliers (dados com informações geográficas não consistente com a região classificada). Para se determinar o número ideal de clusters na distribuição dos dados, pode-se utilizar o método do cotovelo (Elbow Method) que consiste em encontrar visualmente o ponto de maior inflexão da curva números de clusters vs. erro do proceso de clausterização.
    " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plota a distribuição geográfica dos dados\n", "\n", "def Remove_Bright_Colors(colors):\n", " bright_colors = ['white','snow','w','whitesmoke', 'blanchedalmond','ghostwhite',\n", " 'azure','aliceblue','mintcream','ivory','floralwhite','oldlace',\n", " 'cornsilk','papayawhip','lightgoldenrodyellow','antiquewhite',\n", " 'lavenderblush','linen','lemonchiffon','honeydew','mistyrose',\n", " 'lightgray','lightgrey','peachpuff']\n", " \n", " for color in bright_colors:\n", " colors.remove(color)\n", " \n", " return colors\n", " \n", " \n", "def PlotLocations(df,clusters = False, title = None):\n", " # Sepera todas as regiões\n", " regions = df['Regiao'].loc[~df['Regiao'].isnull()].unique()\n", " # Lista contendo os dados seperados por região\n", " data = []\n", " # Loop para separar os dados por região\n", " for region in regions:\n", " data.append((df['Latitude'].loc[df['Regiao']==region] ,\n", " df['Longitude'].loc[df['Regiao']==region]))\n", " \n", " # Cores que aperação no gráfico\n", " colors = ('gray','green','brown','blue','black','purple','olive','gold','red')\n", " \n", " # Cores que aperação no gráfico de clusters\n", " if clusters:\n", " colors = list(dict(mcolors.BASE_COLORS, **mcolors.CSS4_COLORS).keys())\n", " colors = Remove_Bright_Colors(colors)\n", " random.shuffle(colors)\n", " colors = colors\n", " \n", " # Dimensona o tamanho da figura\n", " fig = plt.figure(figsize=(8*1.5, 6*1.5))\n", " ax = fig.add_subplot(1, 1, 1, facecolor=\"1.0\")\n", " \n", " # Posiciona o pontos\n", " for data, color, region in zip(data, colors, regions):\n", " x, y = data\n", " ax.scatter(x,y, alpha=0.8, c=color, edgecolors='none', s=30, label=region)\n", " \n", " # Configura o gráfico\n", " plt.title(title)\n", " #----------------------------\n", " x_lower = df['Latitude'].min()\n", " x_upper = df['Latitude'].max()\n", " y_lower = df['Longitude'].min()\n", " y_upper = df['Longitude'].max()\n", " x_resolution = abs(x_upper-x_lower)/len(df)\n", " y_resolution = abs(y_upper-y_lower)/len(df)\n", " x_lower = x_lower - 100*x_resolution\n", " x_upper = x_upper + 100*x_resolution\n", " y_lower = y_lower - 100*y_resolution\n", " y_upper = y_upper + 100*y_resolution\n", " plt.xlim(x_lower,x_upper,x_resolution)\n", " plt.ylim(y_upper,y_lower,y_resolution)\n", " #-------------------------------------\n", " plt.xlabel('Latitude', fontsize=12)\n", " plt.ylabel('Longitude', fontsize=12)\n", " if not clusters: plt.legend(loc='lower left')\n", " plt.grid(True)\n", " plt.show()\n", " \n", "# Visualizando os dados:\n", "PlotLocations(train,clusters=False,title ='Distribuição Geográfica dos Dados por Região')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Contudo, sabe-se que dividir a distribuição de preços dos imóveis no território da cidade nas noves regiões mostradas é uma aproximação bastante grosseira. Vamos, portanto, definir uma quantidade de centroides tal que permita cada cluster ter no mínimo 0,5% dos dados (82 amostras) do conjunto de treino. Após uma série de tentativas, verificou-se que 60 centroides é a quantidade limiar da regra estabelecida. Acima desse valor, os dados ficam melhores subdivididos no espaço mas algumas regiões apresentam uma quantidade ínfima de amostras.
    " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.5/dist-packages/sklearn/utils/fixes.py:313: FutureWarning: numpy not_equal will not check object identity in the future. The comparison did not return the same result as suggested by the identity (`is`)) and will change.\n", " _nan_object_mask = _nan_object_array != _nan_object_array\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sklearn\n", "from sklearn.cluster import KMeans\n", "# Encontra a distribuição de clusters que atende a regra estabelicida (cada cluster deve ter no mínimo 82 dados)\n", "while True:\n", " # Define o número de centroides\n", " clusters = KMeans(50)\n", " # Determina os clusters\n", " clus = clusters.fit_predict(train[['Latitude', 'Longitude']])\n", " centros = np.unique(clus)\n", " clus = list(clus)\n", " # Verifica se a regra foi atendida\n", " data = []\n", " for centro in centros:\n", " if clus.count(centro) < 107:\n", " data.append((clus.count(centro)))\n", " \n", " if len(data)==0:\n", " break\n", "\n", "# Define o número de centroides\n", "clusters = KMeans(60)\n", "# Determina os clusters\n", "clus = clusters.fit_predict(train[['Latitude', 'Longitude']])\n", "centros = np.unique(clus)\n", "clus = list(clus)\n", " \n", " \n", "# Organiza os clusters e os dados\n", "clusters_df = pd.DataFrame({\"ImovelID\":train['ImovelID'],\"Latitude\":train['Latitude'], \n", " \"Longitude\":train['Longitude'],\"Regiao\":clus})\n", "# Exibe o gráfico:\n", "PlotLocations(clusters_df,clusters=True,\n", " title = 'Distribuição Geográfica dos Dados por Zonas Clausterizadas')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    O resultado mostrado na imagem anterior indica que a aproximação da distribuição geográfica dos preços por 50 zonas distintas é razoável. Ao se computar a média e o desvio padrão de cada umas regiões mostradas na Figura 22,\n", "cria-se mais duas variáveis, Mean_PreçoZone e Std_PreçoZone, no conjunto de dados. A\n", "matriz de correlação mostrada a seguir revela que essas duas novas variáveis possuem uma\n", "relação significativa com os preços e ajudam agregar valor quantitativo à localidade dos imóveis.
    " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def transform_prices (train, clusters):\n", " # Determina o cluster de cada amostra\n", " clus = clusters.predict(train[['Latitude', 'Longitude']])\n", "\n", " # Associa os clusters às colunas ImovelID e Preço\n", " zonas = pd.DataFrame({\"ImovelID\":train['ImovelID'],\"Zona\":clus,\"Preço\":train['Preço']})\n", "\n", " # Cria um Dataframe Zonas_Preço que associa a média e o desvio padrão de cada cluster \n", " centros = np.unique(clus)\n", " zonas_preço = pd.DataFrame({\"Zona\":centros})\n", " zonas_preço['Mean_PreçoZone'] = 0\n", " zonas_preço['Std_PreçoZone'] = 0\n", "\n", " # Computa a média e o desvio padrão dos preços de cada zona\n", " for centro in centros:\n", " preço_metro = zonas.loc[zonas['Zona']==centro]['Preço']\n", " zonas_preço.iloc[zonas_preço.loc[zonas_preço['Zona']==centro].index,1] = preço_metro.mean()\n", " zonas_preço.iloc[zonas_preço.loc[zonas_preço['Zona']==centro].index,2] = preço_metro.std()\n", "\n", " # Insere no dataframe train a média e o desvio padrão de cada zona\n", " train = pd.merge(train,\n", " pd.merge(zonas,zonas_preço,on=\"Zona\",how='left')[[\"ImovelID\",'Zona',\n", " 'Mean_PreçoZone','Std_PreçoZone']],\n", " on=\"ImovelID\", how= 'inner')\n", "\n", " columns = ['ImovelID','Preço','Area','Qtde_Quartos','Qtde_Banheiros','Qtde_Suites',\n", " 'Vagas_Garagem','Valor_Cond','Valor_IPTU','Latitude','Longitude','Mean_PreçoZone',\n", " 'Std_PreçoZone']\n", "\n", " train = train[columns]\n", " \n", " return train, zonas_preço\n", "\n", "train, zonas_preço = transform_prices (train.iloc[:,0:11], clusters)\n", "# Mapa de coorelação entre as variáveis do problema:\n", "corrmat = train.iloc[:,1:13].corr()\n", "plt.subplots(figsize=(12,9))\n", "sns.heatmap(corrmat, vmax=0.9, annot=True, square=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Finalmente, o mapa de correlação mostrado acima indica que a transformação de variáveis realizada enriqueceu bastante as informações do problema. Portanto, as características que serão utilizadas para modelar os preços dos apartamentos são as seguintes: \n", "\n", "
    \n", "
          \n", "
        1. Área;
        2. \n", "
        3. Quantidade de suítes;
        4. \n", "
        5. Quantidade de vagas de garagem;
        6. \n", "
        7. Quantidade de banheiros;
        8. \n", "
        9. Quantidade de quartos;
        10. \n", "
        11. Valor do condomínio;
        12. \n", "
        13. Valor do IPTU;
        14. \n", "
        15. Latitude;
        16. \n", "
        17. Longitude;
        18. \n", "
        19. Preço médio dos imóveis da região;
        20. \n", "
        21. Desvio padrão dos preços dos imóveis da região.
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    3.3 VARIÁVEIS COM DISTRIBUIÇÕES ASSIMÉTRICAS

    \n", "\n", ">
    NORMALIZANDO AS DISTRIBUIÇÕES
    \n", "\n", ">
    A distribuição normal, ou distribuição gaussiana, é a distribuição preferida dos estatísticos e dos cientistas de dados por serem capazes de modelar uma vasta quantidade de fenômenos naturais e por tornarem as operações matemáticas de análise relativamente simples, se comparadas à de outras distribuições. Ademais, o teorema central do limite 9 afirma que quando se aumenta a quantidade de amostras de um evento, a distribuição amostral da sua média aproxima-se cada vez mais de uma distribuição normal. Como foi visto no Capítulo 3, os algoritmos de aprendizado de máquina são fundamentalmente baseados em modelos matemáticos; portanto,\n", "esses algoritmos tendem a performar melhor quando os dados estão distribuídos conforme uma\n", "distribuição normal.
    " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mu = 566225.92 and sigma = 488912.85\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Gerando o SeaBorn gráfico que mostra a distribuição dos preços\n", "def IsDataNormDistribued(df):\n", " \n", " # Gera o Seaborn gráfico que mostra a distrubição dos dados\n", " a4_dims = (8*1.5, 6*1.5)\n", " fig, ax = pyplot.subplots(figsize=a4_dims)\n", " fig.set_size_inches(8*1.5, 6*1.5)\n", " sns.distplot(df['Preço'] , fit=norm, ax=ax);\n", "\n", " # Calcula a distribuição normal que mais se aproxima dos daos\n", " (mu, sigma) = norm.fit(df['Preço'])\n", " print( '\\n mu = {:.2f} and sigma = {:.2f}\\n'.format(mu, sigma))\n", "\n", " # Plota o gráfico de distribuição\n", " plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} )'.format(mu, sigma)],\n", " loc='best')\n", " plt.ylabel('Frequency')\n", " plt.title('Distribuição dos Preços')\n", "\n", " # Plota o gráfico de probabilidades\n", " fig = plt.figure(figsize=(8*1.5, 6*1.5))\n", " y_lower = Define_Axis_Limits(df['Preço'].min(),False)\n", " Define_Axis_Limits(90,False)\n", " res = stats.probplot(df['Preço'], plot=plt)\n", " plt.title('Gráfico de Probabilidades')\n", " plt.show()\n", "\n", "IsDataNormDistribued(train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    O gráficos acima sugerem que a distribuição dos preços não segue uma distribuição normal, algo que não é desejável. Realizar-se-á uma transformação logarítma (log(1+x)) nos preços dos apartamentos na esperança de tornar a distribuição desses dados mais próxima de uma distribuição \"normal\".
    " ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mu = 13.02 and sigma = 0.63\n", "\n" ] }, { "data": { "image/png": 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\n", 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    " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Utilziando a função log1p da bibloteca tnumpy \n", "# que aplica a transformação log(1+x) em todos elementos de uma coluna\n", "train['Preço'] = np.log1p(train['Preço'])\n", "IsDataNormDistribued(train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Pode se observar nos gráficos acima que a distribuição dos preços está bem mais próxima de uma distribuição normal.
    " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Uma outra análise a ser realizada é com relação a assimetria das distribuições das variáveis independentes. A assimetria (em inglês: skewness) mede o quanto a cauda lado esquerdo de uma distribuição é maior do que a cauda do lado direito ou vice-versa. Uma assimetria positiva indica que a cauda do lado direito é maior que a do lado esquerdo e uma assimetria negativa, obviamente, indica o contrário.
    \n", "\n", ">
    A bibloteca pandas oferece uma função chamada \"skew\", viés em português, que determina o quão assimétrica a distribuição de um conjunto de dados está em relação à sua distribuição normal. Neste link há mais detalhes sobre o que essa função faz. Ir-se-á, portanto, utilizar a função skew para identificar variáveis no conjunto de treino que apresentam uma assimetria elevada.
    \n", "\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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    Assimetria
    Valor_Cond143.6802
    Valor_IPTU81.6895
    Vagas_Garagem3.0675
    Area2.1436
    Qtde_Banheiros2.1179
    Mean_PreçoZone1.4953
    Std_PreçoZone1.3009
    Qtde_Suites1.1771
    Latitude0.4521
    Qtde_Quartos0.0391
    Longitude-0.2153
    \n", "
    " ], "text/plain": [ " Assimetria\n", "Valor_Cond 143.6802\n", "Valor_IPTU 81.6895\n", "Vagas_Garagem 3.0675\n", "Area 2.1436\n", "Qtde_Banheiros 2.1179\n", "Mean_PreçoZone 1.4953\n", "Std_PreçoZone 1.3009\n", "Qtde_Suites 1.1771\n", "Latitude 0.4521\n", "Qtde_Quartos 0.0391\n", "Longitude -0.2153" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Quantidade de variáveis do conjunto de treino com distribuição assimétrica\n", "numeric_feats = train.iloc[:,2:14].dtypes[train.iloc[:,2:14].dtypes != \"object\"].index\n", "# Verificando a assimetria das variaveis do problemaa\n", "skewed_feats = train.iloc[:,2:14][numeric_feats].apply(lambda x: skew(x.dropna())).sort_values(ascending=False)\n", "skewness_train = pd.DataFrame({'Assimetria' :skewed_feats})\n", "# Variaveis com distribuição assimétrica no conjunto de treino\n", "skewness_train.head(11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    TRANSFORMAÇÃO BOX COX NAS VARIÁVEIS ALTAMENTE ENVIESADAS
    \n", "\n", ">
    Este artigo explica resumidamente no que se consiste a transformação Box Cox. Vamos utilizar a função \"boxcox1p\" que computa a tranformação Box Cox de 1 + x. Oberseve que ao definir lambda=0 é o mesmo que usar a tranformação logaratma feita na variável preço anteriormente.
    " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from scipy.special import boxcox1p\n", "# Seleciona as variáveis que possuem coefieciente de assimétria maior do 1\n", "skewness = skewness_train[abs(skewness_train.Assimetria)>1]\n", "# Realiza a tranformação Box Cox utilizando lambda = 0.5\n", "skewed_features = skewness.index\n", "lam = 0.5\n", "for feat in skewed_features:\n", " #all_data[feat] += 1\n", " train[feat] = boxcox1p(train[feat], lam)\n", "\n", "numeric_feats = train.iloc[:,2:14].dtypes[train.iloc[:,2:14].dtypes != \"object\"].index\n", "# Verificando a assimetria das variaveis do problema\n", "skewed_feats = train.iloc[:,2:14][numeric_feats].apply(lambda x: skew(x.dropna())).sort_values(ascending=False)\n", "skewness_train = pd.DataFrame({'Assimetria' :skewed_feats})\n", "# Variaveis com distribuição assimétrica no conjunto de treino\n", "skewness_train.head(11) \n", "\n", "train.to_csv(\"/home/gpassos/Documents/tcc/data/train_transformed.csv\", encoding=\"utf-8\", sep=\",\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

    4. MODELAGEM E PREDIÇÃO DOS PREÇOS DO CONJUNTO DE TESTE

    \n", "\n", ">
    Nesta etapa, avaliar-se-á a perfomance dos principais modelos de regressão da biblioteca scikit-learn na predição dos preços do conjunto de teste.
    " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Obtendo algumas biblotecas importantes para essa etapa.\n", "from sklearn.linear_model import ElasticNet, Lasso, BayesianRidge, LassoLarsIC\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "from sklearn.kernel_ridge import KernelRidge\n", "from sklearn.svm import SVR\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import RobustScaler\n", "from sklearn.base import BaseEstimator, TransformerMixin, RegressorMixin, clone\n", "from sklearn.model_selection import KFold, cross_val_score, train_test_split\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn import metrics\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.base import clone\n", "from sklearn.model_selection import KFold\n", "import time\n", "import xgboost as xgb\n", "import lightgbm as lgb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    4.1 DEFININDO UMA ESTRATÉGIA DE VALIDAÇÃO CRUZADA

    \n", "\n", ">
    O principal objetivo de se utilizar algoritmos de aprendizado de máquina em problemas da vida real é obter um modelo computacional que seja capaz de produzir respostas eficazes para situações novas de um mesmo problema. Em outras palavras, a relevância dos resultados dos modelos está atrelada ao desempenho dos mesmos na predição das amostras do conjunto de teste, pois não faz sentido prático predizer os resultados das amostras de treino. Assim, faz-se necessário definir uma estratégia de validação da predição dos preços das 21.232 amostras.
    \n", "\n", ">
    Uma maneira de se resolver tal problema é usar a técnica denominada k-fold Cross Validation (JAMES et al., 2014), popularmente conhecida entre os cientistas de dados. Basicamente, essa técnica consiste em dividir as amostras aleatoriamente em k grupos, ou dobras (em inglês: folds), de tamanho aproximado. Então, o primeiro grupo k1 de amostras é usado como conjunto de validação e os k − 1 grupos restantes são usados como conjunto de treino. O erro quadrático médio (EQM) (em inglês: mean squared error ou MSE) do experimento é computado e armazenado. Esse processo é repetido k vezes e, em cada vez, um grupo diferente de amostras ki é tratado como conjunto de validação e os restantes ki − 1 grupos são usados como conjunto de treino. Esse procedimento produz então k estimativas de erros de testes, MSE1, MSE2 , . . . ,MSEk . Desse modo, a estimativa de erro do procedimento k-fold Cross Validation é definida pela média dos MSE k erros computados em cada experimento
    " ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# Função para associação da média e do desvio padrão dos preços ao dados de teste\n", "def transform_test_set(test,clusters,zonas_preço):\n", " \n", " clus = clusters.predict(test[['Latitude', 'Longitude']])\n", "\n", " # Concatena a média e o desvio padrão do preços no conjunto de treino\n", " zonas = pd.DataFrame({\"ImovelID\":test['ImovelID'],\"Zona\":clus})\n", " test = pd.merge(test,\n", " pd.merge(zonas,zonas_preço,on=\"Zona\",how='left')[[\"ImovelID\",'Mean_PreçoZone',\n", " 'Std_PreçoZone','Zona']],\n", " on=\"ImovelID\", how= 'inner')\n", "\n", " columns = ['ImovelID','Preço','Area','Qtde_Quartos','Qtde_Banheiros','Qtde_Suites',\n", " 'Vagas_Garagem','Valor_Cond','Valor_IPTU','Latitude','Longitude','Mean_PreçoZone',\n", " 'Std_PreçoZone']\n", "\n", " test=test[columns]\n", " \n", " return test\n", "\n", "\n", "# Função de validação cruzada\n", "def cross_validation_score(estimator,X,clusters,n_folds=5): \n", " # Shuffling o conjunto de dados\n", " X = X.sample(frac=1).reset_index(drop=True) \n", " kf = KFold(n_splits = n_folds, shuffle = True, random_state = 2)\n", " # Coluna auxiliares\n", " X['Real_PreçoT'] = 0\n", " X['Pred_Preço'] = 0\n", " # Listas auciliares\n", " MAPE = []\n", " less_10per = []\n", " less_20per = []\n", " time_lst = []\n", " # Filtros de colunas\n", " column = X.columns.get_loc('Pred_Preço')\n", " columns = [x for x in X.columns if x not in ['Preço','ImovelID','Real_PreçoT','Pred_Preço']]\n", " columns.append('Mean_PreçoZone')\n", " columns.append('Std_PreçoZone')\n", " \n", " for train_index, test_index in kf.split(X):\n", " # inicia a contagem de tempo\n", " start = time.time()\n", " # Calcula a média e o desvio padrão dos preços dos dados treino\n", " train_set, zonas_preço = transform_prices(X.iloc[train_index],clusters)\n", " # Treina o modelo\n", " estimator.fit(train_set.loc[:,columns],train_set.Preço)\n", " \n", " # Associa a média e os preços dos dados de treino ao conjunto de teste\n", " test_set = transform_test_set(X.iloc[test_index],clusters,zonas_preço)\n", " \n", " # Prediz o preços dos dados de treino\n", " X.iloc[test_index,column]=np.expm1(estimator.predict(test_set.loc[:,columns]))\n", " # Encerra contagem\n", " end = time.time()\n", " \n", " APE = abs(np.expm1(X.loc[test_index].Preço)- \n", " X.loc[test_index].Pred_Preço)/np.expm1(X.loc[test_index].Preço)\n", " MAPE.append(APE.mean())\n", " less_10per.append(len(APE.loc[APE<0.1])/len(APE))\n", " less_20per.append(len(APE.loc[APE<0.2])/len(APE)) \n", " time_lst.append(end-start)\n", " \n", " # Computa o Erro Absoluto Percentual\n", " X['APE'] = abs(np.expm1(X.Preço)- \n", " X.Pred_Preço)*100/np.expm1(X.Preço)\n", " \n", " # Preços reais\n", " X['Real_PreçoT'] = np.expm1(X['Preço'])\n", " \n", " # Calcula o Erro Médio Absoluto Perceutal\n", " MAPE = np.array(MAPE).mean()*100\n", " less_10per = np.array(less_10per).mean()*100\n", " less_20per = np.array(less_20per).mean()*100\n", " time_ = np.array(time_lst).mean()\n", " m, s = divmod(time_, 60)\n", " \n", " columns = ['MAPE','Dentro de ± 10%','Dentro de ± 20%', 'Tempo Médio Pred.']\n", "\n", " # Resposta\n", " return X,pd.DataFrame({'MAPE':'{:.3f}'.format(MAPE) + \"%\",\n", " 'Dentro de ± 10%':'{:.3f}'.format(less_10per) + \"%\",\n", " 'Dentro de ± 20%':'{:.3f}'.format(less_20per) + \"%\",\n", " 'Tempo Médio Pred.':\"%02dmin %02dsec\" %(m, s)}, index=[0])[columns]\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    4.1 PRINCIPAIS MODELOS BASE DA BIBLIOTECA DO SCKIT-LEARN

    \n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "linear_regression = make_pipeline(RobustScaler(),\n", " LinearRegression(fit_intercept=True, normalize=False, \n", " copy_X=True, n_jobs=None))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    LASSO Regression
    \n", "\n", ">
    Este modelo é bem sensível a outliers. Ir-se-á torná-lo mais robusto utilizando o método Robustscaler().
    " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "lasso = make_pipeline(RobustScaler(), Lasso(alpha =0.01, random_state=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Elastic Net Regression
    \n", "\n", ">
    Igualmente ao anterior, esse modelo é também bem sensível a outliers. Ir-se-á torná-lo mais robusto utilizando o método Robustscaler().
    " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "ENet = make_pipeline(RobustScaler(), ElasticNet(alpha=0.001, l1_ratio=.9, random_state=3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Support Vector Regression:
    \n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "KRR = KernelRidge(alpha=0.01, kernel='polynomial', degree=2, coef0=2.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Multi-layer Perceptron
    \n", "\n", ">
    Definiu-se o número de camadas escondidas igual a 1000 e a função a unidade linear retificada como função de ativação dos neurônios.\n", "Ademais, definiu-se o método de otimização estocástico gradient-based para ajustes dos pesos w dos neurônios.
    " ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "mlp = MLPRegressor(hidden_layer_sizes=(1000, ), activation='relu', solver='adam', alpha=0.0001, \n", " batch_size='auto', learning_rate='constant', learning_rate_init=0.001, power_t=0.5, \n", " max_iter=200, shuffle=True, random_state=None, tol=0.0001, verbose=False, \n", " warm_start=False, momentum=0.9, nesterovs_momentum=True, early_stopping=False, \n", " validation_fraction=0.1, beta_1=0.9, beta_2=0.999, epsilon=1e-08, n_iter_no_change=10)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Gradient Boosting:
    " ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "GBoost = GradientBoostingRegressor(n_estimators=3000, learning_rate=0.1,\n", " max_depth=6, max_features='sqrt',\n", " min_samples_leaf=15, min_samples_split=10, \n", " loss='huber', random_state =5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    Xtreme GBoost:
    " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "model_xgb = xgb.XGBRegressor(colsample_bytree=0.4603, gamma=0.0468, \n", " learning_rate=0.1, max_depth=6, \n", " min_child_weight=1.7817, n_estimators=3000,\n", " reg_alpha=0.4640, reg_lambda=0.8571,\n", " subsample=0.5213, silent=1,\n", " random_state =7, nthread = -1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">
    LightGBM:
    " ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "model_lgb = lgb.LGBMRegressor(objective='regression',num_leaves=6,\n", " learning_rate=0.05, n_estimators=3000,\n", " max_bin = 55, bagging_fraction = 0.8,\n", " bagging_freq = 5, feature_fraction = 0.2319,\n", " feature_fraction_seed=9, bagging_seed=9,\n", " min_data_in_leaf =6, min_sum_hessian_in_leaf = 11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">

    4.2 RESULTADOS

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    Abaixo são apresentados os resultados dos experimentos.
    " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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    MAPEDentro de ± 10%Dentro de ± 20%Tempo Médio Pred.
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    " ], "text/plain": [ " MAPE Dentro de ± 10% Dentro de ± 20% Tempo Médio Pred.\n", "0 18.882% 34.853% 63.206% 00min 00sec" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Resultado LASSO\n", "df_lreg,df_lreg_resume = cross_validation_score(linear_regression,train.iloc[:,0:11],clusters)\n", "df_lreg_resume" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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    MAPEDentro de ± 10%Dentro de ± 20%Tempo Médio Pred.
    019.915%33.360%60.399%00min 27sec
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