![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\"){kind=icon}
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "###**Resolução do Desafio 1 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38**"
+ ],
+ "metadata": {
+ "id": "dlI3SegUDwzM"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 1\n",
+ "\n",
+ "Escreva um programa em Python para contabilizar a quantidade de ocorrências de cada palavra.\n"
+ ],
+ "metadata": {
+ "id": "EVfe6n01EzIk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "palavras = [\n",
+ " 'red', 'green', 'black', 'pink', 'black', 'white', 'black', 'eyes',\n",
+ " 'white', 'black', 'orange', 'pink', 'pink', 'red', 'red', 'white', 'orange',\n",
+ " 'white', \"black\", 'pink', 'green', 'green', 'pink', 'green', 'pink',\n",
+ " 'white', 'orange', \"orange\", 'red'\n",
+ "]"
+ ],
+ "metadata": {
+ "id": "P6bYkr3eE4dK"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Opção 1:\n",
+ "from collections import Counter\n",
+ "dicionario = Counter(palavras)\n",
+ "dicionario"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "aLxpqRYMFyAL",
+ "outputId": "27ba8b8b-3c23-4a47-eda8-b36a90b81c67"
+ },
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "Counter({'black': 5,\n",
+ " 'eyes': 1,\n",
+ " 'green': 4,\n",
+ " 'orange': 4,\n",
+ " 'pink': 6,\n",
+ " 'red': 4,\n",
+ " 'white': 5})"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 8
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Opção 2:\n",
+ "contagem={}\n",
+ "for n in palavras:\n",
+ " total=palavras.count(n)\n",
+ " contagem[f'{n}']=total\n",
+ "print(contagem)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Q2fiDUNYGgZ_",
+ "outputId": "03872bae-d829-4104-fe96-731f84f301f7"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "{'red': 4, 'green': 4, 'black': 5, 'pink': 6, 'white': 5, 'eyes': 1, 'orange': 4}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Opção 3:\n",
+ "for n in palavras:\n",
+ " print (n + \" \" + str(dicionario[n]) if n in palavras else 0)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "pftwYNeuH-bb",
+ "outputId": "51632af5-d717-40e4-83e6-8d23191b23e4"
+ },
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "red 4\n",
+ "green 4\n",
+ "black 5\n",
+ "pink 6\n",
+ "black 5\n",
+ "white 5\n",
+ "black 5\n",
+ "eyes 1\n",
+ "white 5\n",
+ "black 5\n",
+ "orange 4\n",
+ "pink 6\n",
+ "pink 6\n",
+ "red 4\n",
+ "red 4\n",
+ "white 5\n",
+ "orange 4\n",
+ "white 5\n",
+ "black 5\n",
+ "pink 6\n",
+ "green 4\n",
+ "green 4\n",
+ "pink 6\n",
+ "green 4\n",
+ "pink 6\n",
+ "white 5\n",
+ "orange 4\n",
+ "orange 4\n",
+ "red 4\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From beb0df967b7f0b1875beeee731dd507ca4c137ff Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sat, 25 Jun 2022 22:01:29 -0300
Subject: [PATCH 02/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 91 +++++++++++++++++++
1 file changed, 91 insertions(+)
create mode 100644 Desafio_2_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_2_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_2_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..38c2ee3
--- /dev/null
+++ b/Desafio_2_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,91 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 2 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "collapsed_sections": [],
+ "authorship_tag": "ABX9TyPt9QtN37Aa0mwcbG+2QpnU",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "FrFjUlLrcTDh"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "\n",
+ "### Desafio 2\n",
+ "\n",
+ "Escreva uma função que receba um número inteiro de horas e converta esse número para segundos.\n",
+ "\n",
+ "Exemplo:\n",
+ "\n",
+ "convert(5) ➞ 18000\n",
+ "\n",
+ "convert(3) ➞ 10800\n",
+ "\n",
+ "convert(2) ➞ 7200\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "BkVaOex-bcX4"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "5K3W-K-sbaRU",
+ "outputId": "a53dc8c1-3df4-4950-c348-dd3ce52b6584"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "3600\n",
+ "7200\n"
+ ]
+ }
+ ],
+ "source": [
+ "#opção 1:\n",
+ "def convert_to_sec(number):\n",
+ " x=number * 3600\n",
+ " print(x)\n",
+ "convert_to_sec(1)\n",
+ "convert_to_sec(2)"
+ ]
+ }
+ ]
+}
\ No newline at end of file
From a29c2e3ffe8074813caee79974b28a614aebc71d Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 16:25:39 -0300
Subject: [PATCH 03/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 125 ++++++++++++++++++
1 file changed, 125 insertions(+)
create mode 100644 Desafio_3_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_3_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_3_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..d3cd10c
--- /dev/null
+++ b/Desafio_3_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,125 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 3 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyO2MtgEsUX2sPasum3YeP9b",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "4JRUfqL_Z-Ht"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 3\n",
+ "\n",
+ "Escreva uma função que receba uma lista como entrada e retorne uma nova lista ordenada e sem valores duplicados."
+ ],
+ "metadata": {
+ "id": "x317kt0oZ95x"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "lista = [1,2,3,4,3,30,3,4,5,6,9,3,2,1,2,4,5,15,6,6,3,13,4,45,5]\n",
+ "\n",
+ "# Seu código"
+ ],
+ "metadata": {
+ "id": "L8kOFW4MaDje"
+ },
+ "execution_count": 3,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 1:\n",
+ "\n",
+ "def lista_ordenada(n):\n",
+ " x=set(n)\n",
+ " y=sorted(x)\n",
+ " return list(x)\n",
+ "lista_ordenada(lista)\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "I_LZdkyraGEy",
+ "outputId": "67741efd-663d-4601-bd78-d7c1db24e26d"
+ },
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[1, 2, 3, 4, 5, 6, 9, 13, 45, 15, 30]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 9
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 2:\n",
+ "\n",
+ "from collections import OrderedDict\n",
+ "def lista_ordenada(n):\n",
+ " final_list = list(OrderedDict.fromkeys(lista))\n",
+ " print(final_list)\n",
+ "lista_ordenada(lista)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "YyyixjZ9cCKd",
+ "outputId": "7f3115da-55aa-40fd-dd1a-292e1c64f1ae"
+ },
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[1, 2, 3, 4, 30, 5, 6, 9, 15, 13, 45]\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 8e47dac664fc7f21b5f7372a9f132be9c1a88911 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 16:55:24 -0300
Subject: [PATCH 04/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 82 +++++++++++++++++++
1 file changed, 82 insertions(+)
create mode 100644 Desafio_4_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_4_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_4_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..2b866c3
--- /dev/null
+++ b/Desafio_4_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,82 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 4 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyMTOwDCgFfFshjPFNAtLafb",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "zJMbmQmzfgfm"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##Desafio 4\n",
+ "\n",
+ "Escreva uma função cuja entrada é uma string e a saída é outra string com as palavras em ordem inversa.\n",
+ "\n",
+ "Exemplo:\n",
+ "\n",
+ "inverte_texto(\"Python é legal\") ➞ \"legal é Python\""
+ ],
+ "metadata": {
+ "id": "bo-dCPFwkpJ1"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import re\n",
+ "def inverter(frase, regex=re.compile(r\"[^\\-,.?!\\s]+\")):\n",
+ " return \" \".join(re.findall(regex, frase)[::-1])\n",
+ "\n",
+ "print(inverter(\"Eu roubei nessa questão porque não consegui resolver sozinho. Por isso, colei da internet.\"))\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "QDU3b--Bfuzr",
+ "outputId": "fd24c1c7-6407-4f44-d8c7-cf10f1c996f4"
+ },
+ "execution_count": 5,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "internet da colei isso Por sozinho resolver consegui não porque questão nessa roubei Eu\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 271f88c41b6c5410318b25f330cd447d84015f28 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 17:40:05 -0300
Subject: [PATCH 05/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 124 ++++++++++++++++++
1 file changed, 124 insertions(+)
create mode 100644 Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..f61722a
--- /dev/null
+++ b/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,124 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 5 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyOw09L0xp3SnXsptfXgoBDP",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "iqRQC7xmmSbp"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Desafio 5\n",
+ "Você trabalha em uma loja de sapatos e deve contatar uma série de clientes. Seus números de telefone estão na lista abaixo. No entanto, é possível notar números duplicados na lista dada. Você seria capaz de remover estes duplicados para evitar que clientes sejam contatados mais de uma vez?\n"
+ ],
+ "metadata": {
+ "id": "3zAOo1pDsM11"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "numeros_telefone = [\n",
+ "'(765) 368-1506',\n",
+ "'(285) 608-2448',\n",
+ "'(255) 826-9050',\n",
+ "'(554) 994-1517',\n",
+ "'(285) 608-2448',\n",
+ "'(596) 336-5508',\n",
+ "'(511) 821-7870',\n",
+ "'(410) 665-4447',\n",
+ "'(821) 642-8987',\n",
+ "'(285) 608-2448',\n",
+ "'(311) 799-3883',\n",
+ "'(935) 875-2054',\n",
+ "'(464) 788-2397',\n",
+ "'(765) 368-1506',\n",
+ "'(650) 684-1437',\n",
+ "'(812) 816-0881',\n",
+ "'(285) 608-2448',\n",
+ "'(885) 407-1719',\n",
+ "'(943) 769-1061',\n",
+ "'(596) 336-5508',\n",
+ "'(765) 368-1506',\n",
+ "'(255) 826-9050',\n",
+ "]"
+ ],
+ "metadata": {
+ "id": "qecWje2MsL7L"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "set(sorted(numeros_telefone))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "mhoHYiADsL22",
+ "outputId": "a5a63fcf-196e-4063-a132-aaf7f91d8cfc"
+ },
+ "execution_count": 4,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "{'(255) 826-9050',\n",
+ " '(285) 608-2448',\n",
+ " '(311) 799-3883',\n",
+ " '(410) 665-4447',\n",
+ " '(464) 788-2397',\n",
+ " '(511) 821-7870',\n",
+ " '(554) 994-1517',\n",
+ " '(596) 336-5508',\n",
+ " '(650) 684-1437',\n",
+ " '(765) 368-1506',\n",
+ " '(812) 816-0881',\n",
+ " '(821) 642-8987',\n",
+ " '(885) 407-1719',\n",
+ " '(935) 875-2054',\n",
+ " '(943) 769-1061'}"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 4
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 9a0384825e3cbc39128d32eb94faab87eb48700e Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 17:42:48 -0300
Subject: [PATCH 06/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
..._Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 15 ++++++++-------
1 file changed, 8 insertions(+), 7 deletions(-)
diff --git a/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
index f61722a..a5c4a46 100644
--- a/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
+++ b/Desafio_5_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -5,7 +5,7 @@
"colab": {
"name": "Desafio 5 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
"provenance": [],
- "authorship_tag": "ABX9TyOw09L0xp3SnXsptfXgoBDP",
+ "authorship_tag": "ABX9TyPfswusC8qhDvSGedzVilRd",
"include_colab_link": true
},
"kernelspec": {
@@ -83,22 +83,23 @@
{
"cell_type": "code",
"source": [
- "set(sorted(numeros_telefone))"
+ "numeros_telefone_novo=list(sorted(set(numeros_telefone)))\n",
+ "numeros_telefone_novo"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mhoHYiADsL22",
- "outputId": "a5a63fcf-196e-4063-a132-aaf7f91d8cfc"
+ "outputId": "82b832be-3393-4f32-d087-3f01628595f4"
},
- "execution_count": 4,
+ "execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
- "{'(255) 826-9050',\n",
+ "['(255) 826-9050',\n",
" '(285) 608-2448',\n",
" '(311) 799-3883',\n",
" '(410) 665-4447',\n",
@@ -112,11 +113,11 @@
" '(821) 642-8987',\n",
" '(885) 407-1719',\n",
" '(935) 875-2054',\n",
- " '(943) 769-1061'}"
+ " '(943) 769-1061']"
]
},
"metadata": {},
- "execution_count": 4
+ "execution_count": 8
}
]
}
From efea8467a880a9f5b5edb27913abf8b99c487b0f Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 18:09:03 -0300
Subject: [PATCH 07/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 197 ++++++++++++++++++
1 file changed, 197 insertions(+)
create mode 100644 Desafio_6_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_6_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_6_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..0eb30d9
--- /dev/null
+++ b/Desafio_6_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,197 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 6 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyPHjkLGeAUAA4p8PbI9Arc0",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "3YJTe3gaw4CW"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 6\n",
+ "\n",
+ "Crie uma função que receba duas listas e retorne uma lista que contenha apenas os elementos comuns entre as listas (sem repetição). A função deve suportar lista de tamanhos diferentes.\n"
+ ],
+ "metadata": {
+ "id": "QFyhVdGjw8Jv"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**Listas**"
+ ],
+ "metadata": {
+ "id": "nq5U0jf5xATE"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "id": "iRBV_p97wex0"
+ },
+ "outputs": [],
+ "source": [
+ "a = [1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89]\n",
+ "b = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 1:\n",
+ "\n",
+ "def join_listas (x,y):\n",
+ " z=list(sorted(set([*x, *y])))\n",
+ " return z\n",
+ "join_listas(a,b)\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "2UGGOdqExJAJ",
+ "outputId": "dc5d6604-88b0-4d8b-ab03-cc27a323b8db"
+ },
+ "execution_count": 20,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 21, 34, 55, 89]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 20
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 2:\n",
+ "\n",
+ "def join_listas (x,y):\n",
+ " z=x+y\n",
+ " return sorted(set(z))\n",
+ "join_listas(a,b)\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "y1lLTKM71BN_",
+ "outputId": "7f89dd8e-b372-48ee-9e5e-e5960d2f3ee1"
+ },
+ "execution_count": 21,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 21, 34, 55, 89]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 21
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 3:\n",
+ "\n",
+ "def join_listas (x,y):\n",
+ " for i in y: \n",
+ " x.append(i)\n",
+ " return sorted(set(x))\n",
+ "join_listas(a,b)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "kSi-G-wBzWVs",
+ "outputId": "d314b80c-b813-4c7c-ebf3-dbc9d6b026d0"
+ },
+ "execution_count": 22,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 21, 34, 55, 89]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 22
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#opção 4:\n",
+ "import itertools \n",
+ "def join_listas(x,y):\n",
+ " z = list(itertools.chain(x,y))\n",
+ " return sorted(set(z))\n",
+ "join_listas(a,b)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "6GpfdfMs1nca",
+ "outputId": "e53bf4ee-c40e-47ed-bec9-336054961239"
+ },
+ "execution_count": 24,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 21, 34, 55, 89]"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 24
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 7fa46c65b3f4b9e86423d96e511ce83055db7a58 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 26 Jun 2022 18:34:17 -0300
Subject: [PATCH 08/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 151 ++++++++++++++++++
1 file changed, 151 insertions(+)
create mode 100644 Desafio_7_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_7_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_7_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..210c242
--- /dev/null
+++ b/Desafio_7_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,151 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 7 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyP+1YmAveHsugizZ7s2pmPu",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "6p6QOo884QOI"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "# Desafio 7\n",
+ "Um professor de universidade tem uma turma com os seguintes números de telefones:"
+ ],
+ "metadata": {
+ "id": "ic900xT74VZf"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "MZSGneCT4OmF"
+ },
+ "outputs": [],
+ "source": [
+ "telefones_alunos = ['(873) 810-8267', '(633) 244-7325', '(300) 303-5462', \n",
+ " '(938) 300-8890', '(429) 264-7427', '(737) 805-2326', \n",
+ " '(768) 956-8497', '(941) 225-3869', '(203) 606-9463', \n",
+ " '(294) 430-7720', '(896) 781-5087', '(397) 845-8267', \n",
+ " '(788) 717-6858', '(419) 734-4188', '(682) 595-3278', \n",
+ " '(835) 955-1498', '(296) 415-9944', '(897) 932-2512', \n",
+ " '(263) 415-3893', '(822) 640-8496', '(640) 427-2597', \n",
+ " '(856) 338-7094', '(807) 554-4076', '(641) 367-5279', \n",
+ " '(828) 866-0696', '(727) 376-5749', '(921) 948-2244', \n",
+ " '(964) 710-9625', '(596) 685-1242', '(403) 343-7705', \n",
+ " '(227) 389-3685', '(264) 372-7298', '(797) 649-3653', \n",
+ " '(374) 361-3844', '(618) 490-4228', '(987) 803-5550', \n",
+ " '(228) 976-9699', '(757) 450-9985', '(491) 666-5367',\n",
+ " ]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Ele criou um grupo do WhatsApp. No entanto, somente os seguintes números entraram no grupo:"
+ ],
+ "metadata": {
+ "id": "Y1HqZuT04kEU"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "entraram_no_grupo = ['(596) 685-1242', '(727) 376-5749', '(987) 803-5550', \n",
+ " '(633) 244-7325', '(828) 866-0696', '(263) 415-3893', \n",
+ " '(203) 606-9463', '(296) 415-9944', '(419) 734-4188', \n",
+ " '(618) 490-4228', '(682) 595-3278', '(938) 300-8890', \n",
+ " '(264) 372-7298', '(768) 956-8497', '(737) 805-2326', \n",
+ " '(788) 717-6858', '(228) 976-9699', '(896) 781-5087',\n",
+ " '(374) 361-3844', '(921) 948-2244', '(807) 554-4076', \n",
+ " '(822) 640-8496', '(227) 389-3685', '(429) 264-7427', \n",
+ " '(397) 845-8267']"
+ ],
+ "metadata": {
+ "id": "jB6gwIub4qc9"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Você seria capaz de criar uma lista dos alunos que ainda não entraram no grupo para que sejam contatados individualmente?"
+ ],
+ "metadata": {
+ "id": "e0VxCfgA43qC"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from pprint import pprint\n",
+ "alunos = set(telefones_alunos)\n",
+ "alunos_grupo = set(entraram_no_grupo)\n",
+ "alunos_fora_grupo = sorted(list(alunos.difference(alunos_grupo)))\n",
+ "pprint(alunos_fora_grupo)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "IzvGkMlT46fM",
+ "outputId": "28bdb93a-5ced-45d1-e17f-8f399097e42b"
+ },
+ "execution_count": 6,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['(294) 430-7720',\n",
+ " '(300) 303-5462',\n",
+ " '(403) 343-7705',\n",
+ " '(491) 666-5367',\n",
+ " '(640) 427-2597',\n",
+ " '(641) 367-5279',\n",
+ " '(757) 450-9985',\n",
+ " '(797) 649-3653',\n",
+ " '(835) 955-1498',\n",
+ " '(856) 338-7094',\n",
+ " '(873) 810-8267',\n",
+ " '(897) 932-2512',\n",
+ " '(941) 225-3869',\n",
+ " '(964) 710-9625']\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 89f1205cc9453d22e1d75f7b52d5cd075af0ef8d Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sat, 9 Jul 2022 17:14:21 -0300
Subject: [PATCH 09/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 158 ++++++++++++++++++
1 file changed, 158 insertions(+)
create mode 100644 Desafio_10_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_10_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_10_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..e783577
--- /dev/null
+++ b/Desafio_10_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,158 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 10 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyM0o5DAV9vjIdntuusS8UH1",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "mZ7eDfdeJpXc"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 10\n",
+ "\n",
+ "Dada uma lista, divida-a em 3 partes iguais e reverta a ordem de cada lista.\n",
+ "\n",
+ "**Exemplo:** \n",
+ "\n",
+ "Entrada: \\\n",
+ "sampleList = [11, 45, 8, 23, 14, 12, 78, 45, 89]\n",
+ "\n",
+ "Saída: \\\n",
+ "Parte 1 [8, 45, 11] \\\n",
+ "Parte 2 [12, 14, 23] \\\n",
+ "Parte 3 [89, 45, 78] "
+ ],
+ "metadata": {
+ "id": "U5fw_LumJpEU"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "sampleList = [11, 45, 8, 23, 14, 12, 78, 45, 89]"
+ ],
+ "metadata": {
+ "id": "hccSagwTJx-9"
+ },
+ "execution_count": 1,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Solução 1:\n",
+ "\n",
+ "n = 3\n",
+ "def Parte_1(lst, n): \n",
+ " for i in range(0, len(sampleList), n): \n",
+ " return list(reversed(lst[i:i + n]))\n",
+ "def Parte_2(lst, n):\n",
+ " for i in range(3,3+n,n):\n",
+ " return list(reversed(lst[i:i+n]))\n",
+ "def Parte_3(lst, n):\n",
+ " for i in range(6,6+n,n):\n",
+ " return list(reversed(lst[i:i+n]))\n",
+ "\n",
+ "print(f'Parte 1: {(Parte_1(sampleList, n))}'\n",
+ " f'\\nParte 2: {(Parte_2(sampleList, n))}'\n",
+ " f'\\nParte 3: {(Parte_3(sampleList, n))}')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "mTTuOT57aG3d",
+ "outputId": "9b336f30-547c-4ec6-e17c-bb8a692e2858"
+ },
+ "execution_count": 31,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Parte 1: [8, 45, 11]\n",
+ "Parte 2: [12, 14, 23]\n",
+ "Parte 3: [89, 45, 78]\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Solução 2: resposta da awari\n",
+ "l1 = []\n",
+ "l2 = []\n",
+ "l3 = []\n",
+ "qtde = len(sampleList) / 3\n",
+ "if qtde.is_integer():\n",
+ " for elem in sampleList:\n",
+ " if len(l1) < qtde:\n",
+ " l1.append(elem)\n",
+ " parte_1 = reversed(l1)\n",
+ " elif len(l2) < qtde:\n",
+ " l2.append(elem)\n",
+ " parte_2 = reversed(l2)\n",
+ " else:\n",
+ " if len(l3) < qtde:\n",
+ " l3.append(elem)\n",
+ " parte_3 = reversed(l3)\n",
+ " print(f'Parte 1: {list(parte_1)}'\n",
+ " f'\\nParte 2: {list(parte_2)}'\n",
+ " f'\\nParte 3: {list(parte_3)}')\n",
+ "else:\n",
+ " print('A respectiva lista não pode ser dividida em 3 partes iguais!')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "VCbwsZ2VehKA",
+ "outputId": "007f8353-6b1f-40c8-c578-f734941ab880"
+ },
+ "execution_count": 25,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Parte 1: [8, 45, 11]\n",
+ "Parte 2: [12, 14, 23]\n",
+ "Parte 3: [89, 45, 78]\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 13086a4af7fae2cd2acd6791b16064bccea2f3d4 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sat, 9 Jul 2022 18:08:20 -0300
Subject: [PATCH 10/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 94 +++++++++++++++++++
1 file changed, 94 insertions(+)
create mode 100644 Desafio_11_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_11_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_11_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..421dd62
--- /dev/null
+++ b/Desafio_11_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,94 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 11 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyP/y9wswfpfNMfkO89d/P9c",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "Khf4Hipaom-h"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 11\n",
+ "Dados uma sequência com `n` números inteiros, determinar quantos números da sequência são pares e quantos são ímpares.\\\n",
+ "Por exemplo, para a sequência\n",
+ "\n",
+ "`6 2 7 -5 8 -4`\n",
+ "\n",
+ "a sua função deve retornar o número 4 para o número de pares e 2 para o de ímpares.\\\n",
+ "A saída deve ser um **tupla** contendo primeiramente o número de pares e em seguida o número de ímpares.\\\n",
+ "Para o exemplo anterior, a saída seria `(4, 2)`."
+ ],
+ "metadata": {
+ "id": "_NGs9dWWodso"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#solução 1:\n",
+ "lista_aleatoria=[22,24,26,27,29,31,33]\n",
+ "pares=[]\n",
+ "impares=[]\n",
+ "def imp_ou_par(lst):\n",
+ " for i in lst:\n",
+ " if i%2==0:\n",
+ " pares.append(i)\n",
+ " elif i%2!=0:\n",
+ " impares.append(i)\n",
+ " tupla=(len(pares),len(impares))\n",
+ " print(f'A quantidade de números pares é: {len(pares)}', f'e a quantidade de números ímpares é: {len(impares)}')\n",
+ " print(f'Logo, a tupla é: {tupla}')\n",
+ "imp_ou_par(lista_aleatoria)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "D5A-HqQIopuF",
+ "outputId": "e772a098-e827-48b3-8580-d7f48bac9007"
+ },
+ "execution_count": 49,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "A quantidade de números pares é: 3 e a quantidade de números ímpares é: 4\n",
+ "Logo, a tupla é: (3, 4)\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From cda3eadf450971fccf0c856c29fc365858f86770 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sat, 9 Jul 2022 18:10:58 -0300
Subject: [PATCH 11/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 92 +++++++++++++++++++
1 file changed, 92 insertions(+)
create mode 100644 Desafio_9_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_9_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_9_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..589f47f
--- /dev/null
+++ b/Desafio_9_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,92 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "49Sr3EsN6B9a"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "c1J5PNGv6GK_"
+ },
+ "source": [
+ "### Desafio 9\n",
+ "\n",
+ "Escreva uma função que retorne a soma dos múltiplos de 3 e 5 entre 0 e um número limite, que vai ser utilizado como parâmetro. \\\n",
+ "Por exemplo, se o limite for 20, ele retornará a soma de 3, 5, 6, 9, 10, 12, 15, 18, 20."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "KoZW8Ebu-sOp"
+ },
+ "outputs": [],
+ "source": [
+ "def soma_mt_3e5(x):\n",
+ " y=[a for a in range(1, x+1) if a%3==0 or a%5==0]\n",
+ " soma=sum(y)\n",
+ " return soma"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "qPKCOqEyAhUX",
+ "outputId": "5585534e-a95f-4e30-cac6-e23d99295347"
+ },
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "98"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 21
+ }
+ ],
+ "source": [
+ "soma_mt_3e5(20)"
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "name": "Desafio 9 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyO7xNNT7IWz9/+AxLeM8aGw",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
From 66e71da46b0f7ef9e24f6fabcf6439c91bca784f Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sat, 9 Jul 2022 18:13:08 -0300
Subject: [PATCH 12/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 106 ++++++++++++++++++
1 file changed, 106 insertions(+)
create mode 100644 Desafio_8_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_8_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_8_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..78b09f6
--- /dev/null
+++ b/Desafio_8_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,106 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 8 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyMSSSI36flsE0MkU2NVRDau",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "\n"
+ ],
+ "metadata": {
+ "id": "MacXeo6FTB7r"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 8\n",
+ "\n",
+ "Escreva um script Python para encontrar as 10 palavras mais longas em um arquivo de texto.\n",
+ "O arquivo .txt está localizado na mesma pasta do projeto (**texto.txt**)."
+ ],
+ "metadata": {
+ "id": "mqI_oC0ATGbk"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#colei porque não consegui fazer sozinho\n",
+ "\n",
+ "from operator import itemgetter\n",
+ "with open('texto.txt','r') as t_base:\n",
+ " dic={}\n",
+ " conteudo=t_base.read().replace('.',' ').replace('-', \" \").replace(',',' ').replace(')', ' ')\n",
+ " for palavra in conteudo.split():\n",
+ " dic[f'{palavra}']=len(palavra)\n",
+ " ordem=sorted(dic.items(),key=itemgetter(1),reverse=True)\n",
+ " for k, v in enumerate(ordem):\n",
+ " if k < 10:\n",
+ " print(v[0],v[1])"
+ ],
+ "metadata": {
+ "id": "IX-Z5n1ATKGR",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "8bdc06bf-6559-4606-ed36-1c6ea0dc65c4"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "comprehensive 13\n",
+ "intermediate 12\n",
+ "interpreted 11\n",
+ "programming 11\n",
+ "readability 11\n",
+ "programmers 11\n",
+ "philosophy 10\n",
+ "emphasizes 10\n",
+ "imperative 10\n",
+ "functional 10\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "ouy8i6u24W3U"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
\ No newline at end of file
From 7e3f6de6f3687af1d9e654407d6f69c45b41331a Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Sun, 17 Jul 2022 17:18:57 -0300
Subject: [PATCH 13/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
...ece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb | 217 ++++++++++++++++++
1 file changed, 217 insertions(+)
create mode 100644 Desafio_12_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
diff --git a/Desafio_12_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb b/Desafio_12_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
new file mode 100644
index 0000000..94919ee
--- /dev/null
+++ b/Desafio_12_de_Python_Awari_Data_Sciece_Aluno_Marcilio_Duarte_Turma_DS38.ipynb
@@ -0,0 +1,217 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Desafio 12 de Python - Awari_Data Sciece - Aluno: Marcilio Duarte_Turma_DS38",
+ "provenance": [],
+ "authorship_tag": "ABX9TyN1B3CeubEslwNZiHhd77Fo",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ ""
+ ],
+ "metadata": {
+ "id": "Khf4Hipaom-h"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "### Desafio 12\n",
+ "\n",
+ "Escreva uma função em Python para verificar a validade de uma senha.\n",
+ "\n",
+ "A senha deve ter:\n",
+ "\n",
+ "* Pelo menos 1 letra entre [a-z] e 1 letra entre [A-Z].\n",
+ "* Pelo menos 1 número entre [0-9].\n",
+ "* Pelo menos 1 caractere de [$ # @].\n",
+ "* Comprimento mínimo de 6 caracteres.\n",
+ "* Comprimento máximo de 16 caracteres.\n",
+ "\n",
+ "Entradas: \"12345678\", \"J3sus0\", \"#Te5t300\", \"J*90j12374\", \"Michheeul\", \"Monk3y6\"\n",
+ "\n",
+ "A saída deve ser a senha e um texto indicando se a senha é válida ou inválida:\n",
+ "\n",
+ "```\n",
+ "\"1234\" - Senha inválida\n",
+ "\"Qw#1234\" - Senha válida\n",
+ "```"
+ ],
+ "metadata": {
+ "id": "_NGs9dWWodso"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "#Resposta 1: Awari"
+ ],
+ "metadata": {
+ "id": "ynQu_IqGyU3k"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "lista_senhas = ['12345678',\n",
+ " 'J3sus0',\n",
+ " '#Te5t300',\n",
+ " 'J*90j12374',\n",
+ " 'Michheeul',\n",
+ " 'Monk3y6',\n",
+ " '1234',\n",
+ " 'Qw#1234']"
+ ],
+ "metadata": {
+ "id": "Ih84NRo0aGxE"
+ },
+ "execution_count": 86,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import re\n",
+ "def valida_senhas(password):\n",
+ " regex = re.compile(r'^(?=.*[a-z])(?=.*[A-Z])(?=.*[0-9])(?=.*[$#@]).{6,16}$',\n",
+ " flags=re.M)\n",
+ " resultado = re.findall(regex, password)\n",
+ " if resultado:\n",
+ " print(f'\"{password}\" - Senha válida')\n",
+ " else:\n",
+ " print(f'\"{password}\" - Senha inválida')\n"
+ ],
+ "metadata": {
+ "id": "nJtDo945Z4jr"
+ },
+ "execution_count": 87,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "for senha in lista_senhas:\n",
+ " valida_senhas(senha)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "mYfAf4EtZ9Ik",
+ "outputId": "9571d711-bb4c-4778-a59c-0e7279e2c9ed"
+ },
+ "execution_count": 88,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "\"12345678\" - Senha inválida\n",
+ "\"J3sus0\" - Senha inválida\n",
+ "\"#Te5t300\" - Senha válida\n",
+ "\"J*90j12374\" - Senha inválida\n",
+ "\"Michheeul\" - Senha inválida\n",
+ "\"Monk3y6\" - Senha inválida\n",
+ "\"1234\" - Senha inválida\n",
+ "\"Qw#1234\" - Senha válida\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "### Resposta 2: ERRADA, CORRIGIR COM MENTOR"
+ ],
+ "metadata": {
+ "id": "t5rIQy7VPx63"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import re\n",
+ "senha=[\"12345678\", \"J3sus0\", \"#Te5t300\", \"J*90j12374\", \"Michheeul\", \"Monk3y6\"]\n",
+ "def validacao_senha(n):\n",
+ " min, mai, num, ces = 0, 0, 0, 0\n",
+ " if len(n)>=6 & len(n) <=16:\n",
+ " for i in n:\n",
+ " if i.islower:\n",
+ " min+=1\n",
+ " if i.isupper:\n",
+ " mai+=1\n",
+ " if i.isdigit:\n",
+ " num+=1\n",
+ " if re.match(r'^(?=.+[$#@])$',n): #####CORRIGIR PARTE DO REGEX\n",
+ " ces+=1\n",
+ " if (min>=1 & mai>=1 & num>=1 & ces>=1):\n",
+ " print(f'{n} - Senha válida') \n",
+ " else:\n",
+ " print(f'{n} - Senha inválida') \n",
+ " else:\n",
+ " print(f'{n} - Senha inválida')"
+ ],
+ "metadata": {
+ "id": "E18f1DpSr_2w"
+ },
+ "execution_count": 84,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ " for s in senha:\n",
+ " validacao_senha(s)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "11-qFWj1Y40s",
+ "outputId": "641f0881-73b6-462c-b0c8-abc964813452"
+ },
+ "execution_count": 85,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "12345678 - Senha inválida\n",
+ "J3sus0 - Senha inválida\n",
+ "#Te5t300 - Senha inválida\n",
+ "J*90j12374 - Senha inválida\n",
+ "Michheeul - Senha inválida\n",
+ "Monk3y6 - Senha inválida\n"
+ ]
+ }
+ ]
+ }
+ ]
+}
\ No newline at end of file
From 93d240ec2c659165db5e8171cf7d67bd86535072 Mon Sep 17 00:00:00 2001
From: Marcilio Duarte <104692475+marcilioduarte@users.noreply.github.com>
Date: Fri, 19 Aug 2022 23:55:52 -0300
Subject: [PATCH 14/18] =?UTF-8?q?Criado=20atrav=C3=A9s=20do=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
Houses_Regression_(Working_Project).ipynb | 5278 +++++++++++++++++++++
1 file changed, 5278 insertions(+)
create mode 100644 Houses_Regression_(Working_Project).ipynb
diff --git a/Houses_Regression_(Working_Project).ipynb b/Houses_Regression_(Working_Project).ipynb
new file mode 100644
index 0000000..0afe0fb
--- /dev/null
+++ b/Houses_Regression_(Working_Project).ipynb
@@ -0,0 +1,5278 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "name": "Houses_Regression (Working Project)",
+ "provenance": [],
+ "authorship_tag": "ABX9TyOXXte6BvmfTOq5KknuTzXV",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##**Como utilizar um modelo de regressão linear para preencher dados nulos do preço de venda de imóveis:**"
+ ],
+ "metadata": {
+ "id": "mcr777QvC6jl"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "###**Introdução**\n"
+ ],
+ "metadata": {
+ "id": "OTe1lYfqECgZ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Esse projeto trata-se de um exercício de regressão linear da minha especialização na Awari que utilizei como base para construção de portfólio. \n",
+ "\n",
+ "Fiz a parte do tratamento dos dados em conjunto com meus colegas de turma @Érika Rocha e @Lucas Castro, mas a partir da etapa de definição das variáveis do modelo de regressão optamos por fazer sozinhos para treinar nossas habilidades. \n",
+ "\n",
+ "Os dados nos foram disponibilizados pelo nosso professor, @Anderson Cordeiro, e o objetivo principal do projeto é usar um modelo de regressão linear para estimar e substituir valores nulos do preço de venda dos imóveis da base que não tenham esta informação. "
+ ],
+ "metadata": {
+ "id": "HtczVDg1_4Xf"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "###***Importando as bibliotecas e unindo os dados***"
+ ],
+ "metadata": {
+ "id": "HQglJjqJxUkE"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**Importando as bibliotecas que possivelmente iremos utilizar**"
+ ],
+ "metadata": {
+ "id": "wN1M_ZI5pcAH"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "p9umx0-TwfZ-"
+ },
+ "outputs": [],
+ "source": [
+ "import math\n",
+ "import statistics\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
+ "import pickle"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df_test=pd.read_csv('test.csv')"
+ ],
+ "metadata": {
+ "id": "Gs-UED_jAKgt"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "df_test.info()"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "fDWU-3dLARne",
+ "outputId": "25f469ea-71fd-4a17-b470-dd2f3ce6442a"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "ScreenPorch | \n", + "PoolArea | \n", + "PoolQC | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1461 | \n", + "20 | \n", + "RH | \n", + "80.0 | \n", + "11622 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "120 | \n", + "0 | \n", + "NaN | \n", + "MnPrv | \n", + "NaN | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "
| 1 | \n", + "1462 | \n", + "20 | \n", + "RL | \n", + "81.0 | \n", + "14267 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "Gar2 | \n", + "12500 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "
| 2 | \n", + "1463 | \n", + "60 | \n", + "RL | \n", + "74.0 | \n", + "13830 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "MnPrv | \n", + "NaN | \n", + "0 | \n", + "3 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "
| 3 | \n", + "1464 | \n", + "60 | \n", + "RL | \n", + "78.0 | \n", + "9978 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "
| 4 | \n", + "1465 | \n", + "120 | \n", + "RL | \n", + "43.0 | \n", + "5005 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "HLS | \n", + "AllPub | \n", + "... | \n", + "144 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1454 | \n", + "2915 | \n", + "160 | \n", + "RM | \n", + "21.0 | \n", + "1936 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "6 | \n", + "2006 | \n", + "WD | \n", + "Normal | \n", + "
| 1455 | \n", + "2916 | \n", + "160 | \n", + "RM | \n", + "21.0 | \n", + "1894 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "4 | \n", + "2006 | \n", + "WD | \n", + "Abnorml | \n", + "
| 1456 | \n", + "2917 | \n", + "20 | \n", + "RL | \n", + "160.0 | \n", + "20000 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "9 | \n", + "2006 | \n", + "WD | \n", + "Abnorml | \n", + "
| 1457 | \n", + "2918 | \n", + "85 | \n", + "RL | \n", + "62.0 | \n", + "10441 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "MnPrv | \n", + "Shed | \n", + "700 | \n", + "7 | \n", + "2006 | \n", + "WD | \n", + "Normal | \n", + "
| 1458 | \n", + "2919 | \n", + "60 | \n", + "RL | \n", + "74.0 | \n", + "9627 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "11 | \n", + "2006 | \n", + "WD | \n", + "Normal | \n", + "
1459 rows × 80 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "PoolArea | \n", + "PoolQC | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1461 | \n", + "20 | \n", + "RH | \n", + "80.0 | \n", + "11622 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "MnPrv | \n", + "NaN | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "
| 1 | \n", + "1462 | \n", + "20 | \n", + "RL | \n", + "81.0 | \n", + "14267 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "Gar2 | \n", + "12500 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "
| 2 | \n", + "1463 | \n", + "60 | \n", + "RL | \n", + "74.0 | \n", + "13830 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "MnPrv | \n", + "NaN | \n", + "0 | \n", + "3 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "
| 3 | \n", + "1464 | \n", + "60 | \n", + "RL | \n", + "78.0 | \n", + "9978 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "
| 4 | \n", + "1465 | \n", + "120 | \n", + "RL | \n", + "43.0 | \n", + "5005 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "HLS | \n", + "AllPub | \n", + "... | \n", + "0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "
5 rows × 81 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "PoolQC | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "SalePrice | \n", + "istrain | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "60 | \n", + "RL | \n", + "65.0 | \n", + "8450 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "2 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "208500 | \n", + "1 | \n", + "
| 1 | \n", + "2 | \n", + "20 | \n", + "RL | \n", + "80.0 | \n", + "9600 | \n", + "Pave | \n", + "NaN | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "5 | \n", + "2007 | \n", + "WD | \n", + "Normal | \n", + "181500 | \n", + "1 | \n", + "
| 2 | \n", + "3 | \n", + "60 | \n", + "RL | \n", + "68.0 | \n", + "11250 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "9 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "223500 | \n", + "1 | \n", + "
| 3 | \n", + "4 | \n", + "70 | \n", + "RL | \n", + "60.0 | \n", + "9550 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "2 | \n", + "2006 | \n", + "WD | \n", + "Abnorml | \n", + "140000 | \n", + "1 | \n", + "
| 4 | \n", + "5 | \n", + "60 | \n", + "RL | \n", + "84.0 | \n", + "14260 | \n", + "Pave | \n", + "NaN | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "0 | \n", + "12 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "250000 | \n", + "1 | \n", + "
5 rows × 82 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "LotFrontage | \n", + "LotArea | \n", + "OverallQual | \n", + "OverallCond | \n", + "YearBuilt | \n", + "YearRemodAdd | \n", + "MasVnrArea | \n", + "
|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "2919.00 | \n", + "2919.00 | \n", + "2433.00 | \n", + "2919.00 | \n", + "2919.00 | \n", + "2919.00 | \n", + "2919.00 | \n", + "2919.00 | \n", + "2896.00 | \n", + "
| mean | \n", + "1460.00 | \n", + "57.14 | \n", + "69.31 | \n", + "10168.11 | \n", + "6.09 | \n", + "5.56 | \n", + "1971.31 | \n", + "1984.26 | \n", + "102.20 | \n", + "
| std | \n", + "842.79 | \n", + "42.52 | \n", + "23.34 | \n", + "7887.00 | \n", + "1.41 | \n", + "1.11 | \n", + "30.29 | \n", + "20.89 | \n", + "179.33 | \n", + "
| min | \n", + "1.00 | \n", + "20.00 | \n", + "21.00 | \n", + "1300.00 | \n", + "1.00 | \n", + "1.00 | \n", + "1872.00 | \n", + "1950.00 | \n", + "0.00 | \n", + "
| 25% | \n", + "730.50 | \n", + "20.00 | \n", + "59.00 | \n", + "7478.00 | \n", + "5.00 | \n", + "5.00 | \n", + "1953.50 | \n", + "1965.00 | \n", + "0.00 | \n", + "
| 50% | \n", + "1460.00 | \n", + "50.00 | \n", + "68.00 | \n", + "9453.00 | \n", + "6.00 | \n", + "5.00 | \n", + "1973.00 | \n", + "1993.00 | \n", + "0.00 | \n", + "
| 75% | \n", + "2189.50 | \n", + "70.00 | \n", + "80.00 | \n", + "11570.00 | \n", + "7.00 | \n", + "6.00 | \n", + "2001.00 | \n", + "2004.00 | \n", + "164.00 | \n", + "
| max | \n", + "2919.00 | \n", + "190.00 | \n", + "313.00 | \n", + "215245.00 | \n", + "10.00 | \n", + "9.00 | \n", + "2010.00 | \n", + "2010.00 | \n", + "1600.00 | \n", + "
| \n", + " | LotShape | \n", + "
|---|---|
| 0 | \n", + "4 | \n", + "
| 1 | \n", + "3 | \n", + "
| 2 | \n", + "3 | \n", + "
| 3 | \n", + "3 | \n", + "
| 4 | \n", + "3 | \n", + "
| ... | \n", + "... | \n", + "
| 1455 | \n", + "4 | \n", + "
| 1456 | \n", + "4 | \n", + "
| 1457 | \n", + "4 | \n", + "
| 1458 | \n", + "4 | \n", + "
| 1459 | \n", + "4 | \n", + "
2919 rows × 1 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "PoolQC | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "SalePrice | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "60 | \n", + "RL | \n", + "65.0 | \n", + "8450 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_pool | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "2 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "208500.0 | \n", + "
| 1 | \n", + "2 | \n", + "20 | \n", + "RL | \n", + "80.0 | \n", + "9600 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_pool | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "5 | \n", + "2007 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "181500.0 | \n", + "
| 2 | \n", + "3 | \n", + "60 | \n", + "RL | \n", + "68.0 | \n", + "11250 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_pool | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "9 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "223500.0 | \n", + "
| 3 | \n", + "4 | \n", + "70 | \n", + "RL | \n", + "60.0 | \n", + "9550 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_pool | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "2 | \n", + "2006 | \n", + "WD | \n", + "Abnorml | \n", + "1 | \n", + "140000.0 | \n", + "
| 4 | \n", + "5 | \n", + "60 | \n", + "RL | \n", + "84.0 | \n", + "14260 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_pool | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "12 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "250000.0 | \n", + "
5 rows × 82 columns
\n", + "| \n", + " | SalePrice | \n", + "
|---|---|
| 892 | \n", + "154500.0 | \n", + "
| 1105 | \n", + "325000.0 | \n", + "
| 413 | \n", + "115000.0 | \n", + "
| 522 | \n", + "159000.0 | \n", + "
| 1036 | \n", + "315500.0 | \n", + "
| ... | \n", + "... | \n", + "
| 331 | \n", + "139000.0 | \n", + "
| 323 | \n", + "126175.0 | \n", + "
| 650 | \n", + "205950.0 | \n", + "
| 439 | \n", + "110000.0 | \n", + "
| 798 | \n", + "485000.0 | \n", + "
438 rows × 1 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "SalePrice | \n", + "SalePrice_est | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1461 | \n", + "20 | \n", + "RH | \n", + "80.0 | \n", + "11622 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "NaN | \n", + "104276.20 | \n", + "
| 1 | \n", + "1462 | \n", + "20 | \n", + "RL | \n", + "81.0 | \n", + "14267 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "Gar2 | \n", + "12500 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "NaN | \n", + "152193.39 | \n", + "
| 2 | \n", + "1463 | \n", + "60 | \n", + "RL | \n", + "74.0 | \n", + "13830 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "3 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "NaN | \n", + "184036.83 | \n", + "
| 3 | \n", + "1464 | \n", + "60 | \n", + "RL | \n", + "78.0 | \n", + "9978 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "NaN | \n", + "198846.05 | \n", + "
| 4 | \n", + "1465 | \n", + "120 | \n", + "RL | \n", + "43.0 | \n", + "5005 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "HLS | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "1 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "NaN | \n", + "209716.79 | \n", + "
5 rows × 83 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "SalePrice | \n", + "SalePrice_est | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1461 | \n", + "20 | \n", + "RH | \n", + "80.0 | \n", + "11622 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "104276.20 | \n", + "104276.20 | \n", + "
| 1 | \n", + "1462 | \n", + "20 | \n", + "RL | \n", + "81.0 | \n", + "14267 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "Gar2 | \n", + "12500 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "152193.39 | \n", + "152193.39 | \n", + "
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| 3 | \n", + "1464 | \n", + "60 | \n", + "RL | \n", + "78.0 | \n", + "9978 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "198846.05 | \n", + "198846.05 | \n", + "
| 4 | \n", + "1465 | \n", + "120 | \n", + "RL | \n", + "43.0 | \n", + "5005 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "HLS | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "1 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "209716.79 | \n", + "209716.79 | \n", + "
5 rows × 83 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "SalePrice | \n", + "SalePrice_est | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "60 | \n", + "RL | \n", + "65.0 | \n", + "8450 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "2 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "208500.0 | \n", + "NaN | \n", + "
| 1 | \n", + "2 | \n", + "20 | \n", + "RL | \n", + "80.0 | \n", + "9600 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "5 | \n", + "2007 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "181500.0 | \n", + "NaN | \n", + "
| 2 | \n", + "3 | \n", + "60 | \n", + "RL | \n", + "68.0 | \n", + "11250 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "9 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "223500.0 | \n", + "NaN | \n", + "
| 3 | \n", + "4 | \n", + "70 | \n", + "RL | \n", + "60.0 | \n", + "9550 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "2 | \n", + "2006 | \n", + "WD | \n", + "Abnorml | \n", + "1 | \n", + "140000.0 | \n", + "NaN | \n", + "
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5 rows × 83 columns
\n", + "| \n", + " | Id | \n", + "MSSubClass | \n", + "MSZoning | \n", + "LotFrontage | \n", + "LotArea | \n", + "Street | \n", + "Alley | \n", + "LotShape | \n", + "LandContour | \n", + "Utilities | \n", + "... | \n", + "Fence | \n", + "MiscFeature | \n", + "MiscVal | \n", + "MoSold | \n", + "YrSold | \n", + "SaleType | \n", + "SaleCondition | \n", + "istrain | \n", + "SalePrice | \n", + "SalePrice_est | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "1461 | \n", + "20 | \n", + "RH | \n", + "80.0 | \n", + "11622 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "104276.20 | \n", + "104276.20 | \n", + "
| 1 | \n", + "1462 | \n", + "20 | \n", + "RL | \n", + "81.0 | \n", + "14267 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "Gar2 | \n", + "12500 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "152193.39 | \n", + "152193.39 | \n", + "
| 2 | \n", + "1463 | \n", + "60 | \n", + "RL | \n", + "74.0 | \n", + "13830 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "3 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "184036.83 | \n", + "184036.83 | \n", + "
| 3 | \n", + "1464 | \n", + "60 | \n", + "RL | \n", + "78.0 | \n", + "9978 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "198846.05 | \n", + "198846.05 | \n", + "
| 4 | \n", + "1465 | \n", + "120 | \n", + "RL | \n", + "43.0 | \n", + "5005 | \n", + "Pave | \n", + "no_access | \n", + "IR1 | \n", + "HLS | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "1 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "0 | \n", + "209716.79 | \n", + "209716.79 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 1455 | \n", + "1456 | \n", + "60 | \n", + "RL | \n", + "62.0 | \n", + "7917 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "8 | \n", + "2007 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "175000.00 | \n", + "NaN | \n", + "
| 1456 | \n", + "1457 | \n", + "20 | \n", + "RL | \n", + "85.0 | \n", + "13175 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "MnPrv | \n", + "none | \n", + "0 | \n", + "2 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "210000.00 | \n", + "NaN | \n", + "
| 1457 | \n", + "1458 | \n", + "70 | \n", + "RL | \n", + "66.0 | \n", + "9042 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "GdPrv | \n", + "Shed | \n", + "2500 | \n", + "5 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "266500.00 | \n", + "NaN | \n", + "
| 1458 | \n", + "1459 | \n", + "20 | \n", + "RL | \n", + "68.0 | \n", + "9717 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "4 | \n", + "2010 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "142125.00 | \n", + "NaN | \n", + "
| 1459 | \n", + "1460 | \n", + "20 | \n", + "RL | \n", + "75.0 | \n", + "9937 | \n", + "Pave | \n", + "no_access | \n", + "Reg | \n", + "Lvl | \n", + "AllPub | \n", + "... | \n", + "no_fence | \n", + "none | \n", + "0 | \n", + "6 | \n", + "2008 | \n", + "WD | \n", + "Normal | \n", + "1 | \n", + "147500.00 | \n", + "NaN | \n", + "
2919 rows × 83 columns
\n", + ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#***ESTUDO DE CASO DE DATA ANALYTICS - IFOOD_GITHUB - MARCILIO DUARTE***"
+ ],
+ "metadata": {
+ "id": "bREjOWPCW7tZ"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##**O CASE**"
+ ],
+ "metadata": {
+ "id": "U3odXN2KYXep"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "**The Company**\n",
+ "\n",
+ "Consider a well-established company operating in the retail food sector. Presently they have around several hundred thousands of registered customers and serve almost one million consumers a year. They sell products from 5 major categories: wines, rare meat products, exotic fruits, specially prepared fish and sweet products. These can further be divided into gold and regular products. The customers can order and acquire products through 3 sales channels: physical stores, catalogs and the company’s website. Globally, the company had solid revenues and a healthy bottom line in the past 3 years, but the profit growth perspectives for the next 3 years are not promising... For this reason, several strategic initiatives are being considered to invert this situation. One is to improve the performance of marketing activities, with a special focus on marketing campaigns.\n",
+ "\n",
+ "**The Marketing Department**\n",
+ "\n",
+ "The marketing department was pressured to spend its annual budget more wisely. The CMO perceives the importance of having a more quantitative approach when taking decisions, reason why a small team of data scientists was hired with a clear objective in mind: to build a solution which will support direct marketing initiatives. Desirably, the success of these activities will prove the value of the approach and convince the more skeptical within the company\n",
+ "\n",
+ "**The Objective**\n",
+ "\n",
+ "The objective of the team is to build an analysis to address the highest profit for the next direct marketing campaign, scheduled for the next month. The new campaign, sixth, aims at selling a new gadget to the Customer Database. To build the analysis, a pilot campaign involving 2.240 customers was carried out. The customers were selected at random and contacted by phone regarding the acquisition of the gadget. During the following months, customers who bought the\n",
+ "offer were properly labeled. The total cost of the sample campaign was 6.720MU and the revenue generated by the customers who accepted the offer was 3.674MU. Globally the campaign had a profit of -3.046MU. The success rate of the campaign was 15%.\n",
+ "\n"
+ ],
+ "metadata": {
+ "id": "PemOd0DeT9hb"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "##**SOLUÇÃO:**"
+ ],
+ "metadata": {
+ "id": "hGqXx8oVYPeT"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "###***Importanto os dados e algumas bibliotecas***"
+ ],
+ "metadata": {
+ "id": "XuHJ7E9C0uJF"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "id": "BpFBNbrtR8Gz"
+ },
+ "outputs": [],
+ "source": [
+ "## Importando as bibliotecas que eu vou usar\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "## Importando a base e criando um dataframe df\n",
+ "\n",
+ "df=pd.read_csv('https://raw.githubusercontent.com/ifood/ifood-data-analyst-case/main/retail_case_data.csv')"
+ ],
+ "metadata": {
+ "id": "V77pOoVRS1PI"
+ },
+ "execution_count": 2,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "## Vendo se deu tudo certo\n",
+ "\n",
+ "df"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "l6wJLnQ9ZMBU",
+ "outputId": "2a1a6b24-fa4d-40d2-f5d9-afe18fa12b1e"
+ },
+ "execution_count": 3,
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " ID Year_Birth Education Marital_Status Income Kidhome \\\n",
+ "0 5524 1957 Graduation Single 58138.0 0 \n",
+ "1 2174 1954 Graduation Single 46344.0 1 \n",
+ "2 4141 1965 Graduation Together 71613.0 0 \n",
+ "3 6182 1984 Graduation Together 26646.0 1 \n",
+ "4 5324 1981 PhD Married 58293.0 1 \n",
+ "... ... ... ... ... ... ... \n",
+ "2235 10870 1967 Graduation Married 61223.0 0 \n",
+ "2236 4001 1946 PhD Together 64014.0 2 \n",
+ "2237 7270 1981 Graduation Divorced 56981.0 0 \n",
+ "2238 8235 1956 Master Together 69245.0 0 \n",
+ "2239 9405 1954 PhD Married 52869.0 1 \n",
+ "\n",
+ " Teenhome Dt_Customer Recency MntWines ... NumWebVisitsMonth \\\n",
+ "0 0 2012-09-04 58 635 ... 7 \n",
+ "1 1 2014-03-08 38 11 ... 5 \n",
+ "2 0 2013-08-21 26 426 ... 4 \n",
+ "3 0 2014-02-10 26 11 ... 6 \n",
+ "4 0 2014-01-19 94 173 ... 5 \n",
+ "... ... ... ... ... ... ... \n",
+ "2235 1 2013-06-13 46 709 ... 5 \n",
+ "2236 1 2014-06-10 56 406 ... 7 \n",
+ "2237 0 2014-01-25 91 908 ... 6 \n",
+ "2238 1 2014-01-24 8 428 ... 3 \n",
+ "2239 1 2012-10-15 40 84 ... 7 \n",
+ "\n",
+ " AcceptedCmp3 AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 \\\n",
+ "0 0 0 0 0 0 \n",
+ "1 0 0 0 0 0 \n",
+ "2 0 0 0 0 0 \n",
+ "3 0 0 0 0 0 \n",
+ "4 0 0 0 0 0 \n",
+ "... ... ... ... ... ... \n",
+ "2235 0 0 0 0 0 \n",
+ "2236 0 0 0 1 0 \n",
+ "2237 0 1 0 0 0 \n",
+ "2238 0 0 0 0 0 \n",
+ "2239 0 0 0 0 0 \n",
+ "\n",
+ " Complain Z_CostContact Z_Revenue Response \n",
+ "0 0 3 11 1 \n",
+ "1 0 3 11 0 \n",
+ "2 0 3 11 0 \n",
+ "3 0 3 11 0 \n",
+ "4 0 3 11 0 \n",
+ "... ... ... ... ... \n",
+ "2235 0 3 11 0 \n",
+ "2236 0 3 11 0 \n",
+ "2237 0 3 11 0 \n",
+ "2238 0 3 11 0 \n",
+ "2239 0 3 11 1 \n",
+ "\n",
+ "[2240 rows x 29 columns]"
+ ],
+ "text/html": [
+ "\n",
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| 2237 | \n", + "7270 | \n", + "1981 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "11 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "11 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "3 | \n", + "11 | \n", + "1 | \n", + "
2240 rows × 29 columns
\n", + "| \n", + " | Year_Birth | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "MntSweetProducts | \n", + "MntGoldProds | \n", + "NumDealsPurchases | \n", + "NumWebPurchases | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "Z_CostContact | \n", + "Z_Revenue | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "2240.00 | \n", + "2216.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.00 | \n", + "2240.0 | \n", + "2240.0 | \n", + "
| mean | \n", + "1968.81 | \n", + "52247.25 | \n", + "0.44 | \n", + "0.51 | \n", + "49.11 | \n", + "303.94 | \n", + "26.30 | \n", + "166.95 | \n", + "37.53 | \n", + "27.06 | \n", + "44.02 | \n", + "2.33 | \n", + "4.08 | \n", + "2.66 | \n", + "5.79 | \n", + "5.32 | \n", + "3.0 | \n", + "11.0 | \n", + "
| std | \n", + "11.98 | \n", + "25173.08 | \n", + "0.54 | \n", + "0.54 | \n", + "28.96 | \n", + "336.60 | \n", + "39.77 | \n", + "225.72 | \n", + "54.63 | \n", + "41.28 | \n", + "52.17 | \n", + "1.93 | \n", + "2.78 | \n", + "2.92 | \n", + "3.25 | \n", + "2.43 | \n", + "0.0 | \n", + "0.0 | \n", + "
| min | \n", + "1893.00 | \n", + "1730.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "3.0 | \n", + "11.0 | \n", + "
| 25% | \n", + "1959.00 | \n", + "35303.00 | \n", + "0.00 | \n", + "0.00 | \n", + "24.00 | \n", + "23.75 | \n", + "1.00 | \n", + "16.00 | \n", + "3.00 | \n", + "1.00 | \n", + "9.00 | \n", + "1.00 | \n", + "2.00 | \n", + "0.00 | \n", + "3.00 | \n", + "3.00 | \n", + "3.0 | \n", + "11.0 | \n", + "
| 50% | \n", + "1970.00 | \n", + "51381.50 | \n", + "0.00 | \n", + "0.00 | \n", + "49.00 | \n", + "173.50 | \n", + "8.00 | \n", + "67.00 | \n", + "12.00 | \n", + "8.00 | \n", + "24.00 | \n", + "2.00 | \n", + "4.00 | \n", + "2.00 | \n", + "5.00 | \n", + "6.00 | \n", + "3.0 | \n", + "11.0 | \n", + "
| 75% | \n", + "1977.00 | \n", + "68522.00 | \n", + "1.00 | \n", + "1.00 | \n", + "74.00 | \n", + "504.25 | \n", + "33.00 | \n", + "232.00 | \n", + "50.00 | \n", + "33.00 | \n", + "56.00 | \n", + "3.00 | \n", + "6.00 | \n", + "4.00 | \n", + "8.00 | \n", + "7.00 | \n", + "3.0 | \n", + "11.0 | \n", + "
| max | \n", + "1996.00 | \n", + "666666.00 | \n", + "2.00 | \n", + "2.00 | \n", + "99.00 | \n", + "1493.00 | \n", + "199.00 | \n", + "1725.00 | \n", + "259.00 | \n", + "263.00 | \n", + "362.00 | \n", + "15.00 | \n", + "27.00 | \n", + "28.00 | \n", + "13.00 | \n", + "20.00 | \n", + "3.0 | \n", + "11.0 | \n", + "
| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2240 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2233 | \n", + "9432 | \n", + "1977 | \n", + "Graduation | \n", + "Together | \n", + "666666.0 | \n", + "1 | \n", + "0 | \n", + "2013-06-02 | \n", + "23 | \n", + "9 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1245 | \n", + "6862 | \n", + "1971 | \n", + "Graduation | \n", + "Divorced | \n", + "1730.0 | \n", + "0 | \n", + "0 | \n", + "2014-05-18 | \n", + "65 | \n", + "1 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "20 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 21 | \n", + "5376 | \n", + "1979 | \n", + "Graduation | \n", + "Married | \n", + "2447.0 | \n", + "1 | \n", + "0 | \n", + "2013-01-06 | \n", + "42 | \n", + "1 | \n", + "... | \n", + "28 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1524 | \n", + "11110 | \n", + "1973 | \n", + "Graduation | \n", + "Single | \n", + "3502.0 | \n", + "1 | \n", + "0 | \n", + "2013-04-13 | \n", + "56 | \n", + "2 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "14 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1846 | \n", + "9931 | \n", + "1963 | \n", + "PhD | \n", + "Married | \n", + "4023.0 | \n", + "1 | \n", + "1 | \n", + "2014-06-23 | \n", + "29 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "19 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1975 | \n", + "10311 | \n", + "1969 | \n", + "Graduation | \n", + "Married | \n", + "4428.0 | \n", + "0 | \n", + "1 | \n", + "2013-10-05 | \n", + "0 | \n", + "16 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239 | \n", + "11004 | \n", + "1893 | \n", + "2n Cycle | \n", + "Single | \n", + "60182.0 | \n", + "0 | \n", + "1 | \n", + "2014-05-17 | \n", + "23 | \n", + "8 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 339 | \n", + "1150 | \n", + "1899 | \n", + "PhD | \n", + "Together | \n", + "83532.0 | \n", + "0 | \n", + "0 | \n", + "2013-09-26 | \n", + "36 | \n", + "755 | \n", + "... | \n", + "6 | \n", + "4 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 192 | \n", + "7829 | \n", + "1900 | \n", + "2n Cycle | \n", + "Divorced | \n", + "36640.0 | \n", + "1 | \n", + "0 | \n", + "2013-09-26 | \n", + "99 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 1950 | \n", + "6663 | \n", + "1940 | \n", + "PhD | \n", + "Single | \n", + "51141.0 | \n", + "0 | \n", + "0 | \n", + "2013-07-08 | \n", + "96 | \n", + "144 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 424 | \n", + "6932 | \n", + "1941 | \n", + "PhD | \n", + "Married | \n", + "93027.0 | \n", + "0 | \n", + "0 | \n", + "2013-04-13 | \n", + "77 | \n", + "1285 | \n", + "... | \n", + "10 | \n", + "5 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 747 | \n", + "10548 | \n", + "1995 | \n", + "Graduation | \n", + "Single | \n", + "71163.0 | \n", + "0 | \n", + "0 | \n", + "2014-03-09 | \n", + "30 | \n", + "283 | \n", + "... | \n", + "8 | \n", + "12 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1850 | \n", + "4427 | \n", + "1995 | \n", + "2n Cycle | \n", + "Single | \n", + "83257.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-18 | \n", + "56 | \n", + "536 | \n", + "... | \n", + "10 | \n", + "12 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "
| 696 | \n", + "8315 | \n", + "1995 | \n", + "Graduation | \n", + "Single | \n", + "34824.0 | \n", + "0 | \n", + "0 | \n", + "2014-03-26 | \n", + "65 | \n", + "4 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1170 | \n", + "193 | \n", + "1996 | \n", + "Basic | \n", + "Married | \n", + "14421.0 | \n", + "0 | \n", + "0 | \n", + "2014-02-17 | \n", + "81 | \n", + "0 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 46 | \n", + "9909 | \n", + "1996 | \n", + "2n Cycle | \n", + "Married | \n", + "7500.0 | \n", + "0 | \n", + "0 | \n", + "2012-11-09 | \n", + "24 | \n", + "3 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
5 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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1 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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2 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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334 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 536 | \n", + "1991 | \n", + "1967.0 | \n", + "Graduation | \n", + "Together | \n", + "44931.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-18 | \n", + "0 | \n", + "78 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1975 | \n", + "10311 | \n", + "1969.0 | \n", + "Graduation | \n", + "Married | \n", + "4428.0 | \n", + "0 | \n", + "1 | \n", + "2013-10-05 | \n", + "0 | \n", + "16 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 758 | \n", + "10470 | \n", + "1979.0 | \n", + "Master | \n", + "Married | \n", + "40662.0 | \n", + "1 | \n", + "0 | \n", + "2013-03-15 | \n", + "0 | \n", + "40 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
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| 1685 | \n", + "7947 | \n", + "1969.0 | \n", + "Graduation | \n", + "Married | \n", + "42231.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-25 | \n", + "99 | \n", + "24 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1894 | \n", + "1743 | \n", + "1974.0 | \n", + "Graduation | \n", + "Single | \n", + "69719.0 | \n", + "0 | \n", + "0 | \n", + "2014-05-26 | \n", + "99 | \n", + "273 | \n", + "... | \n", + "3 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 700 | \n", + "9977 | \n", + "1973.0 | \n", + "Graduation | \n", + "Divorced | \n", + "78901.0 | \n", + "0 | \n", + "1 | \n", + "2013-09-17 | \n", + "99 | \n", + "321 | \n", + "... | \n", + "3 | \n", + "5 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 208 | \n", + "868 | \n", + "1966.0 | \n", + "Graduation | \n", + "Married | \n", + "44794.0 | \n", + "0 | \n", + "1 | \n", + "2014-06-08 | \n", + "99 | \n", + "54 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
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1906 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1595 | \n", + "1041 | \n", + "1973.0 | \n", + "PhD | \n", + "Single | \n", + "48432.0 | \n", + "0 | \n", + "1 | \n", + "2012-10-18 | \n", + "3 | \n", + "322 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
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| 2202 | \n", + "11133 | \n", + "1973.0 | \n", + "PhD | \n", + "YOLO | \n", + "48432.0 | \n", + "0 | \n", + "1 | \n", + "2012-10-18 | \n", + "3 | \n", + "322 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
3 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2238 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", + "7734 | \n", + "1993.0 | \n", + "Graduation | \n", + "Absurd | \n", + "79244.0 | \n", + "0 | \n", + "0 | \n", + "2012-12-19 | \n", + "58 | \n", + "471 | \n", + "... | \n", + "10 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2134 | \n", + "4369 | \n", + "1957.0 | \n", + "Master | \n", + "Absurd | \n", + "65487.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-10 | \n", + "48 | \n", + "240 | \n", + "... | \n", + "5 | \n", + "6 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 75 | \n", + "5846 | \n", + "1977.0 | \n", + "Graduation | \n", + "Divorced | \n", + "40246.0 | \n", + "1 | \n", + "0 | \n", + "2012-12-19 | \n", + "68 | \n", + "2 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 108 | \n", + "3629 | \n", + "1978.0 | \n", + "Graduation | \n", + "Single | \n", + "38557.0 | \n", + "1 | \n", + "0 | \n", + "2012-12-19 | \n", + "17 | \n", + "76 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 720 | \n", + "5114 | \n", + "1965.0 | \n", + "Master | \n", + "Married | \n", + "74806.0 | \n", + "0 | \n", + "1 | \n", + "2012-12-19 | \n", + "1 | \n", + "670 | \n", + "... | \n", + "4 | \n", + "5 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2093 | \n", + "7734 | \n", + "1993.0 | \n", + "Graduation | \n", + "Absurd | \n", + "79244.0 | \n", + "0 | \n", + "0 | \n", + "2012-12-19 | \n", + "58 | \n", + "471 | \n", + "... | \n", + "10 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
4 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1663 | \n", + "2639 | \n", + "1966.0 | \n", + "Graduation | \n", + "Single | \n", + "43602.0 | \n", + "1 | \n", + "1 | \n", + "2014-01-10 | \n", + "45 | \n", + "19 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1804 | \n", + "8397 | \n", + "1951.0 | \n", + "Graduation | \n", + "Married | \n", + "44689.0 | \n", + "1 | \n", + "1 | \n", + "2014-01-10 | \n", + "82 | \n", + "18 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2134 | \n", + "4369 | \n", + "1957.0 | \n", + "Master | \n", + "Absurd | \n", + "65487.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-10 | \n", + "48 | \n", + "240 | \n", + "... | \n", + "5 | \n", + "6 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2188 | \n", + "10652 | \n", + "1957.0 | \n", + "Master | \n", + "Together | \n", + "65487.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-10 | \n", + "48 | \n", + "240 | \n", + "... | \n", + "5 | \n", + "6 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
4 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2237 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", + "7734 | \n", + "1993.0 | \n", + "Graduation | \n", + "Absurd | \n", + "79244.0 | \n", + "0 | \n", + "0 | \n", + "2012-12-19 | \n", + "58 | \n", + "471 | \n", + "... | \n", + "10 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "MntSweetProducts | \n", + "MntGoldProds | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "11.00 | \n", + "11.0 | \n", + "11.0 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "... | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.0 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.00 | \n", + "11.0 | \n", + "11.00 | \n", + "
| mean | \n", + "69805.27 | \n", + "0.0 | \n", + "0.0 | \n", + "47.64 | \n", + "384.00 | \n", + "50.27 | \n", + "353.64 | \n", + "116.18 | \n", + "45.82 | \n", + "80.45 | \n", + "... | \n", + "5.09 | \n", + "6.64 | \n", + "2.82 | \n", + "0.0 | \n", + "0.09 | \n", + "0.27 | \n", + "0.18 | \n", + "0.09 | \n", + "0.0 | \n", + "0.27 | \n", + "
| std | \n", + "18634.25 | \n", + "0.0 | \n", + "0.0 | \n", + "22.55 | \n", + "286.52 | \n", + "57.73 | \n", + "258.37 | \n", + "89.83 | \n", + "38.40 | \n", + "77.98 | \n", + "... | \n", + "3.48 | \n", + "3.32 | \n", + "1.94 | \n", + "0.0 | \n", + "0.30 | \n", + "0.47 | \n", + "0.40 | \n", + "0.30 | \n", + "0.0 | \n", + "0.47 | \n", + "
| min | \n", + "34824.00 | \n", + "0.0 | \n", + "0.0 | \n", + "11.00 | \n", + "4.00 | \n", + "0.00 | \n", + "11.00 | \n", + "2.00 | \n", + "0.00 | \n", + "4.00 | \n", + "... | \n", + "0.00 | \n", + "2.00 | \n", + "1.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 25% | \n", + "70839.00 | \n", + "0.0 | \n", + "0.0 | \n", + "29.50 | \n", + "262.00 | \n", + "9.50 | \n", + "203.50 | \n", + "43.00 | \n", + "19.00 | \n", + "25.00 | \n", + "... | \n", + "3.50 | \n", + "5.00 | \n", + "1.50 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 50% | \n", + "74293.00 | \n", + "0.0 | \n", + "0.0 | \n", + "58.00 | \n", + "375.00 | \n", + "26.00 | \n", + "335.00 | \n", + "93.00 | \n", + "27.00 | \n", + "54.00 | \n", + "... | \n", + "4.00 | \n", + "6.00 | \n", + "2.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 75% | \n", + "79689.00 | \n", + "0.0 | \n", + "0.0 | \n", + "65.50 | \n", + "445.50 | \n", + "73.50 | \n", + "462.50 | \n", + "197.00 | \n", + "77.50 | \n", + "110.50 | \n", + "... | \n", + "7.50 | \n", + "8.50 | \n", + "4.00 | \n", + "0.0 | \n", + "0.00 | \n", + "0.50 | \n", + "0.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.50 | \n", + "
| max | \n", + "95529.00 | \n", + "0.0 | \n", + "0.0 | \n", + "67.00 | \n", + "966.00 | \n", + "152.00 | \n", + "890.00 | \n", + "250.00 | \n", + "106.00 | \n", + "245.00 | \n", + "... | \n", + "10.00 | \n", + "12.00 | \n", + "6.00 | \n", + "0.0 | \n", + "1.00 | \n", + "1.00 | \n", + "1.00 | \n", + "1.00 | \n", + "0.0 | \n", + "1.00 | \n", + "
8 rows × 22 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 417 | \n", + "5067 | \n", + "1994.0 | \n", + "Graduation | \n", + "Together | \n", + "80134.0 | \n", + "0 | \n", + "0 | \n", + "2014-02-14 | \n", + "11 | \n", + "966 | \n", + "... | \n", + "7 | \n", + "11 | \n", + "5 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 1163 | \n", + "6905 | \n", + "1994.0 | \n", + "Graduation | \n", + "Together | \n", + "80685.0 | \n", + "0 | \n", + "0 | \n", + "2012-08-22 | \n", + "55 | \n", + "241 | \n", + "... | \n", + "4 | \n", + "10 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", + "7734 | \n", + "1993.0 | \n", + "Graduation | \n", + "Single | \n", + "79244.0 | \n", + "0 | \n", + "0 | \n", + "2012-12-19 | \n", + "58 | \n", + "471 | \n", + "... | \n", + "10 | \n", + "7 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", + "433 | \n", + "1958.0 | \n", + "Master | \n", + "Alone | \n", + "61331.0 | \n", + "1 | \n", + "1 | \n", + "2013-03-10 | \n", + "42 | \n", + "534 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 138 | \n", + "7660 | \n", + "1973.0 | \n", + "PhD | \n", + "Alone | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 153 | \n", + "92 | \n", + "1988.0 | \n", + "Graduation | \n", + "Alone | \n", + "34176.0 | \n", + "1 | \n", + "0 | \n", + "2014-05-12 | \n", + "12 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
3 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", + "433 | \n", + "1958.0 | \n", + "Master | \n", + "Alone | \n", + "61331.0 | \n", + "1 | \n", + "1 | \n", + "2013-03-10 | \n", + "42 | \n", + "534 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 138 | \n", + "7660 | \n", + "1973.0 | \n", + "PhD | \n", + "Alone | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1063 | \n", + "2055 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1260 | \n", + "5107 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1585 | \n", + "1626 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
4 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 139 | \n", + "1461 | \n", + "1965.0 | \n", + "PhD | \n", + "Divorced | \n", + "36921.0 | \n", + "1 | \n", + "1 | \n", + "2013-07-28 | \n", + "74 | \n", + "17 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 322 | \n", + "8275 | \n", + "1965.0 | \n", + "PhD | \n", + "Divorced | \n", + "47025.0 | \n", + "1 | \n", + "1 | \n", + "2014-02-09 | \n", + "6 | \n", + "16 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 389 | \n", + "9799 | \n", + "1968.0 | \n", + "PhD | \n", + "Divorced | \n", + "83664.0 | \n", + "1 | \n", + "1 | \n", + "2013-05-08 | \n", + "57 | \n", + "866 | \n", + "... | \n", + "2 | \n", + "12 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 407 | \n", + "8890 | \n", + "1971.0 | \n", + "PhD | \n", + "Divorced | \n", + "65808.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-30 | \n", + "1 | \n", + "155 | \n", + "... | \n", + "1 | \n", + "5 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 628 | \n", + "3469 | \n", + "1977.0 | \n", + "PhD | \n", + "Divorced | \n", + "34487.0 | \n", + "1 | \n", + "1 | \n", + "2012-09-06 | \n", + "94 | \n", + "19 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 730 | \n", + "5329 | \n", + "1949.0 | \n", + "PhD | \n", + "Divorced | \n", + "35946.0 | \n", + "1 | \n", + "1 | \n", + "2013-09-27 | \n", + "24 | \n", + "8 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 733 | \n", + "5956 | \n", + "1948.0 | \n", + "PhD | \n", + "Divorced | \n", + "45072.0 | \n", + "1 | \n", + "2 | \n", + "2013-10-16 | \n", + "74 | \n", + "144 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 830 | \n", + "4887 | \n", + "1976.0 | \n", + "PhD | \n", + "Divorced | \n", + "55412.0 | \n", + "1 | \n", + "1 | \n", + "2013-11-22 | \n", + "65 | \n", + "10 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1063 | \n", + "2055 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1260 | \n", + "5107 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1491 | \n", + "7494 | \n", + "1950.0 | \n", + "PhD | \n", + "Divorced | \n", + "42873.0 | \n", + "1 | \n", + "1 | \n", + "2013-01-21 | \n", + "11 | \n", + "209 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1698 | \n", + "10356 | \n", + "1957.0 | \n", + "PhD | \n", + "Divorced | \n", + "41437.0 | \n", + "1 | \n", + "1 | \n", + "2012-09-22 | \n", + "5 | \n", + "29 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
12 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1409 | \n", + "10010 | \n", + "1953.0 | \n", + "PhD | \n", + "Divorced | \n", + "36957.0 | \n", + "1 | \n", + "1 | \n", + "2012-09-06 | \n", + "43 | \n", + "100 | \n", + "... | \n", + "2 | \n", + "2 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1585 | \n", + "1626 | \n", + "1973.0 | \n", + "PhD | \n", + "Divorced | \n", + "35860.0 | \n", + "1 | \n", + "1 | \n", + "2014-05-19 | \n", + "37 | \n", + "15 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.0 | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "... | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.00 | \n", + "14.0 | \n", + "14.0 | \n", + "14.0 | \n", + "14.0 | \n", + "14.0 | \n", + "14.00 | \n", + "
| mean | \n", + "6051.00 | \n", + "1964.14 | \n", + "45227.29 | \n", + "1.0 | \n", + "1.07 | \n", + "40.36 | \n", + "115.57 | \n", + "4.00 | \n", + "35.07 | \n", + "7.36 | \n", + "... | \n", + "0.71 | \n", + "3.57 | \n", + "6.50 | \n", + "0.21 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.14 | \n", + "
| std | \n", + "3155.00 | \n", + "10.63 | \n", + "14223.40 | \n", + "0.0 | \n", + "0.27 | \n", + "29.32 | \n", + "226.00 | \n", + "6.93 | \n", + "44.61 | \n", + "8.82 | \n", + "... | \n", + "0.73 | \n", + "2.59 | \n", + "1.56 | \n", + "0.43 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.36 | \n", + "
| min | \n", + "1461.00 | \n", + "1948.00 | \n", + "34487.00 | \n", + "1.0 | \n", + "1.00 | \n", + "1.00 | \n", + "8.00 | \n", + "0.00 | \n", + "2.00 | \n", + "0.00 | \n", + "... | \n", + "0.00 | \n", + "2.00 | \n", + "5.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 25% | \n", + "3823.50 | \n", + "1954.00 | \n", + "35881.50 | \n", + "1.0 | \n", + "1.00 | \n", + "14.25 | \n", + "15.00 | \n", + "0.00 | \n", + "8.00 | \n", + "2.25 | \n", + "... | \n", + "0.00 | \n", + "2.00 | \n", + "5.00 | \n", + "0.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 50% | \n", + "5642.50 | \n", + "1966.50 | \n", + "39197.00 | \n", + "1.0 | \n", + "1.00 | \n", + "37.00 | \n", + "18.00 | \n", + "0.50 | \n", + "14.00 | \n", + "4.00 | \n", + "... | \n", + "1.00 | \n", + "3.00 | \n", + "6.50 | \n", + "0.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 75% | \n", + "8736.25 | \n", + "1973.00 | \n", + "46536.75 | \n", + "1.0 | \n", + "1.00 | \n", + "63.00 | \n", + "133.00 | \n", + "4.25 | \n", + "38.25 | \n", + "10.00 | \n", + "... | \n", + "1.00 | \n", + "3.75 | \n", + "7.75 | \n", + "0.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| max | \n", + "10356.00 | \n", + "1977.00 | \n", + "83664.00 | \n", + "1.0 | \n", + "2.00 | \n", + "94.00 | \n", + "866.00 | \n", + "21.00 | \n", + "151.00 | \n", + "28.00 | \n", + "... | \n", + "2.00 | \n", + "12.00 | \n", + "9.00 | \n", + "1.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.00 | \n", + "
8 rows × 24 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2234 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 153 | \n", + "92 | \n", + "1988.0 | \n", + "Graduation | \n", + "Alone | \n", + "34176.0 | \n", + "1 | \n", + "0 | \n", + "2014-05-12 | \n", + "12 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 842 | \n", + "3312 | \n", + "1988.0 | \n", + "Graduation | \n", + "Single | \n", + "34176.0 | \n", + "1 | \n", + "0 | \n", + "2014-05-12 | \n", + "12 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2233 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", + "433 | \n", + "1958.0 | \n", + "Master | \n", + "Alone | \n", + "61331.0 | \n", + "1 | \n", + "1 | \n", + "2013-03-10 | \n", + "42 | \n", + "534 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "9.00 | \n", + "9.00 | \n", + "9.00 | \n", + "9.0 | \n", + "9.0 | \n", + "9.00 | \n", + "9.00 | \n", + "9.00 | \n", + "9.00 | \n", + "9.00 | \n", + "... | \n", + "9.00 | \n", + "9.00 | \n", + "9.00 | \n", + "9.0 | \n", + "9.0 | \n", + "9.0 | \n", + "9.0 | \n", + "9.0 | \n", + "9.0 | \n", + "9.00 | \n", + "
| mean | \n", + "4527.44 | \n", + "1965.89 | \n", + "45831.78 | \n", + "1.0 | \n", + "1.0 | \n", + "35.11 | \n", + "144.00 | \n", + "4.78 | \n", + "68.11 | \n", + "10.11 | \n", + "... | \n", + "1.67 | \n", + "4.33 | \n", + "6.78 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.33 | \n", + "
| std | \n", + "2615.40 | \n", + "9.17 | \n", + "8869.73 | \n", + "0.0 | \n", + "0.0 | \n", + "23.78 | \n", + "115.34 | \n", + "5.59 | \n", + "44.48 | \n", + "14.35 | \n", + "... | \n", + "1.80 | \n", + "1.73 | \n", + "0.97 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.50 | \n", + "
| min | \n", + "675.00 | \n", + "1950.00 | \n", + "29435.00 | \n", + "1.0 | \n", + "1.0 | \n", + "2.00 | \n", + "23.00 | \n", + "0.00 | \n", + "9.00 | \n", + "0.00 | \n", + "... | \n", + "0.00 | \n", + "2.00 | \n", + "6.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 25% | \n", + "2715.00 | \n", + "1963.00 | \n", + "42835.00 | \n", + "1.0 | \n", + "1.0 | \n", + "20.00 | \n", + "70.00 | \n", + "2.00 | \n", + "37.00 | \n", + "3.00 | \n", + "... | \n", + "1.00 | \n", + "3.00 | \n", + "6.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 50% | \n", + "5320.00 | \n", + "1971.00 | \n", + "44635.00 | \n", + "1.0 | \n", + "1.0 | \n", + "25.00 | \n", + "81.00 | \n", + "3.00 | \n", + "58.00 | \n", + "6.00 | \n", + "... | \n", + "1.00 | \n", + "4.00 | \n", + "7.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 75% | \n", + "5684.00 | \n", + "1973.00 | \n", + "52034.00 | \n", + "1.0 | \n", + "1.0 | \n", + "53.00 | \n", + "229.00 | \n", + "7.00 | \n", + "93.00 | \n", + "10.00 | \n", + "... | \n", + "2.00 | \n", + "5.00 | \n", + "7.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.00 | \n", + "
| max | \n", + "8180.00 | \n", + "1974.00 | \n", + "59354.00 | \n", + "1.0 | \n", + "1.0 | \n", + "67.00 | \n", + "379.00 | \n", + "18.00 | \n", + "140.00 | \n", + "47.00 | \n", + "... | \n", + "6.00 | \n", + "8.00 | \n", + "9.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.00 | \n", + "
8 rows × 24 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "2.00 | \n", + "2.00 | \n", + "2.00 | \n", + "2.0 | \n", + "2.0 | \n", + "2.00 | \n", + "2.00 | \n", + "2.00 | \n", + "2.00 | \n", + "2.00 | \n", + "... | \n", + "2.0 | \n", + "2.00 | \n", + "2.00 | \n", + "2.0 | \n", + "2.0 | \n", + "2.0 | \n", + "2.0 | \n", + "2.0 | \n", + "2.0 | \n", + "2.00 | \n", + "
| mean | \n", + "6743.50 | \n", + "1957.00 | \n", + "49480.00 | \n", + "1.0 | \n", + "1.0 | \n", + "28.50 | \n", + "136.00 | \n", + "10.50 | \n", + "33.50 | \n", + "11.50 | \n", + "... | \n", + "2.0 | \n", + "3.50 | \n", + "6.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.50 | \n", + "
| std | \n", + "515.48 | \n", + "11.31 | \n", + "2701.15 | \n", + "0.0 | \n", + "0.0 | \n", + "36.06 | \n", + "97.58 | \n", + "13.44 | \n", + "19.09 | \n", + "16.26 | \n", + "... | \n", + "0.0 | \n", + "2.12 | \n", + "1.41 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.71 | \n", + "
| min | \n", + "6379.00 | \n", + "1949.00 | \n", + "47570.00 | \n", + "1.0 | \n", + "1.0 | \n", + "3.00 | \n", + "67.00 | \n", + "1.00 | \n", + "20.00 | \n", + "0.00 | \n", + "... | \n", + "2.0 | \n", + "2.00 | \n", + "5.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.00 | \n", + "
| 25% | \n", + "6561.25 | \n", + "1953.00 | \n", + "48525.00 | \n", + "1.0 | \n", + "1.0 | \n", + "15.75 | \n", + "101.50 | \n", + "5.75 | \n", + "26.75 | \n", + "5.75 | \n", + "... | \n", + "2.0 | \n", + "2.75 | \n", + "5.50 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.25 | \n", + "
| 50% | \n", + "6743.50 | \n", + "1957.00 | \n", + "49480.00 | \n", + "1.0 | \n", + "1.0 | \n", + "28.50 | \n", + "136.00 | \n", + "10.50 | \n", + "33.50 | \n", + "11.50 | \n", + "... | \n", + "2.0 | \n", + "3.50 | \n", + "6.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.50 | \n", + "
| 75% | \n", + "6925.75 | \n", + "1961.00 | \n", + "50435.00 | \n", + "1.0 | \n", + "1.0 | \n", + "41.25 | \n", + "170.50 | \n", + "15.25 | \n", + "40.25 | \n", + "17.25 | \n", + "... | \n", + "2.0 | \n", + "4.25 | \n", + "6.50 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.75 | \n", + "
| max | \n", + "7108.00 | \n", + "1965.00 | \n", + "51390.00 | \n", + "1.0 | \n", + "1.0 | \n", + "54.00 | \n", + "205.00 | \n", + "20.00 | \n", + "47.00 | \n", + "23.00 | \n", + "... | \n", + "2.0 | \n", + "5.00 | \n", + "7.00 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "1.00 | \n", + "
8 rows × 24 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", + "433 | \n", + "1958.0 | \n", + "Master | \n", + "Divorced | \n", + "61331.0 | \n", + "1 | \n", + "1 | \n", + "2013-03-10 | \n", + "42 | \n", + "534 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | \n", + "1994 | \n", + "1983.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-11-15 | \n", + "11 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 27 | \n", + "5255 | \n", + "1986.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-02-20 | \n", + "19 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 43 | \n", + "7281 | \n", + "1959.0 | \n", + "PhD | \n", + "Single | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-11-05 | \n", + "80 | \n", + "81 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 48 | \n", + "7244 | \n", + "1951.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "2 | \n", + "1 | \n", + "2014-01-01 | \n", + "96 | \n", + "48 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 58 | \n", + "8557 | \n", + "1982.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-06-17 | \n", + "57 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 71 | \n", + "10629 | \n", + "1973.0 | \n", + "Master | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2012-09-14 | \n", + "25 | \n", + "25 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 90 | \n", + "8996 | \n", + "1957.0 | \n", + "PhD | \n", + "Married | \n", + "NaN | \n", + "2 | \n", + "1 | \n", + "2012-11-19 | \n", + "4 | \n", + "230 | \n", + "... | \n", + "2 | \n", + "8 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 91 | \n", + "9235 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2014-05-27 | \n", + "45 | \n", + "7 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 92 | \n", + "5798 | \n", + "1973.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-11-23 | \n", + "87 | \n", + "445 | \n", + "... | \n", + "4 | \n", + "8 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 128 | \n", + "8268 | \n", + "1961.0 | \n", + "PhD | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-07-11 | \n", + "23 | \n", + "352 | \n", + "... | \n", + "1 | \n", + "7 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 133 | \n", + "1295 | \n", + "1963.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-08-11 | \n", + "96 | \n", + "231 | \n", + "... | \n", + "5 | \n", + "7 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 312 | \n", + "2437 | \n", + "1989.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-06-03 | \n", + "69 | \n", + "861 | \n", + "... | \n", + "5 | \n", + "12 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 319 | \n", + "2863 | \n", + "1970.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "2 | \n", + "2013-08-23 | \n", + "67 | \n", + "738 | \n", + "... | \n", + "3 | \n", + "10 | \n", + "7 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1379 | \n", + "10475 | \n", + "1970.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-04-01 | \n", + "39 | \n", + "187 | \n", + "... | \n", + "2 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1382 | \n", + "2902 | \n", + "1958.0 | \n", + "Graduation | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2012-09-03 | \n", + "87 | \n", + "19 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1383 | \n", + "4345 | \n", + "1964.0 | \n", + "Master | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2014-01-12 | \n", + "49 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1386 | \n", + "3769 | \n", + "1972.0 | \n", + "PhD | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2014-03-02 | \n", + "17 | \n", + "25 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2059 | \n", + "7187 | \n", + "1969.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2013-05-18 | \n", + "52 | \n", + "375 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2061 | \n", + "1612 | \n", + "1981.0 | \n", + "PhD | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-05-31 | \n", + "82 | \n", + "23 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2078 | \n", + "5079 | \n", + "1971.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2013-03-03 | \n", + "82 | \n", + "71 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2079 | \n", + "10339 | \n", + "1954.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-06-23 | \n", + "83 | \n", + "161 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2081 | \n", + "3117 | \n", + "1955.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-10-18 | \n", + "95 | \n", + "264 | \n", + "... | \n", + "1 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2084 | \n", + "5250 | \n", + "1943.0 | \n", + "Master | \n", + "Widow | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-10-30 | \n", + "75 | \n", + "532 | \n", + "... | \n", + "5 | \n", + "11 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2228 | \n", + "8720 | \n", + "1978.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2012-08-12 | \n", + "53 | \n", + "32 | \n", + "... | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2233 | \n", + "9432 | \n", + "1977.0 | \n", + "Graduation | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-06-02 | \n", + "23 | \n", + "9 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
25 rows × 27 columns
\n", + "| \n", + " | \n", + " | Income | \n", + "
|---|---|---|
| Marital_Status | \n", + "Education | \n", + "\n", + " |
| Divorced | \n", + "Basic | \n", + "9548.00 | \n", + "
| Graduation | \n", + "54526.04 | \n", + "|
| Master | \n", + "50159.03 | \n", + "|
| PhD | \n", + "53786.08 | \n", + "|
| Married | \n", + "Basic | \n", + "21960.50 | \n", + "
| Graduation | \n", + "50800.26 | \n", + "|
| Master | \n", + "50686.06 | \n", + "|
| PhD | \n", + "58138.03 | \n", + "|
| Single | \n", + "Basic | \n", + "18238.67 | \n", + "
| Graduation | \n", + "51435.23 | \n", + "|
| Master | \n", + "53577.06 | \n", + "|
| PhD | \n", + "53314.61 | \n", + "|
| Together | \n", + "Basic | \n", + "21240.07 | \n", + "
| Graduation | \n", + "53607.40 | \n", + "|
| Master | \n", + "49495.94 | \n", + "|
| PhD | \n", + "56041.42 | \n", + "|
| Widow | \n", + "Basic | \n", + "22123.00 | \n", + "
| Graduation | \n", + "54976.66 | \n", + "|
| Master | \n", + "56211.12 | \n", + "|
| PhD | \n", + "60288.08 | \n", + "
| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | \n", + "1994 | \n", + "1983.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-11-15 | \n", + "11 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 27 | \n", + "5255 | \n", + "1986.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-02-20 | \n", + "19 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 43 | \n", + "7281 | \n", + "1959.0 | \n", + "PhD | \n", + "Single | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-11-05 | \n", + "80 | \n", + "81 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "2 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 48 | \n", + "7244 | \n", + "1951.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "2 | \n", + "1 | \n", + "2014-01-01 | \n", + "96 | \n", + "48 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 58 | \n", + "8557 | \n", + "1982.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-06-17 | \n", + "57 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 71 | \n", + "10629 | \n", + "1973.0 | \n", + "Master | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2012-09-14 | \n", + "25 | \n", + "25 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 90 | \n", + "8996 | \n", + "1957.0 | \n", + "PhD | \n", + "Married | \n", + "NaN | \n", + "2 | \n", + "1 | \n", + "2012-11-19 | \n", + "4 | \n", + "230 | \n", + "... | \n", + "2 | \n", + "8 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 91 | \n", + "9235 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2014-05-27 | \n", + "45 | \n", + "7 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 92 | \n", + "5798 | \n", + "1973.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-11-23 | \n", + "87 | \n", + "445 | \n", + "... | \n", + "4 | \n", + "8 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 128 | \n", + "8268 | \n", + "1961.0 | \n", + "PhD | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-07-11 | \n", + "23 | \n", + "352 | \n", + "... | \n", + "1 | \n", + "7 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 133 | \n", + "1295 | \n", + "1963.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-08-11 | \n", + "96 | \n", + "231 | \n", + "... | \n", + "5 | \n", + "7 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 312 | \n", + "2437 | \n", + "1989.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-06-03 | \n", + "69 | \n", + "861 | \n", + "... | \n", + "5 | \n", + "12 | \n", + "3 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 319 | \n", + "2863 | \n", + "1970.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "2 | \n", + "2013-08-23 | \n", + "67 | \n", + "738 | \n", + "... | \n", + "3 | \n", + "10 | \n", + "7 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1379 | \n", + "10475 | \n", + "1970.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-04-01 | \n", + "39 | \n", + "187 | \n", + "... | \n", + "2 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1382 | \n", + "2902 | \n", + "1958.0 | \n", + "Graduation | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2012-09-03 | \n", + "87 | \n", + "19 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1383 | \n", + "4345 | \n", + "1964.0 | \n", + "Master | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2014-01-12 | \n", + "49 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 1386 | \n", + "3769 | \n", + "1972.0 | \n", + "PhD | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2014-03-02 | \n", + "17 | \n", + "25 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2059 | \n", + "7187 | \n", + "1969.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2013-05-18 | \n", + "52 | \n", + "375 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2061 | \n", + "1612 | \n", + "1981.0 | \n", + "PhD | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-05-31 | \n", + "82 | \n", + "23 | \n", + "... | \n", + "0 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2078 | \n", + "5079 | \n", + "1971.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "1 | \n", + "2013-03-03 | \n", + "82 | \n", + "71 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "8 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2079 | \n", + "10339 | \n", + "1954.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-06-23 | \n", + "83 | \n", + "161 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2081 | \n", + "3117 | \n", + "1955.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "0 | \n", + "1 | \n", + "2013-10-18 | \n", + "95 | \n", + "264 | \n", + "... | \n", + "1 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2084 | \n", + "5250 | \n", + "1943.0 | \n", + "Master | \n", + "Widow | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-10-30 | \n", + "75 | \n", + "532 | \n", + "... | \n", + "5 | \n", + "11 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2228 | \n", + "8720 | \n", + "1978.0 | \n", + "Master | \n", + "Together | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2012-08-12 | \n", + "53 | \n", + "32 | \n", + "... | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2233 | \n", + "9432 | \n", + "1977.0 | \n", + "Graduation | \n", + "Together | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-06-02 | \n", + "23 | \n", + "9 | \n", + "... | \n", + "1 | \n", + "3 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
25 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "Response | \n", + "Ec_Divorced | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "Ed_Basic | \n", + "Ed_Graduation | \n", + "Ed_Master | \n", + "Ed_PhD | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2233 rows × 36 columns
\n", + "| \n", + " | Income | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "Ed_Basic | \n", + "Ed_Graduation | \n", + "Ed_Master | \n", + "Ed_PhD | \n", + "Year_Birth | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", + "1.00 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.23 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.10 | \n", + "-0.20 | \n", + "... | \n", + "0.70 | \n", + "0.63 | \n", + "-0.65 | \n", + "-0.01 | \n", + "0.22 | \n", + "0.40 | \n", + "0.33 | \n", + "0.10 | \n", + "-0.03 | \n", + "0.16 | \n", + "
| Ec_Married | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.42 | \n", + "-0.47 | \n", + "-0.15 | \n", + "-0.01 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.01 | \n", + "0.05 | \n", + "... | \n", + "-0.01 | \n", + "0.01 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.03 | \n", + "-0.04 | \n", + "-0.00 | \n", + "-0.08 | \n", + "
| Ec_Single | \n", + "-0.02 | \n", + "-0.42 | \n", + "1.00 | \n", + "-0.31 | \n", + "-0.10 | \n", + "0.05 | \n", + "0.02 | \n", + "-0.03 | \n", + "-0.01 | \n", + "0.13 | \n", + "... | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.02 | \n", + "0.11 | \n", + "
| Ec_Together | \n", + "0.00 | \n", + "-0.47 | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.11 | \n", + "-0.00 | \n", + "-0.01 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.05 | \n", + "... | \n", + "0.00 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.00 | \n", + "-0.07 | \n", + "
| Ec_Widow | \n", + "0.04 | \n", + "-0.15 | \n", + "-0.10 | \n", + "-0.11 | \n", + "1.00 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.17 | \n", + "... | \n", + "0.04 | \n", + "0.04 | \n", + "-0.03 | \n", + "-0.01 | \n", + "0.04 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.00 | \n", + "-0.02 | \n", + "0.05 | \n", + "
| Ed_Basic | \n", + "-0.23 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.00 | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.16 | \n", + "-0.09 | \n", + "-0.08 | \n", + "0.12 | \n", + "... | \n", + "-0.12 | \n", + "-0.14 | \n", + "0.10 | \n", + "0.02 | \n", + "-0.04 | \n", + "-0.04 | \n", + "-0.04 | \n", + "-0.02 | \n", + "-0.02 | \n", + "-0.05 | \n", + "
| Ed_Graduation | \n", + "0.01 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.16 | \n", + "1.00 | \n", + "-0.59 | \n", + "-0.53 | \n", + "0.06 | \n", + "... | \n", + "0.02 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.03 | \n", + "0.01 | \n", + "0.03 | \n", + "-0.04 | \n", + "
| Ed_Master | \n", + "-0.03 | \n", + "-0.00 | \n", + "-0.03 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.09 | \n", + "-0.59 | \n", + "1.00 | \n", + "-0.31 | \n", + "0.00 | \n", + "... | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.03 | \n", + "0.01 | \n", + "-0.02 | \n", + "
| Ed_PhD | \n", + "0.10 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.08 | \n", + "-0.53 | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.12 | \n", + "... | \n", + "0.06 | \n", + "0.05 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.04 | \n", + "0.02 | \n", + "-0.00 | \n", + "0.03 | \n", + "-0.04 | \n", + "0.08 | \n", + "
| Year_Birth | \n", + "-0.20 | \n", + "0.05 | \n", + "0.13 | \n", + "-0.05 | \n", + "-0.17 | \n", + "0.12 | \n", + "0.06 | \n", + "0.00 | \n", + "-0.12 | \n", + "1.00 | \n", + "... | \n", + "-0.12 | \n", + "-0.14 | \n", + "0.12 | \n", + "0.06 | \n", + "-0.06 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.02 | \n", + "
| Kidhome | \n", + "-0.51 | \n", + "0.02 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.07 | \n", + "0.05 | \n", + "0.00 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.23 | \n", + "... | \n", + "-0.50 | \n", + "-0.50 | \n", + "0.45 | \n", + "0.01 | \n", + "-0.16 | \n", + "-0.21 | \n", + "-0.17 | \n", + "-0.08 | \n", + "0.04 | \n", + "-0.08 | \n", + "
| Teenhome | \n", + "0.04 | \n", + "0.01 | \n", + "-0.10 | \n", + "0.03 | \n", + "0.05 | \n", + "-0.12 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.09 | \n", + "-0.36 | \n", + "... | \n", + "-0.11 | \n", + "0.05 | \n", + "0.13 | \n", + "-0.05 | \n", + "0.04 | \n", + "-0.19 | \n", + "-0.14 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.16 | \n", + "
| Recency | \n", + "0.01 | \n", + "-0.02 | \n", + "0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.03 | \n", + "-0.03 | \n", + "-0.01 | \n", + "-0.02 | \n", + "... | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.03 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.20 | \n", + "
| MntWines | \n", + "0.69 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.14 | \n", + "-0.06 | \n", + "-0.03 | \n", + "0.16 | \n", + "-0.16 | \n", + "... | \n", + "0.64 | \n", + "0.64 | \n", + "-0.32 | \n", + "0.07 | \n", + "0.37 | \n", + "0.47 | \n", + "0.35 | \n", + "0.21 | \n", + "-0.04 | \n", + "0.25 | \n", + "
| MntFruits | \n", + "0.51 | \n", + "-0.01 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.03 | \n", + "-0.06 | \n", + "0.11 | \n", + "-0.03 | \n", + "-0.08 | \n", + "-0.01 | \n", + "... | \n", + "0.49 | \n", + "0.46 | \n", + "-0.42 | \n", + "0.02 | \n", + "0.01 | \n", + "0.22 | \n", + "0.19 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.13 | \n", + "
| MntMeatProducts | \n", + "0.69 | \n", + "-0.02 | \n", + "0.03 | \n", + "0.00 | \n", + "0.02 | \n", + "-0.11 | \n", + "0.06 | \n", + "-0.03 | \n", + "0.01 | \n", + "-0.03 | \n", + "... | \n", + "0.72 | \n", + "0.48 | \n", + "-0.54 | \n", + "0.02 | \n", + "0.10 | \n", + "0.37 | \n", + "0.31 | \n", + "0.04 | \n", + "-0.02 | \n", + "0.24 | \n", + "
| MntFishProducts | \n", + "0.52 | \n", + "-0.03 | \n", + "0.01 | \n", + "0.02 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.10 | \n", + "-0.00 | \n", + "-0.10 | \n", + "-0.04 | \n", + "... | \n", + "0.53 | \n", + "0.46 | \n", + "-0.45 | \n", + "0.00 | \n", + "0.02 | \n", + "0.20 | \n", + "0.26 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.11 | \n", + "
| MntSweetProducts | \n", + "0.52 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.10 | \n", + "-0.02 | \n", + "-0.09 | \n", + "-0.02 | \n", + "... | \n", + "0.49 | \n", + "0.45 | \n", + "-0.42 | \n", + "0.00 | \n", + "0.03 | \n", + "0.26 | \n", + "0.24 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.12 | \n", + "
| MntGoldProds | \n", + "0.39 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.13 | \n", + "-0.02 | \n", + "-0.12 | \n", + "-0.06 | \n", + "... | \n", + "0.44 | \n", + "0.38 | \n", + "-0.25 | \n", + "0.13 | \n", + "0.02 | \n", + "0.18 | \n", + "0.17 | \n", + "0.05 | \n", + "-0.03 | \n", + "0.14 | \n", + "
| NumDealsPurchases | \n", + "-0.11 | \n", + "0.03 | \n", + "-0.05 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.04 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.01 | \n", + "-0.07 | \n", + "... | \n", + "-0.01 | \n", + "0.07 | \n", + "0.35 | \n", + "-0.02 | \n", + "0.02 | \n", + "-0.18 | \n", + "-0.12 | \n", + "-0.04 | \n", + "0.00 | \n", + "0.00 | \n", + "
| NumWebPurchases | \n", + "0.46 | \n", + "0.00 | \n", + "-0.04 | \n", + "-0.00 | \n", + "0.04 | \n", + "-0.12 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.07 | \n", + "-0.15 | \n", + "... | \n", + "0.38 | \n", + "0.50 | \n", + "-0.06 | \n", + "0.05 | \n", + "0.16 | \n", + "0.14 | \n", + "0.16 | \n", + "0.03 | \n", + "-0.02 | \n", + "0.15 | \n", + "
| NumCatalogPurchases | \n", + "0.70 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.12 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.06 | \n", + "-0.12 | \n", + "... | \n", + "1.00 | \n", + "0.52 | \n", + "-0.52 | \n", + "0.11 | \n", + "0.14 | \n", + "0.32 | \n", + "0.31 | \n", + "0.10 | \n", + "-0.02 | \n", + "0.22 | \n", + "
| NumStorePurchases | \n", + "0.63 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.14 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.14 | \n", + "... | \n", + "0.52 | \n", + "1.00 | \n", + "-0.43 | \n", + "-0.06 | \n", + "0.18 | \n", + "0.21 | \n", + "0.18 | \n", + "0.09 | \n", + "-0.02 | \n", + "0.04 | \n", + "
| NumWebVisitsMonth | \n", + "-0.65 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.03 | \n", + "0.10 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.12 | \n", + "... | \n", + "-0.52 | \n", + "-0.43 | \n", + "1.00 | \n", + "0.06 | \n", + "-0.03 | \n", + "-0.28 | \n", + "-0.19 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "
| AcceptedCmp3 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.06 | \n", + "... | \n", + "0.11 | \n", + "-0.06 | \n", + "0.06 | \n", + "1.00 | \n", + "-0.08 | \n", + "0.08 | \n", + "0.10 | \n", + "0.07 | \n", + "0.01 | \n", + "0.25 | \n", + "
| AcceptedCmp4 | \n", + "0.22 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.04 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.06 | \n", + "... | \n", + "0.14 | \n", + "0.18 | \n", + "-0.03 | \n", + "-0.08 | \n", + "1.00 | \n", + "0.31 | \n", + "0.25 | \n", + "0.29 | \n", + "-0.03 | \n", + "0.18 | \n", + "
| AcceptedCmp5 | \n", + "0.40 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.02 | \n", + "0.02 | \n", + "... | \n", + "0.32 | \n", + "0.21 | \n", + "-0.28 | \n", + "0.08 | \n", + "0.31 | \n", + "1.00 | \n", + "0.40 | \n", + "0.22 | \n", + "-0.01 | \n", + "0.33 | \n", + "
| AcceptedCmp1 | \n", + "0.33 | \n", + "0.03 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.04 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.00 | \n", + "-0.01 | \n", + "... | \n", + "0.31 | \n", + "0.18 | \n", + "-0.19 | \n", + "0.10 | \n", + "0.25 | \n", + "0.40 | \n", + "1.00 | \n", + "0.18 | \n", + "-0.03 | \n", + "0.30 | \n", + "
| AcceptedCmp2 | \n", + "0.10 | \n", + "-0.04 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.00 | \n", + "-0.02 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.03 | \n", + "-0.01 | \n", + "... | \n", + "0.10 | \n", + "0.09 | \n", + "-0.01 | \n", + "0.07 | \n", + "0.29 | \n", + "0.22 | \n", + "0.18 | \n", + "1.00 | \n", + "-0.01 | \n", + "0.17 | \n", + "
| Complain | \n", + "-0.03 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.03 | \n", + "0.01 | \n", + "-0.04 | \n", + "-0.00 | \n", + "... | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.03 | \n", + "-0.01 | \n", + "-0.03 | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.00 | \n", + "
| Response | \n", + "0.16 | \n", + "-0.08 | \n", + "0.11 | \n", + "-0.07 | \n", + "0.05 | \n", + "-0.05 | \n", + "-0.04 | \n", + "-0.02 | \n", + "0.08 | \n", + "0.02 | \n", + "... | \n", + "0.22 | \n", + "0.04 | \n", + "-0.00 | \n", + "0.25 | \n", + "0.18 | \n", + "0.33 | \n", + "0.30 | \n", + "0.17 | \n", + "-0.00 | \n", + "1.00 | \n", + "
31 rows × 31 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "Ec_Divorced | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "1 | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "1 | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "1 | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "1 | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "3 | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "1 | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "3 | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "1 | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "2 | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "3 | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
2233 rows × 32 columns
\n", + "| \n", + " | Income | \n", + "Education | \n", + "Year_Birth | \n", + "Kidhome | \n", + "Teenhome | \n", + "Recency | \n", + "MntWines | \n", + "MntFruits | \n", + "MntMeatProducts | \n", + "MntFishProducts | \n", + "... | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", + "1.00 | \n", + "0.13 | \n", + "-0.20 | \n", + "-0.51 | \n", + "0.04 | \n", + "0.01 | \n", + "0.69 | \n", + "0.51 | \n", + "0.69 | \n", + "0.52 | \n", + "... | \n", + "0.22 | \n", + "0.40 | \n", + "0.33 | \n", + "0.10 | \n", + "-0.03 | \n", + "0.16 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "
| Education | \n", + "0.13 | \n", + "1.00 | \n", + "-0.14 | \n", + "-0.04 | \n", + "0.10 | \n", + "-0.02 | \n", + "0.16 | \n", + "-0.08 | \n", + "0.01 | \n", + "-0.09 | \n", + "... | \n", + "0.04 | \n", + "0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.03 | \n", + "0.08 | \n", + "0.01 | \n", + "-0.04 | \n", + "-0.00 | \n", + "0.04 | \n", + "
| Year_Birth | \n", + "-0.20 | \n", + "-0.14 | \n", + "1.00 | \n", + "0.23 | \n", + "-0.36 | \n", + "-0.02 | \n", + "-0.16 | \n", + "-0.01 | \n", + "-0.03 | \n", + "-0.04 | \n", + "... | \n", + "-0.06 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.02 | \n", + "0.05 | \n", + "0.13 | \n", + "-0.05 | \n", + "-0.17 | \n", + "
| Kidhome | \n", + "-0.51 | \n", + "-0.04 | \n", + "0.23 | \n", + "1.00 | \n", + "-0.04 | \n", + "0.01 | \n", + "-0.50 | \n", + "-0.37 | \n", + "-0.44 | \n", + "-0.39 | \n", + "... | \n", + "-0.16 | \n", + "-0.21 | \n", + "-0.17 | \n", + "-0.08 | \n", + "0.04 | \n", + "-0.08 | \n", + "0.02 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.07 | \n", + "
| Teenhome | \n", + "0.04 | \n", + "0.10 | \n", + "-0.36 | \n", + "-0.04 | \n", + "1.00 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.18 | \n", + "-0.26 | \n", + "-0.20 | \n", + "... | \n", + "0.04 | \n", + "-0.19 | \n", + "-0.14 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.16 | \n", + "0.01 | \n", + "-0.10 | \n", + "0.03 | \n", + "0.05 | \n", + "
| Recency | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.01 | \n", + "0.02 | \n", + "1.00 | \n", + "0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "... | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.20 | \n", + "-0.02 | \n", + "0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "
| MntWines | \n", + "0.69 | \n", + "0.16 | \n", + "-0.16 | \n", + "-0.50 | \n", + "0.01 | \n", + "0.02 | \n", + "1.00 | \n", + "0.39 | \n", + "0.56 | \n", + "0.40 | \n", + "... | \n", + "0.37 | \n", + "0.47 | \n", + "0.35 | \n", + "0.21 | \n", + "-0.04 | \n", + "0.25 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "
| MntFruits | \n", + "0.51 | \n", + "-0.08 | \n", + "-0.01 | \n", + "-0.37 | \n", + "-0.18 | \n", + "-0.01 | \n", + "0.39 | \n", + "1.00 | \n", + "0.54 | \n", + "0.59 | \n", + "... | \n", + "0.01 | \n", + "0.22 | \n", + "0.19 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.13 | \n", + "-0.01 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.03 | \n", + "
| MntMeatProducts | \n", + "0.69 | \n", + "0.01 | \n", + "-0.03 | \n", + "-0.44 | \n", + "-0.26 | \n", + "0.02 | \n", + "0.56 | \n", + "0.54 | \n", + "1.00 | \n", + "0.57 | \n", + "... | \n", + "0.10 | \n", + "0.37 | \n", + "0.31 | \n", + "0.04 | \n", + "-0.02 | \n", + "0.24 | \n", + "-0.02 | \n", + "0.03 | \n", + "0.00 | \n", + "0.02 | \n", + "
| MntFishProducts | \n", + "0.52 | \n", + "-0.09 | \n", + "-0.04 | \n", + "-0.39 | \n", + "-0.20 | \n", + "-0.00 | \n", + "0.40 | \n", + "0.59 | \n", + "0.57 | \n", + "1.00 | \n", + "... | \n", + "0.02 | \n", + "0.20 | \n", + "0.26 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.11 | \n", + "-0.03 | \n", + "0.01 | \n", + "0.02 | \n", + "0.05 | \n", + "
| MntSweetProducts | \n", + "0.52 | \n", + "-0.08 | \n", + "-0.02 | \n", + "-0.37 | \n", + "-0.16 | \n", + "0.02 | \n", + "0.39 | \n", + "0.57 | \n", + "0.52 | \n", + "0.58 | \n", + "... | \n", + "0.03 | \n", + "0.26 | \n", + "0.24 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.12 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "
| MntGoldProds | \n", + "0.39 | \n", + "-0.11 | \n", + "-0.06 | \n", + "-0.35 | \n", + "-0.02 | \n", + "0.02 | \n", + "0.39 | \n", + "0.39 | \n", + "0.35 | \n", + "0.42 | \n", + "... | \n", + "0.02 | \n", + "0.18 | \n", + "0.17 | \n", + "0.05 | \n", + "-0.03 | \n", + "0.14 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "
| NumDealsPurchases | \n", + "-0.11 | \n", + "0.03 | \n", + "-0.07 | \n", + "0.22 | \n", + "0.39 | \n", + "0.00 | \n", + "0.01 | \n", + "-0.13 | \n", + "-0.12 | \n", + "-0.14 | \n", + "... | \n", + "0.02 | \n", + "-0.18 | \n", + "-0.12 | \n", + "-0.04 | \n", + "0.00 | \n", + "0.00 | \n", + "0.03 | \n", + "-0.05 | \n", + "0.00 | \n", + "0.00 | \n", + "
| NumWebPurchases | \n", + "0.46 | \n", + "0.07 | \n", + "-0.15 | \n", + "-0.36 | \n", + "0.16 | \n", + "-0.01 | \n", + "0.54 | \n", + "0.30 | \n", + "0.29 | \n", + "0.29 | \n", + "... | \n", + "0.16 | \n", + "0.14 | \n", + "0.16 | \n", + "0.03 | \n", + "-0.02 | \n", + "0.15 | \n", + "0.00 | \n", + "-0.04 | \n", + "-0.00 | \n", + "0.04 | \n", + "
| NumCatalogPurchases | \n", + "0.70 | \n", + "0.06 | \n", + "-0.12 | \n", + "-0.50 | \n", + "-0.11 | \n", + "0.02 | \n", + "0.64 | \n", + "0.49 | \n", + "0.72 | \n", + "0.53 | \n", + "... | \n", + "0.14 | \n", + "0.32 | \n", + "0.31 | \n", + "0.10 | \n", + "-0.02 | \n", + "0.22 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.04 | \n", + "
| NumStorePurchases | \n", + "0.63 | \n", + "0.07 | \n", + "-0.14 | \n", + "-0.50 | \n", + "0.05 | \n", + "-0.00 | \n", + "0.64 | \n", + "0.46 | \n", + "0.48 | \n", + "0.46 | \n", + "... | \n", + "0.18 | \n", + "0.21 | \n", + "0.18 | \n", + "0.09 | \n", + "-0.02 | \n", + "0.04 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.04 | \n", + "
| NumWebVisitsMonth | \n", + "-0.65 | \n", + "-0.04 | \n", + "0.12 | \n", + "0.45 | \n", + "0.13 | \n", + "-0.02 | \n", + "-0.32 | \n", + "-0.42 | \n", + "-0.54 | \n", + "-0.45 | \n", + "... | \n", + "-0.03 | \n", + "-0.28 | \n", + "-0.19 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.03 | \n", + "
| AcceptedCmp3 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.06 | \n", + "0.01 | \n", + "-0.05 | \n", + "-0.03 | \n", + "0.07 | \n", + "0.02 | \n", + "0.02 | \n", + "0.00 | \n", + "... | \n", + "-0.08 | \n", + "0.08 | \n", + "0.10 | \n", + "0.07 | \n", + "0.01 | \n", + "0.25 | \n", + "0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "
| AcceptedCmp4 | \n", + "0.22 | \n", + "0.04 | \n", + "-0.06 | \n", + "-0.16 | \n", + "0.04 | \n", + "0.02 | \n", + "0.37 | \n", + "0.01 | \n", + "0.10 | \n", + "0.02 | \n", + "... | \n", + "1.00 | \n", + "0.31 | \n", + "0.25 | \n", + "0.29 | \n", + "-0.03 | \n", + "0.18 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.04 | \n", + "
| AcceptedCmp5 | \n", + "0.40 | \n", + "0.02 | \n", + "0.02 | \n", + "-0.21 | \n", + "-0.19 | \n", + "-0.00 | \n", + "0.47 | \n", + "0.22 | \n", + "0.37 | \n", + "0.20 | \n", + "... | \n", + "0.31 | \n", + "1.00 | \n", + "0.40 | \n", + "0.22 | \n", + "-0.01 | \n", + "0.33 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.02 | \n", + "
| AcceptedCmp1 | \n", + "0.33 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.17 | \n", + "-0.14 | \n", + "-0.02 | \n", + "0.35 | \n", + "0.19 | \n", + "0.31 | \n", + "0.26 | \n", + "... | \n", + "0.25 | \n", + "0.40 | \n", + "1.00 | \n", + "0.18 | \n", + "-0.03 | \n", + "0.30 | \n", + "0.03 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.00 | \n", + "
| AcceptedCmp2 | \n", + "0.10 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.08 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.21 | \n", + "-0.01 | \n", + "0.04 | \n", + "0.00 | \n", + "... | \n", + "0.29 | \n", + "0.22 | \n", + "0.18 | \n", + "1.00 | \n", + "-0.01 | \n", + "0.17 | \n", + "-0.04 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.00 | \n", + "
| Complain | \n", + "-0.03 | \n", + "-0.03 | \n", + "-0.00 | \n", + "0.04 | \n", + "0.00 | \n", + "0.01 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.02 | \n", + "... | \n", + "-0.03 | \n", + "-0.01 | \n", + "-0.03 | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "
| Response | \n", + "0.16 | \n", + "0.08 | \n", + "0.02 | \n", + "-0.08 | \n", + "-0.16 | \n", + "-0.20 | \n", + "0.25 | \n", + "0.13 | \n", + "0.24 | \n", + "0.11 | \n", + "... | \n", + "0.18 | \n", + "0.33 | \n", + "0.30 | \n", + "0.17 | \n", + "-0.00 | \n", + "1.00 | \n", + "-0.08 | \n", + "0.11 | \n", + "-0.07 | \n", + "0.05 | \n", + "
| Ec_Married | \n", + "-0.01 | \n", + "0.01 | \n", + "0.05 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.03 | \n", + "... | \n", + "-0.01 | \n", + "0.01 | \n", + "0.03 | \n", + "-0.04 | \n", + "-0.00 | \n", + "-0.08 | \n", + "1.00 | \n", + "-0.42 | \n", + "-0.47 | \n", + "-0.15 | \n", + "
| Ec_Single | \n", + "-0.02 | \n", + "-0.04 | \n", + "0.13 | \n", + "0.02 | \n", + "-0.10 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.01 | \n", + "0.03 | \n", + "0.01 | \n", + "... | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.02 | \n", + "0.11 | \n", + "-0.42 | \n", + "1.00 | \n", + "-0.31 | \n", + "-0.10 | \n", + "
| Ec_Together | \n", + "0.00 | \n", + "-0.00 | \n", + "-0.05 | \n", + "0.01 | \n", + "0.03 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.02 | \n", + "... | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.00 | \n", + "-0.07 | \n", + "-0.47 | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.11 | \n", + "
| Ec_Widow | \n", + "0.04 | \n", + "0.04 | \n", + "-0.17 | \n", + "-0.07 | \n", + "0.05 | \n", + "-0.00 | \n", + "0.04 | \n", + "0.03 | \n", + "0.02 | \n", + "0.05 | \n", + "... | \n", + "0.04 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.00 | \n", + "-0.02 | \n", + "0.05 | \n", + "-0.15 | \n", + "-0.10 | \n", + "-0.11 | \n", + "1.00 | \n", + "
28 rows × 28 columns
\n", + "| \n", + " | Income | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "Ed_Basic | \n", + "Ed_Graduation | \n", + "Ed_Master | \n", + "Ed_PhD | \n", + "Year_Birth | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", + "1.00 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.23 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.10 | \n", + "-0.20 | \n", + "... | \n", + "0.70 | \n", + "0.63 | \n", + "-0.65 | \n", + "-0.01 | \n", + "0.22 | \n", + "0.40 | \n", + "0.33 | \n", + "0.10 | \n", + "-0.03 | \n", + "0.16 | \n", + "
| Ec_Married | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.42 | \n", + "-0.47 | \n", + "-0.15 | \n", + "-0.01 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.01 | \n", + "0.05 | \n", + "... | \n", + "-0.01 | \n", + "0.01 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.03 | \n", + "-0.04 | \n", + "-0.00 | \n", + "-0.08 | \n", + "
| Ec_Single | \n", + "-0.02 | \n", + "-0.42 | \n", + "1.00 | \n", + "-0.31 | \n", + "-0.10 | \n", + "0.05 | \n", + "0.02 | \n", + "-0.03 | \n", + "-0.01 | \n", + "0.13 | \n", + "... | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.02 | \n", + "0.11 | \n", + "
| Ec_Together | \n", + "0.00 | \n", + "-0.47 | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.11 | \n", + "-0.00 | \n", + "-0.01 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.05 | \n", + "... | \n", + "0.00 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.00 | \n", + "-0.07 | \n", + "
| Ec_Widow | \n", + "0.04 | \n", + "-0.15 | \n", + "-0.10 | \n", + "-0.11 | \n", + "1.00 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.17 | \n", + "... | \n", + "0.04 | \n", + "0.04 | \n", + "-0.03 | \n", + "-0.01 | \n", + "0.04 | \n", + "0.02 | \n", + "0.00 | \n", + "-0.00 | \n", + "-0.02 | \n", + "0.05 | \n", + "
| Ed_Basic | \n", + "-0.23 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.00 | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.16 | \n", + "-0.09 | \n", + "-0.08 | \n", + "0.12 | \n", + "... | \n", + "-0.12 | \n", + "-0.14 | \n", + "0.10 | \n", + "0.02 | \n", + "-0.04 | \n", + "-0.04 | \n", + "-0.04 | \n", + "-0.02 | \n", + "-0.02 | \n", + "-0.05 | \n", + "
| Ed_Graduation | \n", + "0.01 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.16 | \n", + "1.00 | \n", + "-0.59 | \n", + "-0.53 | \n", + "0.06 | \n", + "... | \n", + "0.02 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.03 | \n", + "0.01 | \n", + "0.03 | \n", + "-0.04 | \n", + "
| Ed_Master | \n", + "-0.03 | \n", + "-0.00 | \n", + "-0.03 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.09 | \n", + "-0.59 | \n", + "1.00 | \n", + "-0.31 | \n", + "0.00 | \n", + "... | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "-0.03 | \n", + "0.01 | \n", + "-0.02 | \n", + "
| Ed_PhD | \n", + "0.10 | \n", + "0.01 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.04 | \n", + "-0.08 | \n", + "-0.53 | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.12 | \n", + "... | \n", + "0.06 | \n", + "0.05 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.04 | \n", + "0.02 | \n", + "-0.00 | \n", + "0.03 | \n", + "-0.04 | \n", + "0.08 | \n", + "
| Year_Birth | \n", + "-0.20 | \n", + "0.05 | \n", + "0.13 | \n", + "-0.05 | \n", + "-0.17 | \n", + "0.12 | \n", + "0.06 | \n", + "0.00 | \n", + "-0.12 | \n", + "1.00 | \n", + "... | \n", + "-0.12 | \n", + "-0.14 | \n", + "0.12 | \n", + "0.06 | \n", + "-0.06 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.02 | \n", + "
| Kidhome | \n", + "-0.51 | \n", + "0.02 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.07 | \n", + "0.05 | \n", + "0.00 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.23 | \n", + "... | \n", + "-0.50 | \n", + "-0.50 | \n", + "0.45 | \n", + "0.01 | \n", + "-0.16 | \n", + "-0.21 | \n", + "-0.17 | \n", + "-0.08 | \n", + "0.04 | \n", + "-0.08 | \n", + "
| Teenhome | \n", + "0.04 | \n", + "0.01 | \n", + "-0.10 | \n", + "0.03 | \n", + "0.05 | \n", + "-0.12 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.09 | \n", + "-0.36 | \n", + "... | \n", + "-0.11 | \n", + "0.05 | \n", + "0.13 | \n", + "-0.05 | \n", + "0.04 | \n", + "-0.19 | \n", + "-0.14 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.16 | \n", + "
| Recency | \n", + "0.01 | \n", + "-0.02 | \n", + "0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.00 | \n", + "0.03 | \n", + "-0.03 | \n", + "-0.01 | \n", + "-0.02 | \n", + "... | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.03 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.00 | \n", + "0.01 | \n", + "-0.20 | \n", + "
| MntWines | \n", + "0.69 | \n", + "-0.01 | \n", + "-0.02 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.14 | \n", + "-0.06 | \n", + "-0.03 | \n", + "0.16 | \n", + "-0.16 | \n", + "... | \n", + "0.64 | \n", + "0.64 | \n", + "-0.32 | \n", + "0.07 | \n", + "0.37 | \n", + "0.47 | \n", + "0.35 | \n", + "0.21 | \n", + "-0.04 | \n", + "0.25 | \n", + "
| MntFruits | \n", + "0.51 | \n", + "-0.01 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.03 | \n", + "-0.06 | \n", + "0.11 | \n", + "-0.03 | \n", + "-0.08 | \n", + "-0.01 | \n", + "... | \n", + "0.49 | \n", + "0.46 | \n", + "-0.42 | \n", + "0.02 | \n", + "0.01 | \n", + "0.22 | \n", + "0.19 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.13 | \n", + "
| MntMeatProducts | \n", + "0.69 | \n", + "-0.02 | \n", + "0.03 | \n", + "0.00 | \n", + "0.02 | \n", + "-0.11 | \n", + "0.06 | \n", + "-0.03 | \n", + "0.01 | \n", + "-0.03 | \n", + "... | \n", + "0.72 | \n", + "0.48 | \n", + "-0.54 | \n", + "0.02 | \n", + "0.10 | \n", + "0.37 | \n", + "0.31 | \n", + "0.04 | \n", + "-0.02 | \n", + "0.24 | \n", + "
| MntFishProducts | \n", + "0.52 | \n", + "-0.03 | \n", + "0.01 | \n", + "0.02 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.10 | \n", + "-0.00 | \n", + "-0.10 | \n", + "-0.04 | \n", + "... | \n", + "0.53 | \n", + "0.46 | \n", + "-0.45 | \n", + "0.00 | \n", + "0.02 | \n", + "0.20 | \n", + "0.26 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.11 | \n", + "
| MntSweetProducts | \n", + "0.52 | \n", + "-0.01 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.10 | \n", + "-0.02 | \n", + "-0.09 | \n", + "-0.02 | \n", + "... | \n", + "0.49 | \n", + "0.45 | \n", + "-0.42 | \n", + "0.00 | \n", + "0.03 | \n", + "0.26 | \n", + "0.24 | \n", + "0.01 | \n", + "-0.02 | \n", + "0.12 | \n", + "
| MntGoldProds | \n", + "0.39 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.06 | \n", + "0.13 | \n", + "-0.02 | \n", + "-0.12 | \n", + "-0.06 | \n", + "... | \n", + "0.44 | \n", + "0.38 | \n", + "-0.25 | \n", + "0.13 | \n", + "0.02 | \n", + "0.18 | \n", + "0.17 | \n", + "0.05 | \n", + "-0.03 | \n", + "0.14 | \n", + "
| NumDealsPurchases | \n", + "-0.11 | \n", + "0.03 | \n", + "-0.05 | \n", + "0.00 | \n", + "0.00 | \n", + "-0.04 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.01 | \n", + "-0.07 | \n", + "... | \n", + "-0.01 | \n", + "0.07 | \n", + "0.35 | \n", + "-0.02 | \n", + "0.02 | \n", + "-0.18 | \n", + "-0.12 | \n", + "-0.04 | \n", + "0.00 | \n", + "0.00 | \n", + "
| NumWebPurchases | \n", + "0.46 | \n", + "0.00 | \n", + "-0.04 | \n", + "-0.00 | \n", + "0.04 | \n", + "-0.12 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.07 | \n", + "-0.15 | \n", + "... | \n", + "0.38 | \n", + "0.50 | \n", + "-0.06 | \n", + "0.05 | \n", + "0.16 | \n", + "0.14 | \n", + "0.16 | \n", + "0.03 | \n", + "-0.02 | \n", + "0.15 | \n", + "
| NumCatalogPurchases | \n", + "0.70 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.04 | \n", + "-0.12 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.06 | \n", + "-0.12 | \n", + "... | \n", + "1.00 | \n", + "0.52 | \n", + "-0.52 | \n", + "0.11 | \n", + "0.14 | \n", + "0.32 | \n", + "0.31 | \n", + "0.10 | \n", + "-0.02 | \n", + "0.22 | \n", + "
| NumStorePurchases | \n", + "0.63 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.14 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.05 | \n", + "-0.14 | \n", + "... | \n", + "0.52 | \n", + "1.00 | \n", + "-0.43 | \n", + "-0.06 | \n", + "0.18 | \n", + "0.21 | \n", + "0.18 | \n", + "0.09 | \n", + "-0.02 | \n", + "0.04 | \n", + "
| NumWebVisitsMonth | \n", + "-0.65 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.03 | \n", + "0.10 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.12 | \n", + "... | \n", + "-0.52 | \n", + "-0.43 | \n", + "1.00 | \n", + "0.06 | \n", + "-0.03 | \n", + "-0.28 | \n", + "-0.19 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.00 | \n", + "
| AcceptedCmp3 | \n", + "-0.01 | \n", + "0.00 | \n", + "0.01 | \n", + "-0.02 | \n", + "-0.01 | \n", + "0.02 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.06 | \n", + "... | \n", + "0.11 | \n", + "-0.06 | \n", + "0.06 | \n", + "1.00 | \n", + "-0.08 | \n", + "0.08 | \n", + "0.10 | \n", + "0.07 | \n", + "0.01 | \n", + "0.25 | \n", + "
| AcceptedCmp4 | \n", + "0.22 | \n", + "-0.01 | \n", + "-0.01 | \n", + "-0.00 | \n", + "0.04 | \n", + "-0.04 | \n", + "-0.01 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.06 | \n", + "... | \n", + "0.14 | \n", + "0.18 | \n", + "-0.03 | \n", + "-0.08 | \n", + "1.00 | \n", + "0.31 | \n", + "0.25 | \n", + "0.29 | \n", + "-0.03 | \n", + "0.18 | \n", + "
| AcceptedCmp5 | \n", + "0.40 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.01 | \n", + "0.02 | \n", + "-0.04 | \n", + "0.01 | \n", + "-0.01 | \n", + "0.02 | \n", + "0.02 | \n", + "... | \n", + "0.32 | \n", + "0.21 | \n", + "-0.28 | \n", + "0.08 | \n", + "0.31 | \n", + "1.00 | \n", + "0.40 | \n", + "0.22 | \n", + "-0.01 | \n", + "0.33 | \n", + "
| AcceptedCmp1 | \n", + "0.33 | \n", + "0.03 | \n", + "0.00 | \n", + "-0.02 | \n", + "0.00 | \n", + "-0.04 | \n", + "0.03 | \n", + "-0.02 | \n", + "-0.00 | \n", + "-0.01 | \n", + "... | \n", + "0.31 | \n", + "0.18 | \n", + "-0.19 | \n", + "0.10 | \n", + "0.25 | \n", + "0.40 | \n", + "1.00 | \n", + "0.18 | \n", + "-0.03 | \n", + "0.30 | \n", + "
| AcceptedCmp2 | \n", + "0.10 | \n", + "-0.04 | \n", + "-0.01 | \n", + "0.04 | \n", + "-0.00 | \n", + "-0.02 | \n", + "0.01 | \n", + "-0.03 | \n", + "0.03 | \n", + "-0.01 | \n", + "... | \n", + "0.10 | \n", + "0.09 | \n", + "-0.01 | \n", + "0.07 | \n", + "0.29 | \n", + "0.22 | \n", + "0.18 | \n", + "1.00 | \n", + "-0.01 | \n", + "0.17 | \n", + "
| Complain | \n", + "-0.03 | \n", + "-0.00 | \n", + "0.02 | \n", + "-0.00 | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.03 | \n", + "0.01 | \n", + "-0.04 | \n", + "-0.00 | \n", + "... | \n", + "-0.02 | \n", + "-0.02 | \n", + "0.02 | \n", + "0.01 | \n", + "-0.03 | \n", + "-0.01 | \n", + "-0.03 | \n", + "-0.01 | \n", + "1.00 | \n", + "-0.00 | \n", + "
| Response | \n", + "0.16 | \n", + "-0.08 | \n", + "0.11 | \n", + "-0.07 | \n", + "0.05 | \n", + "-0.05 | \n", + "-0.04 | \n", + "-0.02 | \n", + "0.08 | \n", + "0.02 | \n", + "... | \n", + "0.22 | \n", + "0.04 | \n", + "-0.00 | \n", + "0.25 | \n", + "0.18 | \n", + "0.33 | \n", + "0.30 | \n", + "0.17 | \n", + "-0.00 | \n", + "1.00 | \n", + "
31 rows × 31 columns
\n", + "| \n", + " | Income | \n", + "
|---|---|
| 2083 | \n", + "68487.0 | \n", + "
| 1109 | \n", + "66480.0 | \n", + "
| 1492 | \n", + "87679.0 | \n", + "
| 445 | \n", + "23295.0 | \n", + "
| 964 | \n", + "50183.0 | \n", + "
| ... | \n", + "... | \n", + "
| 1546 | \n", + "30390.0 | \n", + "
| 846 | \n", + "61618.0 | \n", + "
| 1207 | \n", + "18351.0 | \n", + "
| 358 | \n", + "65073.0 | \n", + "
| 413 | \n", + "46923.0 | \n", + "
663 rows × 1 columns
\n", + "| \n", + " | Income | \n", + "
|---|---|
| 2083 | \n", + "68487.0 | \n", + "
| 1109 | \n", + "66480.0 | \n", + "
| 1492 | \n", + "87679.0 | \n", + "
| 445 | \n", + "23295.0 | \n", + "
| 964 | \n", + "50183.0 | \n", + "
| ... | \n", + "... | \n", + "
| 1546 | \n", + "30390.0 | \n", + "
| 846 | \n", + "61618.0 | \n", + "
| 1207 | \n", + "18351.0 | \n", + "
| 358 | \n", + "65073.0 | \n", + "
| 413 | \n", + "46923.0 | \n", + "
663 rows × 1 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "Ec_Divorced | \n", + "Ec_Married | \n", + "Ec_Single | \n", + "Ec_Together | \n", + "Ec_Widow | \n", + "Ed_Basic | \n", + "Ed_Graduation | \n", + "Ed_Master | \n", + "Ed_PhD | \n", + "Income_pred | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | \n", + "1994 | \n", + "1983.0 | \n", + "Graduation | \n", + "Married | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-11-15 | \n", + "11 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "31581.92 | \n", + "
| 27 | \n", + "5255 | \n", + "1986.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-02-20 | \n", + "19 | \n", + "5 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "57610.03 | \n", + "
| 43 | \n", + "7281 | \n", + "1959.0 | \n", + "PhD | \n", + "Single | \n", + "NaN | \n", + "0 | \n", + "0 | \n", + "2013-11-05 | \n", + "80 | \n", + "81 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "55877.57 | \n", + "
| 48 | \n", + "7244 | \n", + "1951.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "2 | \n", + "1 | \n", + "2014-01-01 | \n", + "96 | \n", + "48 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "37756.82 | \n", + "
| 58 | \n", + "8557 | \n", + "1982.0 | \n", + "Graduation | \n", + "Single | \n", + "NaN | \n", + "1 | \n", + "0 | \n", + "2013-06-17 | \n", + "57 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "35331.01 | \n", + "
5 rows × 37 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "Recency | \n", + "MntWines | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "58 | \n", + "635 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "38 | \n", + "11 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "26 | \n", + "426 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "26 | \n", + "11 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "94 | \n", + "173 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "46 | \n", + "709 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "56 | \n", + "406 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "91 | \n", + "908 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "8 | \n", + "428 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "40 | \n", + "84 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
2233 rows × 27 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Age | \n", + "Cust_for | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "57.0 | \n", + "663 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "60.0 | \n", + "113 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "49.0 | \n", + "312 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "30.0 | \n", + "139 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "33.0 | \n", + "161 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 rows × 32 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Age | \n", + "Cust_for | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "5524 | \n", + "1957.0 | \n", + "57.0 | \n", + "663 | \n", + "Graduation | \n", + "Single | \n", + "58138.0 | \n", + "0 | \n", + "0 | \n", + "2012-09-04 | \n", + "... | \n", + "10 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 8 | \n", + "4855 | \n", + "1974.0 | \n", + "40.0 | \n", + "388 | \n", + "PhD | \n", + "Together | \n", + "30351.0 | \n", + "1 | \n", + "0 | \n", + "2013-06-06 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "9 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 15 | \n", + "2114 | \n", + "1946.0 | \n", + "68.0 | \n", + "582 | \n", + "PhD | \n", + "Single | \n", + "82800.0 | \n", + "0 | \n", + "0 | \n", + "2012-11-24 | \n", + "... | \n", + "6 | \n", + "12 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 33 | \n", + "7373 | \n", + "1952.0 | \n", + "62.0 | \n", + "608 | \n", + "PhD | \n", + "Divorced | \n", + "46610.0 | \n", + "0 | \n", + "2 | \n", + "2012-10-29 | \n", + "... | \n", + "1 | \n", + "6 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 39 | \n", + "2968 | \n", + "1943.0 | \n", + "71.0 | \n", + "513 | \n", + "PhD | \n", + "Divorced | \n", + "48948.0 | \n", + "0 | \n", + "0 | \n", + "2013-02-01 | \n", + "... | \n", + "10 | \n", + "5 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2193 | \n", + "8722 | \n", + "1957.0 | \n", + "57.0 | \n", + "600 | \n", + "Master | \n", + "Married | \n", + "82347.0 | \n", + "0 | \n", + "0 | \n", + "2012-11-06 | \n", + "... | \n", + "7 | \n", + "10 | \n", + "3 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2194 | \n", + "7118 | \n", + "1957.0 | \n", + "57.0 | \n", + "697 | \n", + "Graduation | \n", + "Married | \n", + "73803.0 | \n", + "0 | \n", + "1 | \n", + "2012-08-01 | \n", + "... | \n", + "5 | \n", + "6 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2198 | \n", + "2632 | \n", + "1954.0 | \n", + "60.0 | \n", + "376 | \n", + "Graduation | \n", + "Married | \n", + "50501.0 | \n", + "1 | \n", + "1 | \n", + "2013-06-18 | \n", + "... | \n", + "4 | \n", + "4 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2221 | \n", + "7366 | \n", + "1982.0 | \n", + "32.0 | \n", + "360 | \n", + "Master | \n", + "Single | \n", + "75777.0 | \n", + "0 | \n", + "0 | \n", + "2013-07-04 | \n", + "... | \n", + "6 | \n", + "11 | \n", + "1 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
| 2239 | \n", + "9405 | \n", + "1954.0 | \n", + "60.0 | \n", + "622 | \n", + "PhD | \n", + "Married | \n", + "52869.0 | \n", + "1 | \n", + "1 | \n", + "2012-10-15 | \n", + "... | \n", + "1 | \n", + "4 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "
331 rows × 32 columns
\n", + "| \n", + " | ID | \n", + "Year_Birth | \n", + "Age | \n", + "Cust_for | \n", + "Education | \n", + "Marital_Status | \n", + "Income | \n", + "Kidhome | \n", + "Teenhome | \n", + "Dt_Customer | \n", + "... | \n", + "NumCatalogPurchases | \n", + "NumStorePurchases | \n", + "NumWebVisitsMonth | \n", + "AcceptedCmp3 | \n", + "AcceptedCmp4 | \n", + "AcceptedCmp5 | \n", + "AcceptedCmp1 | \n", + "AcceptedCmp2 | \n", + "Complain | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | \n", + "2174 | \n", + "1954.0 | \n", + "60.0 | \n", + "113 | \n", + "Graduation | \n", + "Single | \n", + "46344.0 | \n", + "1 | \n", + "1 | \n", + "2014-03-08 | \n", + "... | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2 | \n", + "4141 | \n", + "1965.0 | \n", + "49.0 | \n", + "312 | \n", + "Graduation | \n", + "Together | \n", + "71613.0 | \n", + "0 | \n", + "0 | \n", + "2013-08-21 | \n", + "... | \n", + "2 | \n", + "10 | \n", + "4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 3 | \n", + "6182 | \n", + "1984.0 | \n", + "30.0 | \n", + "139 | \n", + "Graduation | \n", + "Together | \n", + "26646.0 | \n", + "1 | \n", + "0 | \n", + "2014-02-10 | \n", + "... | \n", + "0 | \n", + "4 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 4 | \n", + "5324 | \n", + "1981.0 | \n", + "33.0 | \n", + "161 | \n", + "PhD | \n", + "Married | \n", + "58293.0 | \n", + "1 | \n", + "0 | \n", + "2014-01-19 | \n", + "... | \n", + "3 | \n", + "6 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 5 | \n", + "7446 | \n", + "1967.0 | \n", + "47.0 | \n", + "293 | \n", + "Master | \n", + "Together | \n", + "62513.0 | \n", + "0 | \n", + "1 | \n", + "2013-09-09 | \n", + "... | \n", + "4 | \n", + "10 | \n", + "6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 2234 | \n", + "8372 | \n", + "1974.0 | \n", + "40.0 | \n", + "363 | \n", + "Graduation | \n", + "Married | \n", + "34421.0 | \n", + "1 | \n", + "0 | \n", + "2013-07-01 | \n", + "... | \n", + "0 | \n", + "2 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2235 | \n", + "10870 | \n", + "1967.0 | \n", + "47.0 | \n", + "381 | \n", + "Graduation | \n", + "Married | \n", + "61223.0 | \n", + "0 | \n", + "1 | \n", + "2013-06-13 | \n", + "... | \n", + "3 | \n", + "4 | \n", + "5 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2236 | \n", + "4001 | \n", + "1946.0 | \n", + "68.0 | \n", + "19 | \n", + "PhD | \n", + "Together | \n", + "64014.0 | \n", + "2 | \n", + "1 | \n", + "2014-06-10 | \n", + "... | \n", + "2 | \n", + "5 | \n", + "7 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2237 | \n", + "7270 | \n", + "1981.0 | \n", + "33.0 | \n", + "155 | \n", + "Graduation | \n", + "Divorced | \n", + "56981.0 | \n", + "0 | \n", + "0 | \n", + "2014-01-25 | \n", + "... | \n", + "3 | \n", + "13 | \n", + "6 | \n", + "0 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
| 2238 | \n", + "8235 | \n", + "1956.0 | \n", + "58.0 | \n", + "156 | \n", + "Master | \n", + "Together | \n", + "69245.0 | \n", + "0 | \n", + "1 | \n", + "2014-01-24 | \n", + "... | \n", + "5 | \n", + "10 | \n", + "3 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
1902 rows × 32 columns
\n", + "| Education | \n", + "Basic | \n", + "Graduation | \n", + "Master | \n", + "PhD | \n", + "
|---|---|---|---|---|
| Response | \n", + "\n", + " | \n", + " | \n", + " | \n", + " |
| 0 | \n", + "52 | \n", + "974 | \n", + "493 | \n", + "383 | \n", + "
| 1 | \n", + "2 | \n", + "152 | \n", + "79 | \n", + "98 | \n", + "
| Marital_Status | \n", + "Divorced | \n", + "Married | \n", + "Single | \n", + "Together | \n", + "Widow | \n", + "
|---|---|---|---|---|---|
| Response | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 0 | \n", + "184 | \n", + "766 | \n", + "374 | \n", + "520 | \n", + "58 | \n", + "
| 1 | \n", + "47 | \n", + "98 | \n", + "107 | \n", + "60 | \n", + "19 | \n", + "
| \n", + " | Education | \n", + "Response | \n", + "
|---|---|---|
| Education | \n", + "1.00 | \n", + "0.08 | \n", + "
| Response | \n", + "0.08 | \n", + "1.00 | \n", + "
| \n", + " | Ec_Single | \n", + "Ec_Together | \n", + "Ec_Married | \n", + "Ec_Divorced | \n", + "Ec_Widow | \n", + "Response | \n", + "
|---|---|---|---|---|---|---|
| Ec_Single | \n", + "1.00 | \n", + "-0.31 | \n", + "-0.42 | \n", + "-0.18 | \n", + "-0.10 | \n", + "0.11 | \n", + "
| Ec_Together | \n", + "-0.31 | \n", + "1.00 | \n", + "-0.47 | \n", + "-0.20 | \n", + "-0.11 | \n", + "-0.07 | \n", + "
| Ec_Married | \n", + "-0.42 | \n", + "-0.47 | \n", + "1.00 | \n", + "-0.27 | \n", + "-0.15 | \n", + "-0.08 | \n", + "
| Ec_Divorced | \n", + "-0.18 | \n", + "-0.20 | \n", + "-0.27 | \n", + "1.00 | \n", + "-0.06 | \n", + "0.05 | \n", + "
| Ec_Widow | \n", + "-0.10 | \n", + "-0.11 | \n", + "-0.15 | \n", + "-0.06 | \n", + "1.00 | \n", + "0.05 | \n", + "
| Response | \n", + "0.11 | \n", + "-0.07 | \n", + "-0.08 | \n", + "0.05 | \n", + "0.05 | \n", + "1.00 | \n", + "
"
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "##**Como utilizar um modelo de regressão linear para preencher dados nulos do preço de venda de imóveis:**"
- ],
- "metadata": {
- "id": "mcr777QvC6jl"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "###**Introdução**\n"
- ],
- "metadata": {
- "id": "OTe1lYfqECgZ"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "Esse projeto trata-se de um exercício de regressão linear da minha especialização na Awari que utilizei como base para construção de portfólio. \n",
- "\n",
- "Fiz a parte do tratamento dos dados em conjunto com meus colegas de turma @Érika Rocha e @Lucas Castro, mas a partir da etapa de definição das variáveis do modelo de regressão optamos por fazer sozinhos para treinar nossas habilidades. \n",
- "\n",
- "Os dados nos foram disponibilizados pelo nosso professor, @Anderson Cordeiro, e o objetivo principal do projeto é usar um modelo de regressão linear para estimar e substituir valores nulos do preço de venda dos imóveis da base que não tenham esta informação. "
- ],
- "metadata": {
- "id": "HtczVDg1_4Xf"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "###***Importando as bibliotecas e unindo os dados***"
- ],
- "metadata": {
- "id": "HQglJjqJxUkE"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "**Importando as bibliotecas que possivelmente iremos utilizar**"
- ],
- "metadata": {
- "id": "wN1M_ZI5pcAH"
- }
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "id": "p9umx0-TwfZ-"
- },
- "outputs": [],
- "source": [
- "import math\n",
- "import statistics\n",
- "import numpy as np\n",
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns\n",
- "from sklearn.linear_model import LinearRegression\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
- "import pickle"
- ]
- },
- {
- "cell_type": "code",
- "source": [
- "df_test=pd.read_csv('test.csv')"
- ],
- "metadata": {
- "id": "Gs-UED_jAKgt"
- },
- "execution_count": 2,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "df_test.info()"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "fDWU-3dLARne",
- "outputId": "25f469ea-71fd-4a17-b470-dd2f3ce6442a"
- },
- "execution_count": 3,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "ScreenPorch | \n", - "PoolArea | \n", - "PoolQC | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1461 | \n", - "20 | \n", - "RH | \n", - "80.0 | \n", - "11622 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "120 | \n", - "0 | \n", - "NaN | \n", - "MnPrv | \n", - "NaN | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "
| 1 | \n", - "1462 | \n", - "20 | \n", - "RL | \n", - "81.0 | \n", - "14267 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "Gar2 | \n", - "12500 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "
| 2 | \n", - "1463 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "13830 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "MnPrv | \n", - "NaN | \n", - "0 | \n", - "3 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "
| 3 | \n", - "1464 | \n", - "60 | \n", - "RL | \n", - "78.0 | \n", - "9978 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "
| 4 | \n", - "1465 | \n", - "120 | \n", - "RL | \n", - "43.0 | \n", - "5005 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "HLS | \n", - "AllPub | \n", - "... | \n", - "144 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 1454 | \n", - "2915 | \n", - "160 | \n", - "RM | \n", - "21.0 | \n", - "1936 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "6 | \n", - "2006 | \n", - "WD | \n", - "Normal | \n", - "
| 1455 | \n", - "2916 | \n", - "160 | \n", - "RM | \n", - "21.0 | \n", - "1894 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "4 | \n", - "2006 | \n", - "WD | \n", - "Abnorml | \n", - "
| 1456 | \n", - "2917 | \n", - "20 | \n", - "RL | \n", - "160.0 | \n", - "20000 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "9 | \n", - "2006 | \n", - "WD | \n", - "Abnorml | \n", - "
| 1457 | \n", - "2918 | \n", - "85 | \n", - "RL | \n", - "62.0 | \n", - "10441 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "MnPrv | \n", - "Shed | \n", - "700 | \n", - "7 | \n", - "2006 | \n", - "WD | \n", - "Normal | \n", - "
| 1458 | \n", - "2919 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "9627 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "11 | \n", - "2006 | \n", - "WD | \n", - "Normal | \n", - "
1459 rows × 80 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "PoolArea | \n", - "PoolQC | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1461 | \n", - "20 | \n", - "RH | \n", - "80.0 | \n", - "11622 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "NaN | \n", - "MnPrv | \n", - "NaN | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "
| 1 | \n", - "1462 | \n", - "20 | \n", - "RL | \n", - "81.0 | \n", - "14267 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "Gar2 | \n", - "12500 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "
| 2 | \n", - "1463 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "13830 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "NaN | \n", - "MnPrv | \n", - "NaN | \n", - "0 | \n", - "3 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "
| 3 | \n", - "1464 | \n", - "60 | \n", - "RL | \n", - "78.0 | \n", - "9978 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "
| 4 | \n", - "1465 | \n", - "120 | \n", - "RL | \n", - "43.0 | \n", - "5005 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "HLS | \n", - "AllPub | \n", - "... | \n", - "0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "
5 rows × 81 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "PoolQC | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "SalePrice | \n", - "istrain | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1 | \n", - "60 | \n", - "RL | \n", - "65.0 | \n", - "8450 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "2 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "208500 | \n", - "1 | \n", - "
| 1 | \n", - "2 | \n", - "20 | \n", - "RL | \n", - "80.0 | \n", - "9600 | \n", - "Pave | \n", - "NaN | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "5 | \n", - "2007 | \n", - "WD | \n", - "Normal | \n", - "181500 | \n", - "1 | \n", - "
| 2 | \n", - "3 | \n", - "60 | \n", - "RL | \n", - "68.0 | \n", - "11250 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "9 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "223500 | \n", - "1 | \n", - "
| 3 | \n", - "4 | \n", - "70 | \n", - "RL | \n", - "60.0 | \n", - "9550 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "2 | \n", - "2006 | \n", - "WD | \n", - "Abnorml | \n", - "140000 | \n", - "1 | \n", - "
| 4 | \n", - "5 | \n", - "60 | \n", - "RL | \n", - "84.0 | \n", - "14260 | \n", - "Pave | \n", - "NaN | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "0 | \n", - "12 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "250000 | \n", - "1 | \n", - "
5 rows × 82 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "LotFrontage | \n", - "LotArea | \n", - "OverallQual | \n", - "OverallCond | \n", - "YearBuilt | \n", - "YearRemodAdd | \n", - "MasVnrArea | \n", - "
|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "2919.00 | \n", - "2919.00 | \n", - "2433.00 | \n", - "2919.00 | \n", - "2919.00 | \n", - "2919.00 | \n", - "2919.00 | \n", - "2919.00 | \n", - "2896.00 | \n", - "
| mean | \n", - "1460.00 | \n", - "57.14 | \n", - "69.31 | \n", - "10168.11 | \n", - "6.09 | \n", - "5.56 | \n", - "1971.31 | \n", - "1984.26 | \n", - "102.20 | \n", - "
| std | \n", - "842.79 | \n", - "42.52 | \n", - "23.34 | \n", - "7887.00 | \n", - "1.41 | \n", - "1.11 | \n", - "30.29 | \n", - "20.89 | \n", - "179.33 | \n", - "
| min | \n", - "1.00 | \n", - "20.00 | \n", - "21.00 | \n", - "1300.00 | \n", - "1.00 | \n", - "1.00 | \n", - "1872.00 | \n", - "1950.00 | \n", - "0.00 | \n", - "
| 25% | \n", - "730.50 | \n", - "20.00 | \n", - "59.00 | \n", - "7478.00 | \n", - "5.00 | \n", - "5.00 | \n", - "1953.50 | \n", - "1965.00 | \n", - "0.00 | \n", - "
| 50% | \n", - "1460.00 | \n", - "50.00 | \n", - "68.00 | \n", - "9453.00 | \n", - "6.00 | \n", - "5.00 | \n", - "1973.00 | \n", - "1993.00 | \n", - "0.00 | \n", - "
| 75% | \n", - "2189.50 | \n", - "70.00 | \n", - "80.00 | \n", - "11570.00 | \n", - "7.00 | \n", - "6.00 | \n", - "2001.00 | \n", - "2004.00 | \n", - "164.00 | \n", - "
| max | \n", - "2919.00 | \n", - "190.00 | \n", - "313.00 | \n", - "215245.00 | \n", - "10.00 | \n", - "9.00 | \n", - "2010.00 | \n", - "2010.00 | \n", - "1600.00 | \n", - "
| \n", - " | LotShape | \n", - "
|---|---|
| 0 | \n", - "4 | \n", - "
| 1 | \n", - "3 | \n", - "
| 2 | \n", - "3 | \n", - "
| 3 | \n", - "3 | \n", - "
| 4 | \n", - "3 | \n", - "
| ... | \n", - "... | \n", - "
| 1455 | \n", - "4 | \n", - "
| 1456 | \n", - "4 | \n", - "
| 1457 | \n", - "4 | \n", - "
| 1458 | \n", - "4 | \n", - "
| 1459 | \n", - "4 | \n", - "
2919 rows × 1 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "PoolQC | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "SalePrice | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1 | \n", - "60 | \n", - "RL | \n", - "65.0 | \n", - "8450 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_pool | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "2 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "208500.0 | \n", - "
| 1 | \n", - "2 | \n", - "20 | \n", - "RL | \n", - "80.0 | \n", - "9600 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_pool | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "5 | \n", - "2007 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "181500.0 | \n", - "
| 2 | \n", - "3 | \n", - "60 | \n", - "RL | \n", - "68.0 | \n", - "11250 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_pool | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "9 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "223500.0 | \n", - "
| 3 | \n", - "4 | \n", - "70 | \n", - "RL | \n", - "60.0 | \n", - "9550 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_pool | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "2 | \n", - "2006 | \n", - "WD | \n", - "Abnorml | \n", - "1 | \n", - "140000.0 | \n", - "
| 4 | \n", - "5 | \n", - "60 | \n", - "RL | \n", - "84.0 | \n", - "14260 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_pool | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "12 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "250000.0 | \n", - "
5 rows × 82 columns
\n", - "| \n", - " | SalePrice | \n", - "
|---|---|
| 892 | \n", - "154500.0 | \n", - "
| 1105 | \n", - "325000.0 | \n", - "
| 413 | \n", - "115000.0 | \n", - "
| 522 | \n", - "159000.0 | \n", - "
| 1036 | \n", - "315500.0 | \n", - "
| ... | \n", - "... | \n", - "
| 331 | \n", - "139000.0 | \n", - "
| 323 | \n", - "126175.0 | \n", - "
| 650 | \n", - "205950.0 | \n", - "
| 439 | \n", - "110000.0 | \n", - "
| 798 | \n", - "485000.0 | \n", - "
438 rows × 1 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "SalePrice | \n", - "SalePrice_est | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1461 | \n", - "20 | \n", - "RH | \n", - "80.0 | \n", - "11622 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "NaN | \n", - "104276.20 | \n", - "
| 1 | \n", - "1462 | \n", - "20 | \n", - "RL | \n", - "81.0 | \n", - "14267 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "Gar2 | \n", - "12500 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "NaN | \n", - "152193.39 | \n", - "
| 2 | \n", - "1463 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "13830 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "3 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "NaN | \n", - "184036.83 | \n", - "
| 3 | \n", - "1464 | \n", - "60 | \n", - "RL | \n", - "78.0 | \n", - "9978 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "NaN | \n", - "198846.05 | \n", - "
| 4 | \n", - "1465 | \n", - "120 | \n", - "RL | \n", - "43.0 | \n", - "5005 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "HLS | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "1 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "NaN | \n", - "209716.79 | \n", - "
5 rows × 83 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "SalePrice | \n", - "SalePrice_est | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1461 | \n", - "20 | \n", - "RH | \n", - "80.0 | \n", - "11622 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "104276.20 | \n", - "104276.20 | \n", - "
| 1 | \n", - "1462 | \n", - "20 | \n", - "RL | \n", - "81.0 | \n", - "14267 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "Gar2 | \n", - "12500 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "152193.39 | \n", - "152193.39 | \n", - "
| 2 | \n", - "1463 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "13830 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "3 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "184036.83 | \n", - "184036.83 | \n", - "
| 3 | \n", - "1464 | \n", - "60 | \n", - "RL | \n", - "78.0 | \n", - "9978 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "198846.05 | \n", - "198846.05 | \n", - "
| 4 | \n", - "1465 | \n", - "120 | \n", - "RL | \n", - "43.0 | \n", - "5005 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "HLS | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "1 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "209716.79 | \n", - "209716.79 | \n", - "
5 rows × 83 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "SalePrice | \n", - "SalePrice_est | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1 | \n", - "60 | \n", - "RL | \n", - "65.0 | \n", - "8450 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "2 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "208500.0 | \n", - "NaN | \n", - "
| 1 | \n", - "2 | \n", - "20 | \n", - "RL | \n", - "80.0 | \n", - "9600 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "5 | \n", - "2007 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "181500.0 | \n", - "NaN | \n", - "
| 2 | \n", - "3 | \n", - "60 | \n", - "RL | \n", - "68.0 | \n", - "11250 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "9 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "223500.0 | \n", - "NaN | \n", - "
| 3 | \n", - "4 | \n", - "70 | \n", - "RL | \n", - "60.0 | \n", - "9550 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "2 | \n", - "2006 | \n", - "WD | \n", - "Abnorml | \n", - "1 | \n", - "140000.0 | \n", - "NaN | \n", - "
| 4 | \n", - "5 | \n", - "60 | \n", - "RL | \n", - "84.0 | \n", - "14260 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "12 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "250000.0 | \n", - "NaN | \n", - "
5 rows × 83 columns
\n", - "| \n", - " | Id | \n", - "MSSubClass | \n", - "MSZoning | \n", - "LotFrontage | \n", - "LotArea | \n", - "Street | \n", - "Alley | \n", - "LotShape | \n", - "LandContour | \n", - "Utilities | \n", - "... | \n", - "Fence | \n", - "MiscFeature | \n", - "MiscVal | \n", - "MoSold | \n", - "YrSold | \n", - "SaleType | \n", - "SaleCondition | \n", - "istrain | \n", - "SalePrice | \n", - "SalePrice_est | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "1461 | \n", - "20 | \n", - "RH | \n", - "80.0 | \n", - "11622 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "104276.20 | \n", - "104276.20 | \n", - "
| 1 | \n", - "1462 | \n", - "20 | \n", - "RL | \n", - "81.0 | \n", - "14267 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "Gar2 | \n", - "12500 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "152193.39 | \n", - "152193.39 | \n", - "
| 2 | \n", - "1463 | \n", - "60 | \n", - "RL | \n", - "74.0 | \n", - "13830 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "3 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "184036.83 | \n", - "184036.83 | \n", - "
| 3 | \n", - "1464 | \n", - "60 | \n", - "RL | \n", - "78.0 | \n", - "9978 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "198846.05 | \n", - "198846.05 | \n", - "
| 4 | \n", - "1465 | \n", - "120 | \n", - "RL | \n", - "43.0 | \n", - "5005 | \n", - "Pave | \n", - "no_access | \n", - "IR1 | \n", - "HLS | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "1 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "0 | \n", - "209716.79 | \n", - "209716.79 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 1455 | \n", - "1456 | \n", - "60 | \n", - "RL | \n", - "62.0 | \n", - "7917 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "8 | \n", - "2007 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "175000.00 | \n", - "NaN | \n", - "
| 1456 | \n", - "1457 | \n", - "20 | \n", - "RL | \n", - "85.0 | \n", - "13175 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "MnPrv | \n", - "none | \n", - "0 | \n", - "2 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "210000.00 | \n", - "NaN | \n", - "
| 1457 | \n", - "1458 | \n", - "70 | \n", - "RL | \n", - "66.0 | \n", - "9042 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "GdPrv | \n", - "Shed | \n", - "2500 | \n", - "5 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "266500.00 | \n", - "NaN | \n", - "
| 1458 | \n", - "1459 | \n", - "20 | \n", - "RL | \n", - "68.0 | \n", - "9717 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "4 | \n", - "2010 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "142125.00 | \n", - "NaN | \n", - "
| 1459 | \n", - "1460 | \n", - "20 | \n", - "RL | \n", - "75.0 | \n", - "9937 | \n", - "Pave | \n", - "no_access | \n", - "Reg | \n", - "Lvl | \n", - "AllPub | \n", - "... | \n", - "no_fence | \n", - "none | \n", - "0 | \n", - "6 | \n", - "2008 | \n", - "WD | \n", - "Normal | \n", - "1 | \n", - "147500.00 | \n", - "NaN | \n", - "
2919 rows × 83 columns
\n", - ""
- ]
- },
- {
- "cell_type": "markdown",
- "source": [
- "#***ESTUDO DE CASO DE DATA ANALYTICS - IFOOD_GITHUB - MARCILIO DUARTE***"
- ],
- "metadata": {
- "id": "bREjOWPCW7tZ"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "##**O CASE**"
- ],
- "metadata": {
- "id": "U3odXN2KYXep"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "**The Company**\n",
- "\n",
- "Consider a well-established company operating in the retail food sector. Presently they have around several hundred thousands of registered customers and serve almost one million consumers a year. They sell products from 5 major categories: wines, rare meat products, exotic fruits, specially prepared fish and sweet products. These can further be divided into gold and regular products. The customers can order and acquire products through 3 sales channels: physical stores, catalogs and the company’s website. Globally, the company had solid revenues and a healthy bottom line in the past 3 years, but the profit growth perspectives for the next 3 years are not promising... For this reason, several strategic initiatives are being considered to invert this situation. One is to improve the performance of marketing activities, with a special focus on marketing campaigns.\n",
- "\n",
- "**The Marketing Department**\n",
- "\n",
- "The marketing department was pressured to spend its annual budget more wisely. The CMO perceives the importance of having a more quantitative approach when taking decisions, reason why a small team of data scientists was hired with a clear objective in mind: to build a solution which will support direct marketing initiatives. Desirably, the success of these activities will prove the value of the approach and convince the more skeptical within the company\n",
- "\n",
- "**The Objective**\n",
- "\n",
- "The objective of the team is to build an analysis to address the highest profit for the next direct marketing campaign, scheduled for the next month. The new campaign, sixth, aims at selling a new gadget to the Customer Database. To build the analysis, a pilot campaign involving 2.240 customers was carried out. The customers were selected at random and contacted by phone regarding the acquisition of the gadget. During the following months, customers who bought the\n",
- "offer were properly labeled. The total cost of the sample campaign was 6.720MU and the revenue generated by the customers who accepted the offer was 3.674MU. Globally the campaign had a profit of -3.046MU. The success rate of the campaign was 15%.\n",
- "\n"
- ],
- "metadata": {
- "id": "PemOd0DeT9hb"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "##**SOLUÇÃO:**"
- ],
- "metadata": {
- "id": "hGqXx8oVYPeT"
- }
- },
- {
- "cell_type": "markdown",
- "source": [
- "###***Importanto os dados e algumas bibliotecas***"
- ],
- "metadata": {
- "id": "XuHJ7E9C0uJF"
- }
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "id": "BpFBNbrtR8Gz"
- },
- "outputs": [],
- "source": [
- "## Importando as bibliotecas que eu vou usar\n",
- "\n",
- "import numpy as np\n",
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns"
- ]
- },
- {
- "cell_type": "code",
- "source": [
- "## Importando a base e criando um dataframe df\n",
- "\n",
- "df=pd.read_csv('https://raw.githubusercontent.com/ifood/ifood-data-analyst-case/main/retail_case_data.csv')"
- ],
- "metadata": {
- "id": "V77pOoVRS1PI"
- },
- "execution_count": 2,
- "outputs": []
- },
- {
- "cell_type": "code",
- "source": [
- "## Vendo se deu tudo certo\n",
- "\n",
- "df"
- ],
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 0
- },
- "id": "l6wJLnQ9ZMBU",
- "outputId": "2a1a6b24-fa4d-40d2-f5d9-afe18fa12b1e"
- },
- "execution_count": 3,
- "outputs": [
- {
- "output_type": "execute_result",
- "data": {
- "text/plain": [
- " ID Year_Birth Education Marital_Status Income Kidhome \\\n",
- "0 5524 1957 Graduation Single 58138.0 0 \n",
- "1 2174 1954 Graduation Single 46344.0 1 \n",
- "2 4141 1965 Graduation Together 71613.0 0 \n",
- "3 6182 1984 Graduation Together 26646.0 1 \n",
- "4 5324 1981 PhD Married 58293.0 1 \n",
- "... ... ... ... ... ... ... \n",
- "2235 10870 1967 Graduation Married 61223.0 0 \n",
- "2236 4001 1946 PhD Together 64014.0 2 \n",
- "2237 7270 1981 Graduation Divorced 56981.0 0 \n",
- "2238 8235 1956 Master Together 69245.0 0 \n",
- "2239 9405 1954 PhD Married 52869.0 1 \n",
- "\n",
- " Teenhome Dt_Customer Recency MntWines ... NumWebVisitsMonth \\\n",
- "0 0 2012-09-04 58 635 ... 7 \n",
- "1 1 2014-03-08 38 11 ... 5 \n",
- "2 0 2013-08-21 26 426 ... 4 \n",
- "3 0 2014-02-10 26 11 ... 6 \n",
- "4 0 2014-01-19 94 173 ... 5 \n",
- "... ... ... ... ... ... ... \n",
- "2235 1 2013-06-13 46 709 ... 5 \n",
- "2236 1 2014-06-10 56 406 ... 7 \n",
- "2237 0 2014-01-25 91 908 ... 6 \n",
- "2238 1 2014-01-24 8 428 ... 3 \n",
- "2239 1 2012-10-15 40 84 ... 7 \n",
- "\n",
- " AcceptedCmp3 AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 \\\n",
- "0 0 0 0 0 0 \n",
- "1 0 0 0 0 0 \n",
- "2 0 0 0 0 0 \n",
- "3 0 0 0 0 0 \n",
- "4 0 0 0 0 0 \n",
- "... ... ... ... ... ... \n",
- "2235 0 0 0 0 0 \n",
- "2236 0 0 0 1 0 \n",
- "2237 0 1 0 0 0 \n",
- "2238 0 0 0 0 0 \n",
- "2239 0 0 0 0 0 \n",
- "\n",
- " Complain Z_CostContact Z_Revenue Response \n",
- "0 0 3 11 1 \n",
- "1 0 3 11 0 \n",
- "2 0 3 11 0 \n",
- "3 0 3 11 0 \n",
- "4 0 3 11 0 \n",
- "... ... ... ... ... \n",
- "2235 0 3 11 0 \n",
- "2236 0 3 11 0 \n",
- "2237 0 3 11 0 \n",
- "2238 0 3 11 0 \n",
- "2239 0 3 11 1 \n",
- "\n",
- "[2240 rows x 29 columns]"
- ],
- "text/html": [
- "\n",
- " | \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Z_CostContact | \n", - "Z_Revenue | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "1 | \n", - "
| 1 | \n", - "2174 | \n", - "1954 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "3 | \n", - "11 | \n", - "1 | \n", - "
2240 rows × 29 columns
\n", - "| \n", - " | Year_Birth | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "MntSweetProducts | \n", - "MntGoldProds | \n", - "NumDealsPurchases | \n", - "NumWebPurchases | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "Z_CostContact | \n", - "Z_Revenue | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "2240.00 | \n", - "2216.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.00 | \n", - "2240.0 | \n", - "2240.0 | \n", - "
| mean | \n", - "1968.81 | \n", - "52247.25 | \n", - "0.44 | \n", - "0.51 | \n", - "49.11 | \n", - "303.94 | \n", - "26.30 | \n", - "166.95 | \n", - "37.53 | \n", - "27.06 | \n", - "44.02 | \n", - "2.33 | \n", - "4.08 | \n", - "2.66 | \n", - "5.79 | \n", - "5.32 | \n", - "3.0 | \n", - "11.0 | \n", - "
| std | \n", - "11.98 | \n", - "25173.08 | \n", - "0.54 | \n", - "0.54 | \n", - "28.96 | \n", - "336.60 | \n", - "39.77 | \n", - "225.72 | \n", - "54.63 | \n", - "41.28 | \n", - "52.17 | \n", - "1.93 | \n", - "2.78 | \n", - "2.92 | \n", - "3.25 | \n", - "2.43 | \n", - "0.0 | \n", - "0.0 | \n", - "
| min | \n", - "1893.00 | \n", - "1730.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "3.0 | \n", - "11.0 | \n", - "
| 25% | \n", - "1959.00 | \n", - "35303.00 | \n", - "0.00 | \n", - "0.00 | \n", - "24.00 | \n", - "23.75 | \n", - "1.00 | \n", - "16.00 | \n", - "3.00 | \n", - "1.00 | \n", - "9.00 | \n", - "1.00 | \n", - "2.00 | \n", - "0.00 | \n", - "3.00 | \n", - "3.00 | \n", - "3.0 | \n", - "11.0 | \n", - "
| 50% | \n", - "1970.00 | \n", - "51381.50 | \n", - "0.00 | \n", - "0.00 | \n", - "49.00 | \n", - "173.50 | \n", - "8.00 | \n", - "67.00 | \n", - "12.00 | \n", - "8.00 | \n", - "24.00 | \n", - "2.00 | \n", - "4.00 | \n", - "2.00 | \n", - "5.00 | \n", - "6.00 | \n", - "3.0 | \n", - "11.0 | \n", - "
| 75% | \n", - "1977.00 | \n", - "68522.00 | \n", - "1.00 | \n", - "1.00 | \n", - "74.00 | \n", - "504.25 | \n", - "33.00 | \n", - "232.00 | \n", - "50.00 | \n", - "33.00 | \n", - "56.00 | \n", - "3.00 | \n", - "6.00 | \n", - "4.00 | \n", - "8.00 | \n", - "7.00 | \n", - "3.0 | \n", - "11.0 | \n", - "
| max | \n", - "1996.00 | \n", - "666666.00 | \n", - "2.00 | \n", - "2.00 | \n", - "99.00 | \n", - "1493.00 | \n", - "199.00 | \n", - "1725.00 | \n", - "259.00 | \n", - "263.00 | \n", - "362.00 | \n", - "15.00 | \n", - "27.00 | \n", - "28.00 | \n", - "13.00 | \n", - "20.00 | \n", - "3.0 | \n", - "11.0 | \n", - "
| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
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| 2 | \n", - "4141 | \n", - "1965 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
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| 2238 | \n", - "8235 | \n", - "1956 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2240 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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1 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1245 | \n", - "6862 | \n", - "1971 | \n", - "Graduation | \n", - "Divorced | \n", - "1730.0 | \n", - "0 | \n", - "0 | \n", - "2014-05-18 | \n", - "65 | \n", - "1 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "20 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 21 | \n", - "5376 | \n", - "1979 | \n", - "Graduation | \n", - "Married | \n", - "2447.0 | \n", - "1 | \n", - "0 | \n", - "2013-01-06 | \n", - "42 | \n", - "1 | \n", - "... | \n", - "28 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1524 | \n", - "11110 | \n", - "1973 | \n", - "Graduation | \n", - "Single | \n", - "3502.0 | \n", - "1 | \n", - "0 | \n", - "2013-04-13 | \n", - "56 | \n", - "2 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "14 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1846 | \n", - "9931 | \n", - "1963 | \n", - "PhD | \n", - "Married | \n", - "4023.0 | \n", - "1 | \n", - "1 | \n", - "2014-06-23 | \n", - "29 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "19 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1975 | \n", - "10311 | \n", - "1969 | \n", - "Graduation | \n", - "Married | \n", - "4428.0 | \n", - "0 | \n", - "1 | \n", - "2013-10-05 | \n", - "0 | \n", - "16 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
5 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239 | \n", - "11004 | \n", - "1893 | \n", - "2n Cycle | \n", - "Single | \n", - "60182.0 | \n", - "0 | \n", - "1 | \n", - "2014-05-17 | \n", - "23 | \n", - "8 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 339 | \n", - "1150 | \n", - "1899 | \n", - "PhD | \n", - "Together | \n", - "83532.0 | \n", - "0 | \n", - "0 | \n", - "2013-09-26 | \n", - "36 | \n", - "755 | \n", - "... | \n", - "6 | \n", - "4 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 192 | \n", - "7829 | \n", - "1900 | \n", - "2n Cycle | \n", - "Divorced | \n", - "36640.0 | \n", - "1 | \n", - "0 | \n", - "2013-09-26 | \n", - "99 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 1950 | \n", - "6663 | \n", - "1940 | \n", - "PhD | \n", - "Single | \n", - "51141.0 | \n", - "0 | \n", - "0 | \n", - "2013-07-08 | \n", - "96 | \n", - "144 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 424 | \n", - "6932 | \n", - "1941 | \n", - "PhD | \n", - "Married | \n", - "93027.0 | \n", - "0 | \n", - "0 | \n", - "2013-04-13 | \n", - "77 | \n", - "1285 | \n", - "... | \n", - "10 | \n", - "5 | \n", - "2 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
5 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 747 | \n", - "10548 | \n", - "1995 | \n", - "Graduation | \n", - "Single | \n", - "71163.0 | \n", - "0 | \n", - "0 | \n", - "2014-03-09 | \n", - "30 | \n", - "283 | \n", - "... | \n", - "8 | \n", - "12 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1850 | \n", - "4427 | \n", - "1995 | \n", - "2n Cycle | \n", - "Single | \n", - "83257.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-18 | \n", - "56 | \n", - "536 | \n", - "... | \n", - "10 | \n", - "12 | \n", - "6 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "
| 696 | \n", - "8315 | \n", - "1995 | \n", - "Graduation | \n", - "Single | \n", - "34824.0 | \n", - "0 | \n", - "0 | \n", - "2014-03-26 | \n", - "65 | \n", - "4 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1170 | \n", - "193 | \n", - "1996 | \n", - "Basic | \n", - "Married | \n", - "14421.0 | \n", - "0 | \n", - "0 | \n", - "2014-02-17 | \n", - "81 | \n", - "0 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 46 | \n", - "9909 | \n", - "1996 | \n", - "2n Cycle | \n", - "Married | \n", - "7500.0 | \n", - "0 | \n", - "0 | \n", - "2012-11-09 | \n", - "24 | \n", - "3 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
5 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 239 | \n", - "11004 | \n", - "1968.0 | \n", - "2n Cycle | \n", - "Single | \n", - "60182.0 | \n", - "0 | \n", - "1 | \n", - "2014-05-17 | \n", - "23 | \n", - "8 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2177 | \n", - "492 | \n", - "1973.0 | \n", - "PhD | \n", - "YOLO | \n", - "48432.0 | \n", - "0 | \n", - "1 | \n", - "2012-10-18 | \n", - "3 | \n", - "322 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2202 | \n", - "11133 | \n", - "1973.0 | \n", - "PhD | \n", - "YOLO | \n", - "48432.0 | \n", - "0 | \n", - "1 | \n", - "2012-10-18 | \n", - "3 | \n", - "322 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2 rows × 27 columns
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|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
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| 2 | \n", - "4141 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
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| 2238 | \n", - "8235 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2240 rows × 7 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 551 | \n", - "5371 | \n", - "1989.0 | \n", - "Graduation | \n", - "Single | \n", - "21474.0 | \n", - "1 | \n", - "0 | \n", - "2014-04-08 | \n", - "0 | \n", - "6 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "7 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 822 | \n", - "1 | \n", - "1961.0 | \n", - "Graduation | \n", - "Single | \n", - "57091.0 | \n", - "0 | \n", - "0 | \n", - "2014-06-15 | \n", - "0 | \n", - "464 | \n", - "... | \n", - "3 | \n", - "7 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "
| 1834 | \n", - "10521 | \n", - "1977.0 | \n", - "Graduation | \n", - "Married | \n", - "54809.0 | \n", - "1 | \n", - "1 | \n", - "2013-09-11 | \n", - "0 | \n", - "63 | \n", - "... | \n", - "1 | \n", - "5 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
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334 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| 1894 | \n", - "1743 | \n", - "1974.0 | \n", - "Graduation | \n", - "Single | \n", - "69719.0 | \n", - "0 | \n", - "0 | \n", - "2014-05-26 | \n", - "99 | \n", - "273 | \n", - "... | \n", - "3 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 700 | \n", - "9977 | \n", - "1973.0 | \n", - "Graduation | \n", - "Divorced | \n", - "78901.0 | \n", - "0 | \n", - "1 | \n", - "2013-09-17 | \n", - "99 | \n", - "321 | \n", - "... | \n", - "3 | \n", - "5 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 208 | \n", - "868 | \n", - "1966.0 | \n", - "Graduation | \n", - "Married | \n", - "44794.0 | \n", - "0 | \n", - "1 | \n", - "2014-06-08 | \n", - "99 | \n", - "54 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 725 | \n", - "7212 | \n", - "1966.0 | \n", - "Graduation | \n", - "Married | \n", - "44794.0 | \n", - "0 | \n", - "1 | \n", - "2014-06-08 | \n", - "99 | \n", - "54 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1906 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1595 | \n", - "1041 | \n", - "1973.0 | \n", - "PhD | \n", - "Single | \n", - "48432.0 | \n", - "0 | \n", - "1 | \n", - "2012-10-18 | \n", - "3 | \n", - "322 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 2177 | \n", - "492 | \n", - "1973.0 | \n", - "PhD | \n", - "YOLO | \n", - "48432.0 | \n", - "0 | \n", - "1 | \n", - "2012-10-18 | \n", - "3 | \n", - "322 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2202 | \n", - "11133 | \n", - "1973.0 | \n", - "PhD | \n", - "YOLO | \n", - "48432.0 | \n", - "0 | \n", - "1 | \n", - "2012-10-18 | \n", - "3 | \n", - "322 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
3 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "2 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "3 | \n", - "13 | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2238 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", - "7734 | \n", - "1993.0 | \n", - "Graduation | \n", - "Absurd | \n", - "79244.0 | \n", - "0 | \n", - "0 | \n", - "2012-12-19 | \n", - "58 | \n", - "471 | \n", - "... | \n", - "10 | \n", - "7 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 2134 | \n", - "4369 | \n", - "1957.0 | \n", - "Master | \n", - "Absurd | \n", - "65487.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-10 | \n", - "48 | \n", - "240 | \n", - "... | \n", - "5 | \n", - "6 | \n", - "2 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
2 rows × 27 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 75 | \n", - "5846 | \n", - "1977.0 | \n", - "Graduation | \n", - "Divorced | \n", - "40246.0 | \n", - "1 | \n", - "0 | \n", - "2012-12-19 | \n", - "68 | \n", - "2 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 108 | \n", - "3629 | \n", - "1978.0 | \n", - "Graduation | \n", - "Single | \n", - "38557.0 | \n", - "1 | \n", - "0 | \n", - "2012-12-19 | \n", - "17 | \n", - "76 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 720 | \n", - "5114 | \n", - "1965.0 | \n", - "Master | \n", - "Married | \n", - "74806.0 | \n", - "0 | \n", - "1 | \n", - "2012-12-19 | \n", - "1 | \n", - "670 | \n", - "... | \n", - "4 | \n", - "5 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2093 | \n", - "7734 | \n", - "1993.0 | \n", - "Graduation | \n", - "Absurd | \n", - "79244.0 | \n", - "0 | \n", - "0 | \n", - "2012-12-19 | \n", - "58 | \n", - "471 | \n", - "... | \n", - "10 | \n", - "7 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
4 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1663 | \n", - "2639 | \n", - "1966.0 | \n", - "Graduation | \n", - "Single | \n", - "43602.0 | \n", - "1 | \n", - "1 | \n", - "2014-01-10 | \n", - "45 | \n", - "19 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
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4 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "2 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "3 | \n", - "13 | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2237 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", - "7734 | \n", - "1993.0 | \n", - "Graduation | \n", - "Absurd | \n", - "79244.0 | \n", - "0 | \n", - "0 | \n", - "2012-12-19 | \n", - "58 | \n", - "471 | \n", - "... | \n", - "10 | \n", - "7 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
1 rows × 27 columns
\n", - "| \n", - " | Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "MntSweetProducts | \n", - "MntGoldProds | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "11.00 | \n", - "11.0 | \n", - "11.0 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "... | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.0 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.00 | \n", - "11.0 | \n", - "11.00 | \n", - "
| mean | \n", - "69805.27 | \n", - "0.0 | \n", - "0.0 | \n", - "47.64 | \n", - "384.00 | \n", - "50.27 | \n", - "353.64 | \n", - "116.18 | \n", - "45.82 | \n", - "80.45 | \n", - "... | \n", - "5.09 | \n", - "6.64 | \n", - "2.82 | \n", - "0.0 | \n", - "0.09 | \n", - "0.27 | \n", - "0.18 | \n", - "0.09 | \n", - "0.0 | \n", - "0.27 | \n", - "
| std | \n", - "18634.25 | \n", - "0.0 | \n", - "0.0 | \n", - "22.55 | \n", - "286.52 | \n", - "57.73 | \n", - "258.37 | \n", - "89.83 | \n", - "38.40 | \n", - "77.98 | \n", - "... | \n", - "3.48 | \n", - "3.32 | \n", - "1.94 | \n", - "0.0 | \n", - "0.30 | \n", - "0.47 | \n", - "0.40 | \n", - "0.30 | \n", - "0.0 | \n", - "0.47 | \n", - "
| min | \n", - "34824.00 | \n", - "0.0 | \n", - "0.0 | \n", - "11.00 | \n", - "4.00 | \n", - "0.00 | \n", - "11.00 | \n", - "2.00 | \n", - "0.00 | \n", - "4.00 | \n", - "... | \n", - "0.00 | \n", - "2.00 | \n", - "1.00 | \n", - "0.0 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 25% | \n", - "70839.00 | \n", - "0.0 | \n", - "0.0 | \n", - "29.50 | \n", - "262.00 | \n", - "9.50 | \n", - "203.50 | \n", - "43.00 | \n", - "19.00 | \n", - "25.00 | \n", - "... | \n", - "3.50 | \n", - "5.00 | \n", - "1.50 | \n", - "0.0 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 50% | \n", - "74293.00 | \n", - "0.0 | \n", - "0.0 | \n", - "58.00 | \n", - "375.00 | \n", - "26.00 | \n", - "335.00 | \n", - "93.00 | \n", - "27.00 | \n", - "54.00 | \n", - "... | \n", - "4.00 | \n", - "6.00 | \n", - "2.00 | \n", - "0.0 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 75% | \n", - "79689.00 | \n", - "0.0 | \n", - "0.0 | \n", - "65.50 | \n", - "445.50 | \n", - "73.50 | \n", - "462.50 | \n", - "197.00 | \n", - "77.50 | \n", - "110.50 | \n", - "... | \n", - "7.50 | \n", - "8.50 | \n", - "4.00 | \n", - "0.0 | \n", - "0.00 | \n", - "0.50 | \n", - "0.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.50 | \n", - "
| max | \n", - "95529.00 | \n", - "0.0 | \n", - "0.0 | \n", - "67.00 | \n", - "966.00 | \n", - "152.00 | \n", - "890.00 | \n", - "250.00 | \n", - "106.00 | \n", - "245.00 | \n", - "... | \n", - "10.00 | \n", - "12.00 | \n", - "6.00 | \n", - "0.0 | \n", - "1.00 | \n", - "1.00 | \n", - "1.00 | \n", - "1.00 | \n", - "0.0 | \n", - "1.00 | \n", - "
8 rows × 22 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 417 | \n", - "5067 | \n", - "1994.0 | \n", - "Graduation | \n", - "Together | \n", - "80134.0 | \n", - "0 | \n", - "0 | \n", - "2014-02-14 | \n", - "11 | \n", - "966 | \n", - "... | \n", - "7 | \n", - "11 | \n", - "5 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 1163 | \n", - "6905 | \n", - "1994.0 | \n", - "Graduation | \n", - "Together | \n", - "80685.0 | \n", - "0 | \n", - "0 | \n", - "2012-08-22 | \n", - "55 | \n", - "241 | \n", - "... | \n", - "4 | \n", - "10 | \n", - "2 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
2 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2093 | \n", - "7734 | \n", - "1993.0 | \n", - "Graduation | \n", - "Single | \n", - "79244.0 | \n", - "0 | \n", - "0 | \n", - "2012-12-19 | \n", - "58 | \n", - "471 | \n", - "... | \n", - "10 | \n", - "7 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
1 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", - "433 | \n", - "1958.0 | \n", - "Master | \n", - "Alone | \n", - "61331.0 | \n", - "1 | \n", - "1 | \n", - "2013-03-10 | \n", - "42 | \n", - "534 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 138 | \n", - "7660 | \n", - "1973.0 | \n", - "PhD | \n", - "Alone | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 153 | \n", - "92 | \n", - "1988.0 | \n", - "Graduation | \n", - "Alone | \n", - "34176.0 | \n", - "1 | \n", - "0 | \n", - "2014-05-12 | \n", - "12 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
3 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", - "433 | \n", - "1958.0 | \n", - "Master | \n", - "Alone | \n", - "61331.0 | \n", - "1 | \n", - "1 | \n", - "2013-03-10 | \n", - "42 | \n", - "534 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 138 | \n", - "7660 | \n", - "1973.0 | \n", - "PhD | \n", - "Alone | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 1063 | \n", - "2055 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1260 | \n", - "5107 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1585 | \n", - "1626 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
4 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 139 | \n", - "1461 | \n", - "1965.0 | \n", - "PhD | \n", - "Divorced | \n", - "36921.0 | \n", - "1 | \n", - "1 | \n", - "2013-07-28 | \n", - "74 | \n", - "17 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 322 | \n", - "8275 | \n", - "1965.0 | \n", - "PhD | \n", - "Divorced | \n", - "47025.0 | \n", - "1 | \n", - "1 | \n", - "2014-02-09 | \n", - "6 | \n", - "16 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 389 | \n", - "9799 | \n", - "1968.0 | \n", - "PhD | \n", - "Divorced | \n", - "83664.0 | \n", - "1 | \n", - "1 | \n", - "2013-05-08 | \n", - "57 | \n", - "866 | \n", - "... | \n", - "2 | \n", - "12 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 407 | \n", - "8890 | \n", - "1971.0 | \n", - "PhD | \n", - "Divorced | \n", - "65808.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-30 | \n", - "1 | \n", - "155 | \n", - "... | \n", - "1 | \n", - "5 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 628 | \n", - "3469 | \n", - "1977.0 | \n", - "PhD | \n", - "Divorced | \n", - "34487.0 | \n", - "1 | \n", - "1 | \n", - "2012-09-06 | \n", - "94 | \n", - "19 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 730 | \n", - "5329 | \n", - "1949.0 | \n", - "PhD | \n", - "Divorced | \n", - "35946.0 | \n", - "1 | \n", - "1 | \n", - "2013-09-27 | \n", - "24 | \n", - "8 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 733 | \n", - "5956 | \n", - "1948.0 | \n", - "PhD | \n", - "Divorced | \n", - "45072.0 | \n", - "1 | \n", - "2 | \n", - "2013-10-16 | \n", - "74 | \n", - "144 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 830 | \n", - "4887 | \n", - "1976.0 | \n", - "PhD | \n", - "Divorced | \n", - "55412.0 | \n", - "1 | \n", - "1 | \n", - "2013-11-22 | \n", - "65 | \n", - "10 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1063 | \n", - "2055 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1260 | \n", - "5107 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1491 | \n", - "7494 | \n", - "1950.0 | \n", - "PhD | \n", - "Divorced | \n", - "42873.0 | \n", - "1 | \n", - "1 | \n", - "2013-01-21 | \n", - "11 | \n", - "209 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1698 | \n", - "10356 | \n", - "1957.0 | \n", - "PhD | \n", - "Divorced | \n", - "41437.0 | \n", - "1 | \n", - "1 | \n", - "2012-09-22 | \n", - "5 | \n", - "29 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
12 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1409 | \n", - "10010 | \n", - "1953.0 | \n", - "PhD | \n", - "Divorced | \n", - "36957.0 | \n", - "1 | \n", - "1 | \n", - "2012-09-06 | \n", - "43 | \n", - "100 | \n", - "... | \n", - "2 | \n", - "2 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 1585 | \n", - "1626 | \n", - "1973.0 | \n", - "PhD | \n", - "Divorced | \n", - "35860.0 | \n", - "1 | \n", - "1 | \n", - "2014-05-19 | \n", - "37 | \n", - "15 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.0 | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "... | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.00 | \n", - "14.0 | \n", - "14.0 | \n", - "14.0 | \n", - "14.0 | \n", - "14.0 | \n", - "14.00 | \n", - "
| mean | \n", - "6051.00 | \n", - "1964.14 | \n", - "45227.29 | \n", - "1.0 | \n", - "1.07 | \n", - "40.36 | \n", - "115.57 | \n", - "4.00 | \n", - "35.07 | \n", - "7.36 | \n", - "... | \n", - "0.71 | \n", - "3.57 | \n", - "6.50 | \n", - "0.21 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.14 | \n", - "
| std | \n", - "3155.00 | \n", - "10.63 | \n", - "14223.40 | \n", - "0.0 | \n", - "0.27 | \n", - "29.32 | \n", - "226.00 | \n", - "6.93 | \n", - "44.61 | \n", - "8.82 | \n", - "... | \n", - "0.73 | \n", - "2.59 | \n", - "1.56 | \n", - "0.43 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.36 | \n", - "
| min | \n", - "1461.00 | \n", - "1948.00 | \n", - "34487.00 | \n", - "1.0 | \n", - "1.00 | \n", - "1.00 | \n", - "8.00 | \n", - "0.00 | \n", - "2.00 | \n", - "0.00 | \n", - "... | \n", - "0.00 | \n", - "2.00 | \n", - "5.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 25% | \n", - "3823.50 | \n", - "1954.00 | \n", - "35881.50 | \n", - "1.0 | \n", - "1.00 | \n", - "14.25 | \n", - "15.00 | \n", - "0.00 | \n", - "8.00 | \n", - "2.25 | \n", - "... | \n", - "0.00 | \n", - "2.00 | \n", - "5.00 | \n", - "0.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 50% | \n", - "5642.50 | \n", - "1966.50 | \n", - "39197.00 | \n", - "1.0 | \n", - "1.00 | \n", - "37.00 | \n", - "18.00 | \n", - "0.50 | \n", - "14.00 | \n", - "4.00 | \n", - "... | \n", - "1.00 | \n", - "3.00 | \n", - "6.50 | \n", - "0.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 75% | \n", - "8736.25 | \n", - "1973.00 | \n", - "46536.75 | \n", - "1.0 | \n", - "1.00 | \n", - "63.00 | \n", - "133.00 | \n", - "4.25 | \n", - "38.25 | \n", - "10.00 | \n", - "... | \n", - "1.00 | \n", - "3.75 | \n", - "7.75 | \n", - "0.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| max | \n", - "10356.00 | \n", - "1977.00 | \n", - "83664.00 | \n", - "1.0 | \n", - "2.00 | \n", - "94.00 | \n", - "866.00 | \n", - "21.00 | \n", - "151.00 | \n", - "28.00 | \n", - "... | \n", - "2.00 | \n", - "12.00 | \n", - "9.00 | \n", - "1.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "1.00 | \n", - "
8 rows × 24 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "2 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "3 | \n", - "13 | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2234 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 153 | \n", - "92 | \n", - "1988.0 | \n", - "Graduation | \n", - "Alone | \n", - "34176.0 | \n", - "1 | \n", - "0 | \n", - "2014-05-12 | \n", - "12 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 842 | \n", - "3312 | \n", - "1988.0 | \n", - "Graduation | \n", - "Single | \n", - "34176.0 | \n", - "1 | \n", - "0 | \n", - "2014-05-12 | \n", - "12 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
2 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "1 | \n", - "2 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "2 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "3 | \n", - "13 | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2233 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", - "433 | \n", - "1958.0 | \n", - "Master | \n", - "Alone | \n", - "61331.0 | \n", - "1 | \n", - "1 | \n", - "2013-03-10 | \n", - "42 | \n", - "534 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "9.00 | \n", - "9.00 | \n", - "9.00 | \n", - "9.0 | \n", - "9.0 | \n", - "9.00 | \n", - "9.00 | \n", - "9.00 | \n", - "9.00 | \n", - "9.00 | \n", - "... | \n", - "9.00 | \n", - "9.00 | \n", - "9.00 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.0 | \n", - "9.00 | \n", - "
| mean | \n", - "4527.44 | \n", - "1965.89 | \n", - "45831.78 | \n", - "1.0 | \n", - "1.0 | \n", - "35.11 | \n", - "144.00 | \n", - "4.78 | \n", - "68.11 | \n", - "10.11 | \n", - "... | \n", - "1.67 | \n", - "4.33 | \n", - "6.78 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.33 | \n", - "
| std | \n", - "2615.40 | \n", - "9.17 | \n", - "8869.73 | \n", - "0.0 | \n", - "0.0 | \n", - "23.78 | \n", - "115.34 | \n", - "5.59 | \n", - "44.48 | \n", - "14.35 | \n", - "... | \n", - "1.80 | \n", - "1.73 | \n", - "0.97 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.50 | \n", - "
| min | \n", - "675.00 | \n", - "1950.00 | \n", - "29435.00 | \n", - "1.0 | \n", - "1.0 | \n", - "2.00 | \n", - "23.00 | \n", - "0.00 | \n", - "9.00 | \n", - "0.00 | \n", - "... | \n", - "0.00 | \n", - "2.00 | \n", - "6.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 25% | \n", - "2715.00 | \n", - "1963.00 | \n", - "42835.00 | \n", - "1.0 | \n", - "1.0 | \n", - "20.00 | \n", - "70.00 | \n", - "2.00 | \n", - "37.00 | \n", - "3.00 | \n", - "... | \n", - "1.00 | \n", - "3.00 | \n", - "6.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 50% | \n", - "5320.00 | \n", - "1971.00 | \n", - "44635.00 | \n", - "1.0 | \n", - "1.0 | \n", - "25.00 | \n", - "81.00 | \n", - "3.00 | \n", - "58.00 | \n", - "6.00 | \n", - "... | \n", - "1.00 | \n", - "4.00 | \n", - "7.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 75% | \n", - "5684.00 | \n", - "1973.00 | \n", - "52034.00 | \n", - "1.0 | \n", - "1.0 | \n", - "53.00 | \n", - "229.00 | \n", - "7.00 | \n", - "93.00 | \n", - "10.00 | \n", - "... | \n", - "2.00 | \n", - "5.00 | \n", - "7.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "1.00 | \n", - "
| max | \n", - "8180.00 | \n", - "1974.00 | \n", - "59354.00 | \n", - "1.0 | \n", - "1.0 | \n", - "67.00 | \n", - "379.00 | \n", - "18.00 | \n", - "140.00 | \n", - "47.00 | \n", - "... | \n", - "6.00 | \n", - "8.00 | \n", - "9.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "1.00 | \n", - "
8 rows × 24 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", - "2.00 | \n", - "2.00 | \n", - "2.00 | \n", - "2.0 | \n", - "2.0 | \n", - "2.00 | \n", - "2.00 | \n", - "2.00 | \n", - "2.00 | \n", - "2.00 | \n", - "... | \n", - "2.0 | \n", - "2.00 | \n", - "2.00 | \n", - "2.0 | \n", - "2.0 | \n", - "2.0 | \n", - "2.0 | \n", - "2.0 | \n", - "2.0 | \n", - "2.00 | \n", - "
| mean | \n", - "6743.50 | \n", - "1957.00 | \n", - "49480.00 | \n", - "1.0 | \n", - "1.0 | \n", - "28.50 | \n", - "136.00 | \n", - "10.50 | \n", - "33.50 | \n", - "11.50 | \n", - "... | \n", - "2.0 | \n", - "3.50 | \n", - "6.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.50 | \n", - "
| std | \n", - "515.48 | \n", - "11.31 | \n", - "2701.15 | \n", - "0.0 | \n", - "0.0 | \n", - "36.06 | \n", - "97.58 | \n", - "13.44 | \n", - "19.09 | \n", - "16.26 | \n", - "... | \n", - "0.0 | \n", - "2.12 | \n", - "1.41 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.71 | \n", - "
| min | \n", - "6379.00 | \n", - "1949.00 | \n", - "47570.00 | \n", - "1.0 | \n", - "1.0 | \n", - "3.00 | \n", - "67.00 | \n", - "1.00 | \n", - "20.00 | \n", - "0.00 | \n", - "... | \n", - "2.0 | \n", - "2.00 | \n", - "5.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.00 | \n", - "
| 25% | \n", - "6561.25 | \n", - "1953.00 | \n", - "48525.00 | \n", - "1.0 | \n", - "1.0 | \n", - "15.75 | \n", - "101.50 | \n", - "5.75 | \n", - "26.75 | \n", - "5.75 | \n", - "... | \n", - "2.0 | \n", - "2.75 | \n", - "5.50 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.25 | \n", - "
| 50% | \n", - "6743.50 | \n", - "1957.00 | \n", - "49480.00 | \n", - "1.0 | \n", - "1.0 | \n", - "28.50 | \n", - "136.00 | \n", - "10.50 | \n", - "33.50 | \n", - "11.50 | \n", - "... | \n", - "2.0 | \n", - "3.50 | \n", - "6.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.50 | \n", - "
| 75% | \n", - "6925.75 | \n", - "1961.00 | \n", - "50435.00 | \n", - "1.0 | \n", - "1.0 | \n", - "41.25 | \n", - "170.50 | \n", - "15.25 | \n", - "40.25 | \n", - "17.25 | \n", - "... | \n", - "2.0 | \n", - "4.25 | \n", - "6.50 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.75 | \n", - "
| max | \n", - "7108.00 | \n", - "1965.00 | \n", - "51390.00 | \n", - "1.0 | \n", - "1.0 | \n", - "54.00 | \n", - "205.00 | \n", - "20.00 | \n", - "47.00 | \n", - "23.00 | \n", - "... | \n", - "2.0 | \n", - "5.00 | \n", - "7.00 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "0.0 | \n", - "1.00 | \n", - "
8 rows × 24 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 131 | \n", - "433 | \n", - "1958.0 | \n", - "Master | \n", - "Divorced | \n", - "61331.0 | \n", - "1 | \n", - "1 | \n", - "2013-03-10 | \n", - "42 | \n", - "534 | \n", - "... | \n", - "1 | \n", - "6 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | \n", - "1994 | \n", - "1983.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-11-15 | \n", - "11 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 27 | \n", - "5255 | \n", - "1986.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-02-20 | \n", - "19 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 43 | \n", - "7281 | \n", - "1959.0 | \n", - "PhD | \n", - "Single | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-11-05 | \n", - "80 | \n", - "81 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "2 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 48 | \n", - "7244 | \n", - "1951.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "2 | \n", - "1 | \n", - "2014-01-01 | \n", - "96 | \n", - "48 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 58 | \n", - "8557 | \n", - "1982.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-06-17 | \n", - "57 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 71 | \n", - "10629 | \n", - "1973.0 | \n", - "Master | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2012-09-14 | \n", - "25 | \n", - "25 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 90 | \n", - "8996 | \n", - "1957.0 | \n", - "PhD | \n", - "Married | \n", - "NaN | \n", - "2 | \n", - "1 | \n", - "2012-11-19 | \n", - "4 | \n", - "230 | \n", - "... | \n", - "2 | \n", - "8 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 91 | \n", - "9235 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2014-05-27 | \n", - "45 | \n", - "7 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 92 | \n", - "5798 | \n", - "1973.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-11-23 | \n", - "87 | \n", - "445 | \n", - "... | \n", - "4 | \n", - "8 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 128 | \n", - "8268 | \n", - "1961.0 | \n", - "PhD | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-07-11 | \n", - "23 | \n", - "352 | \n", - "... | \n", - "1 | \n", - "7 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 133 | \n", - "1295 | \n", - "1963.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-08-11 | \n", - "96 | \n", - "231 | \n", - "... | \n", - "5 | \n", - "7 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 312 | \n", - "2437 | \n", - "1989.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-06-03 | \n", - "69 | \n", - "861 | \n", - "... | \n", - "5 | \n", - "12 | \n", - "3 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 319 | \n", - "2863 | \n", - "1970.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "2 | \n", - "2013-08-23 | \n", - "67 | \n", - "738 | \n", - "... | \n", - "3 | \n", - "10 | \n", - "7 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1379 | \n", - "10475 | \n", - "1970.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-04-01 | \n", - "39 | \n", - "187 | \n", - "... | \n", - "2 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1382 | \n", - "2902 | \n", - "1958.0 | \n", - "Graduation | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2012-09-03 | \n", - "87 | \n", - "19 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1383 | \n", - "4345 | \n", - "1964.0 | \n", - "Master | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2014-01-12 | \n", - "49 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1386 | \n", - "3769 | \n", - "1972.0 | \n", - "PhD | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2014-03-02 | \n", - "17 | \n", - "25 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2059 | \n", - "7187 | \n", - "1969.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2013-05-18 | \n", - "52 | \n", - "375 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2061 | \n", - "1612 | \n", - "1981.0 | \n", - "PhD | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-05-31 | \n", - "82 | \n", - "23 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2078 | \n", - "5079 | \n", - "1971.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2013-03-03 | \n", - "82 | \n", - "71 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2079 | \n", - "10339 | \n", - "1954.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-06-23 | \n", - "83 | \n", - "161 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2081 | \n", - "3117 | \n", - "1955.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-10-18 | \n", - "95 | \n", - "264 | \n", - "... | \n", - "1 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2084 | \n", - "5250 | \n", - "1943.0 | \n", - "Master | \n", - "Widow | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-10-30 | \n", - "75 | \n", - "532 | \n", - "... | \n", - "5 | \n", - "11 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 2228 | \n", - "8720 | \n", - "1978.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2012-08-12 | \n", - "53 | \n", - "32 | \n", - "... | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2233 | \n", - "9432 | \n", - "1977.0 | \n", - "Graduation | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-06-02 | \n", - "23 | \n", - "9 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
25 rows × 27 columns
\n", - "| \n", - " | \n", - " | Income | \n", - "
|---|---|---|
| Marital_Status | \n", - "Education | \n", - "\n", - " |
| Divorced | \n", - "Basic | \n", - "9548.00 | \n", - "
| Graduation | \n", - "54526.04 | \n", - "|
| Master | \n", - "50159.03 | \n", - "|
| PhD | \n", - "53786.08 | \n", - "|
| Married | \n", - "Basic | \n", - "21960.50 | \n", - "
| Graduation | \n", - "50800.26 | \n", - "|
| Master | \n", - "50686.06 | \n", - "|
| PhD | \n", - "58138.03 | \n", - "|
| Single | \n", - "Basic | \n", - "18238.67 | \n", - "
| Graduation | \n", - "51435.23 | \n", - "|
| Master | \n", - "53577.06 | \n", - "|
| PhD | \n", - "53314.61 | \n", - "|
| Together | \n", - "Basic | \n", - "21240.07 | \n", - "
| Graduation | \n", - "53607.40 | \n", - "|
| Master | \n", - "49495.94 | \n", - "|
| PhD | \n", - "56041.42 | \n", - "|
| Widow | \n", - "Basic | \n", - "22123.00 | \n", - "
| Graduation | \n", - "54976.66 | \n", - "|
| Master | \n", - "56211.12 | \n", - "|
| PhD | \n", - "60288.08 | \n", - "
| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | \n", - "1994 | \n", - "1983.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-11-15 | \n", - "11 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 27 | \n", - "5255 | \n", - "1986.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-02-20 | \n", - "19 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 43 | \n", - "7281 | \n", - "1959.0 | \n", - "PhD | \n", - "Single | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-11-05 | \n", - "80 | \n", - "81 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "2 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 48 | \n", - "7244 | \n", - "1951.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "2 | \n", - "1 | \n", - "2014-01-01 | \n", - "96 | \n", - "48 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 58 | \n", - "8557 | \n", - "1982.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-06-17 | \n", - "57 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 71 | \n", - "10629 | \n", - "1973.0 | \n", - "Master | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2012-09-14 | \n", - "25 | \n", - "25 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 90 | \n", - "8996 | \n", - "1957.0 | \n", - "PhD | \n", - "Married | \n", - "NaN | \n", - "2 | \n", - "1 | \n", - "2012-11-19 | \n", - "4 | \n", - "230 | \n", - "... | \n", - "2 | \n", - "8 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 91 | \n", - "9235 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2014-05-27 | \n", - "45 | \n", - "7 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 92 | \n", - "5798 | \n", - "1973.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-11-23 | \n", - "87 | \n", - "445 | \n", - "... | \n", - "4 | \n", - "8 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 128 | \n", - "8268 | \n", - "1961.0 | \n", - "PhD | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-07-11 | \n", - "23 | \n", - "352 | \n", - "... | \n", - "1 | \n", - "7 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 133 | \n", - "1295 | \n", - "1963.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-08-11 | \n", - "96 | \n", - "231 | \n", - "... | \n", - "5 | \n", - "7 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 312 | \n", - "2437 | \n", - "1989.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-06-03 | \n", - "69 | \n", - "861 | \n", - "... | \n", - "5 | \n", - "12 | \n", - "3 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 319 | \n", - "2863 | \n", - "1970.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "2 | \n", - "2013-08-23 | \n", - "67 | \n", - "738 | \n", - "... | \n", - "3 | \n", - "10 | \n", - "7 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1379 | \n", - "10475 | \n", - "1970.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-04-01 | \n", - "39 | \n", - "187 | \n", - "... | \n", - "2 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1382 | \n", - "2902 | \n", - "1958.0 | \n", - "Graduation | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2012-09-03 | \n", - "87 | \n", - "19 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1383 | \n", - "4345 | \n", - "1964.0 | \n", - "Master | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2014-01-12 | \n", - "49 | \n", - "5 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 1386 | \n", - "3769 | \n", - "1972.0 | \n", - "PhD | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2014-03-02 | \n", - "17 | \n", - "25 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2059 | \n", - "7187 | \n", - "1969.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2013-05-18 | \n", - "52 | \n", - "375 | \n", - "... | \n", - "10 | \n", - "4 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2061 | \n", - "1612 | \n", - "1981.0 | \n", - "PhD | \n", - "Single | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-05-31 | \n", - "82 | \n", - "23 | \n", - "... | \n", - "0 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2078 | \n", - "5079 | \n", - "1971.0 | \n", - "Graduation | \n", - "Married | \n", - "NaN | \n", - "1 | \n", - "1 | \n", - "2013-03-03 | \n", - "82 | \n", - "71 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "8 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2079 | \n", - "10339 | \n", - "1954.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-06-23 | \n", - "83 | \n", - "161 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2081 | \n", - "3117 | \n", - "1955.0 | \n", - "Graduation | \n", - "Single | \n", - "NaN | \n", - "0 | \n", - "1 | \n", - "2013-10-18 | \n", - "95 | \n", - "264 | \n", - "... | \n", - "1 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2084 | \n", - "5250 | \n", - "1943.0 | \n", - "Master | \n", - "Widow | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2013-10-30 | \n", - "75 | \n", - "532 | \n", - "... | \n", - "5 | \n", - "11 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 2228 | \n", - "8720 | \n", - "1978.0 | \n", - "Master | \n", - "Together | \n", - "NaN | \n", - "0 | \n", - "0 | \n", - "2012-08-12 | \n", - "53 | \n", - "32 | \n", - "... | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2233 | \n", - "9432 | \n", - "1977.0 | \n", - "Graduation | \n", - "Together | \n", - "NaN | \n", - "1 | \n", - "0 | \n", - "2013-06-02 | \n", - "23 | \n", - "9 | \n", - "... | \n", - "1 | \n", - "3 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
25 rows × 27 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "Response | \n", - "Ec_Divorced | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "Ed_Basic | \n", - "Ed_Graduation | \n", - "Ed_Master | \n", - "Ed_PhD | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957.0 | \n", - "Graduation | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "Graduation | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
2233 rows × 36 columns
\n", - "| \n", - " | Income | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "Ed_Basic | \n", - "Ed_Graduation | \n", - "Ed_Master | \n", - "Ed_PhD | \n", - "Year_Birth | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", - "1.00 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.23 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.10 | \n", - "-0.20 | \n", - "... | \n", - "0.70 | \n", - "0.63 | \n", - "-0.65 | \n", - "-0.01 | \n", - "0.22 | \n", - "0.40 | \n", - "0.33 | \n", - "0.10 | \n", - "-0.03 | \n", - "0.16 | \n", - "
| Ec_Married | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.42 | \n", - "-0.47 | \n", - "-0.15 | \n", - "-0.01 | \n", - "-0.00 | \n", - "-0.00 | \n", - "0.01 | \n", - "0.05 | \n", - "... | \n", - "-0.01 | \n", - "0.01 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.03 | \n", - "-0.04 | \n", - "-0.00 | \n", - "-0.08 | \n", - "
| Ec_Single | \n", - "-0.02 | \n", - "-0.42 | \n", - "1.00 | \n", - "-0.31 | \n", - "-0.10 | \n", - "0.05 | \n", - "0.02 | \n", - "-0.03 | \n", - "-0.01 | \n", - "0.13 | \n", - "... | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.02 | \n", - "0.11 | \n", - "
| Ec_Together | \n", - "0.00 | \n", - "-0.47 | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.11 | \n", - "-0.00 | \n", - "-0.01 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.05 | \n", - "... | \n", - "0.00 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.00 | \n", - "-0.07 | \n", - "
| Ec_Widow | \n", - "0.04 | \n", - "-0.15 | \n", - "-0.10 | \n", - "-0.11 | \n", - "1.00 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.17 | \n", - "... | \n", - "0.04 | \n", - "0.04 | \n", - "-0.03 | \n", - "-0.01 | \n", - "0.04 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.00 | \n", - "-0.02 | \n", - "0.05 | \n", - "
| Ed_Basic | \n", - "-0.23 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.00 | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.16 | \n", - "-0.09 | \n", - "-0.08 | \n", - "0.12 | \n", - "... | \n", - "-0.12 | \n", - "-0.14 | \n", - "0.10 | \n", - "0.02 | \n", - "-0.04 | \n", - "-0.04 | \n", - "-0.04 | \n", - "-0.02 | \n", - "-0.02 | \n", - "-0.05 | \n", - "
| Ed_Graduation | \n", - "0.01 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.16 | \n", - "1.00 | \n", - "-0.59 | \n", - "-0.53 | \n", - "0.06 | \n", - "... | \n", - "0.02 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.03 | \n", - "0.01 | \n", - "0.03 | \n", - "-0.04 | \n", - "
| Ed_Master | \n", - "-0.03 | \n", - "-0.00 | \n", - "-0.03 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.09 | \n", - "-0.59 | \n", - "1.00 | \n", - "-0.31 | \n", - "0.00 | \n", - "... | \n", - "-0.04 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.03 | \n", - "0.01 | \n", - "-0.02 | \n", - "
| Ed_PhD | \n", - "0.10 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.08 | \n", - "-0.53 | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.12 | \n", - "... | \n", - "0.06 | \n", - "0.05 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.04 | \n", - "0.02 | \n", - "-0.00 | \n", - "0.03 | \n", - "-0.04 | \n", - "0.08 | \n", - "
| Year_Birth | \n", - "-0.20 | \n", - "0.05 | \n", - "0.13 | \n", - "-0.05 | \n", - "-0.17 | \n", - "0.12 | \n", - "0.06 | \n", - "0.00 | \n", - "-0.12 | \n", - "1.00 | \n", - "... | \n", - "-0.12 | \n", - "-0.14 | \n", - "0.12 | \n", - "0.06 | \n", - "-0.06 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.02 | \n", - "
| Kidhome | \n", - "-0.51 | \n", - "0.02 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.07 | \n", - "0.05 | \n", - "0.00 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.23 | \n", - "... | \n", - "-0.50 | \n", - "-0.50 | \n", - "0.45 | \n", - "0.01 | \n", - "-0.16 | \n", - "-0.21 | \n", - "-0.17 | \n", - "-0.08 | \n", - "0.04 | \n", - "-0.08 | \n", - "
| Teenhome | \n", - "0.04 | \n", - "0.01 | \n", - "-0.10 | \n", - "0.03 | \n", - "0.05 | \n", - "-0.12 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.09 | \n", - "-0.36 | \n", - "... | \n", - "-0.11 | \n", - "0.05 | \n", - "0.13 | \n", - "-0.05 | \n", - "0.04 | \n", - "-0.19 | \n", - "-0.14 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.16 | \n", - "
| Recency | \n", - "0.01 | \n", - "-0.02 | \n", - "0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.00 | \n", - "0.03 | \n", - "-0.03 | \n", - "-0.01 | \n", - "-0.02 | \n", - "... | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.03 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.20 | \n", - "
| MntWines | \n", - "0.69 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.14 | \n", - "-0.06 | \n", - "-0.03 | \n", - "0.16 | \n", - "-0.16 | \n", - "... | \n", - "0.64 | \n", - "0.64 | \n", - "-0.32 | \n", - "0.07 | \n", - "0.37 | \n", - "0.47 | \n", - "0.35 | \n", - "0.21 | \n", - "-0.04 | \n", - "0.25 | \n", - "
| MntFruits | \n", - "0.51 | \n", - "-0.01 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.03 | \n", - "-0.06 | \n", - "0.11 | \n", - "-0.03 | \n", - "-0.08 | \n", - "-0.01 | \n", - "... | \n", - "0.49 | \n", - "0.46 | \n", - "-0.42 | \n", - "0.02 | \n", - "0.01 | \n", - "0.22 | \n", - "0.19 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.13 | \n", - "
| MntMeatProducts | \n", - "0.69 | \n", - "-0.02 | \n", - "0.03 | \n", - "0.00 | \n", - "0.02 | \n", - "-0.11 | \n", - "0.06 | \n", - "-0.03 | \n", - "0.01 | \n", - "-0.03 | \n", - "... | \n", - "0.72 | \n", - "0.48 | \n", - "-0.54 | \n", - "0.02 | \n", - "0.10 | \n", - "0.37 | \n", - "0.31 | \n", - "0.04 | \n", - "-0.02 | \n", - "0.24 | \n", - "
| MntFishProducts | \n", - "0.52 | \n", - "-0.03 | \n", - "0.01 | \n", - "0.02 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.10 | \n", - "-0.00 | \n", - "-0.10 | \n", - "-0.04 | \n", - "... | \n", - "0.53 | \n", - "0.46 | \n", - "-0.45 | \n", - "0.00 | \n", - "0.02 | \n", - "0.20 | \n", - "0.26 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.11 | \n", - "
| MntSweetProducts | \n", - "0.52 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.10 | \n", - "-0.02 | \n", - "-0.09 | \n", - "-0.02 | \n", - "... | \n", - "0.49 | \n", - "0.45 | \n", - "-0.42 | \n", - "0.00 | \n", - "0.03 | \n", - "0.26 | \n", - "0.24 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.12 | \n", - "
| MntGoldProds | \n", - "0.39 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.13 | \n", - "-0.02 | \n", - "-0.12 | \n", - "-0.06 | \n", - "... | \n", - "0.44 | \n", - "0.38 | \n", - "-0.25 | \n", - "0.13 | \n", - "0.02 | \n", - "0.18 | \n", - "0.17 | \n", - "0.05 | \n", - "-0.03 | \n", - "0.14 | \n", - "
| NumDealsPurchases | \n", - "-0.11 | \n", - "0.03 | \n", - "-0.05 | \n", - "0.00 | \n", - "0.00 | \n", - "-0.04 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.01 | \n", - "-0.07 | \n", - "... | \n", - "-0.01 | \n", - "0.07 | \n", - "0.35 | \n", - "-0.02 | \n", - "0.02 | \n", - "-0.18 | \n", - "-0.12 | \n", - "-0.04 | \n", - "0.00 | \n", - "0.00 | \n", - "
| NumWebPurchases | \n", - "0.46 | \n", - "0.00 | \n", - "-0.04 | \n", - "-0.00 | \n", - "0.04 | \n", - "-0.12 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.07 | \n", - "-0.15 | \n", - "... | \n", - "0.38 | \n", - "0.50 | \n", - "-0.06 | \n", - "0.05 | \n", - "0.16 | \n", - "0.14 | \n", - "0.16 | \n", - "0.03 | \n", - "-0.02 | \n", - "0.15 | \n", - "
| NumCatalogPurchases | \n", - "0.70 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.12 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.06 | \n", - "-0.12 | \n", - "... | \n", - "1.00 | \n", - "0.52 | \n", - "-0.52 | \n", - "0.11 | \n", - "0.14 | \n", - "0.32 | \n", - "0.31 | \n", - "0.10 | \n", - "-0.02 | \n", - "0.22 | \n", - "
| NumStorePurchases | \n", - "0.63 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.14 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.14 | \n", - "... | \n", - "0.52 | \n", - "1.00 | \n", - "-0.43 | \n", - "-0.06 | \n", - "0.18 | \n", - "0.21 | \n", - "0.18 | \n", - "0.09 | \n", - "-0.02 | \n", - "0.04 | \n", - "
| NumWebVisitsMonth | \n", - "-0.65 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.03 | \n", - "0.10 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.12 | \n", - "... | \n", - "-0.52 | \n", - "-0.43 | \n", - "1.00 | \n", - "0.06 | \n", - "-0.03 | \n", - "-0.28 | \n", - "-0.19 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "
| AcceptedCmp3 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.06 | \n", - "... | \n", - "0.11 | \n", - "-0.06 | \n", - "0.06 | \n", - "1.00 | \n", - "-0.08 | \n", - "0.08 | \n", - "0.10 | \n", - "0.07 | \n", - "0.01 | \n", - "0.25 | \n", - "
| AcceptedCmp4 | \n", - "0.22 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.04 | \n", - "-0.04 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.06 | \n", - "... | \n", - "0.14 | \n", - "0.18 | \n", - "-0.03 | \n", - "-0.08 | \n", - "1.00 | \n", - "0.31 | \n", - "0.25 | \n", - "0.29 | \n", - "-0.03 | \n", - "0.18 | \n", - "
| AcceptedCmp5 | \n", - "0.40 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.02 | \n", - "0.02 | \n", - "... | \n", - "0.32 | \n", - "0.21 | \n", - "-0.28 | \n", - "0.08 | \n", - "0.31 | \n", - "1.00 | \n", - "0.40 | \n", - "0.22 | \n", - "-0.01 | \n", - "0.33 | \n", - "
| AcceptedCmp1 | \n", - "0.33 | \n", - "0.03 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.04 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.00 | \n", - "-0.01 | \n", - "... | \n", - "0.31 | \n", - "0.18 | \n", - "-0.19 | \n", - "0.10 | \n", - "0.25 | \n", - "0.40 | \n", - "1.00 | \n", - "0.18 | \n", - "-0.03 | \n", - "0.30 | \n", - "
| AcceptedCmp2 | \n", - "0.10 | \n", - "-0.04 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.00 | \n", - "-0.02 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.03 | \n", - "-0.01 | \n", - "... | \n", - "0.10 | \n", - "0.09 | \n", - "-0.01 | \n", - "0.07 | \n", - "0.29 | \n", - "0.22 | \n", - "0.18 | \n", - "1.00 | \n", - "-0.01 | \n", - "0.17 | \n", - "
| Complain | \n", - "-0.03 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.03 | \n", - "0.01 | \n", - "-0.04 | \n", - "-0.00 | \n", - "... | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.03 | \n", - "-0.01 | \n", - "-0.03 | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.00 | \n", - "
| Response | \n", - "0.16 | \n", - "-0.08 | \n", - "0.11 | \n", - "-0.07 | \n", - "0.05 | \n", - "-0.05 | \n", - "-0.04 | \n", - "-0.02 | \n", - "0.08 | \n", - "0.02 | \n", - "... | \n", - "0.22 | \n", - "0.04 | \n", - "-0.00 | \n", - "0.25 | \n", - "0.18 | \n", - "0.33 | \n", - "0.30 | \n", - "0.17 | \n", - "-0.00 | \n", - "1.00 | \n", - "
31 rows × 31 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "Ec_Divorced | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", - "5524 | \n", - "1957.0 | \n", - "1 | \n", - "Single | \n", - "58138.0 | \n", - "0 | \n", - "0 | \n", - "2012-09-04 | \n", - "58 | \n", - "635 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 1 | \n", - "2174 | \n", - "1954.0 | \n", - "1 | \n", - "Single | \n", - "46344.0 | \n", - "1 | \n", - "1 | \n", - "2014-03-08 | \n", - "38 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "
| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "1 | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "26 | \n", - "426 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "1 | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "26 | \n", - "11 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "3 | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "94 | \n", - "173 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "1 | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "46 | \n", - "709 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "3 | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "56 | \n", - "406 | \n", - "... | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "1 | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "91 | \n", - "908 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "2 | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "8 | \n", - "428 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "
| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "3 | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "40 | \n", - "84 | \n", - "... | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
2233 rows × 32 columns
\n", - "| \n", - " | Income | \n", - "Education | \n", - "Year_Birth | \n", - "Kidhome | \n", - "Teenhome | \n", - "Recency | \n", - "MntWines | \n", - "MntFruits | \n", - "MntMeatProducts | \n", - "MntFishProducts | \n", - "... | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", - "1.00 | \n", - "0.13 | \n", - "-0.20 | \n", - "-0.51 | \n", - "0.04 | \n", - "0.01 | \n", - "0.69 | \n", - "0.51 | \n", - "0.69 | \n", - "0.52 | \n", - "... | \n", - "0.22 | \n", - "0.40 | \n", - "0.33 | \n", - "0.10 | \n", - "-0.03 | \n", - "0.16 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "
| Education | \n", - "0.13 | \n", - "1.00 | \n", - "-0.14 | \n", - "-0.04 | \n", - "0.10 | \n", - "-0.02 | \n", - "0.16 | \n", - "-0.08 | \n", - "0.01 | \n", - "-0.09 | \n", - "... | \n", - "0.04 | \n", - "0.02 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.03 | \n", - "0.08 | \n", - "0.01 | \n", - "-0.04 | \n", - "-0.00 | \n", - "0.04 | \n", - "
| Year_Birth | \n", - "-0.20 | \n", - "-0.14 | \n", - "1.00 | \n", - "0.23 | \n", - "-0.36 | \n", - "-0.02 | \n", - "-0.16 | \n", - "-0.01 | \n", - "-0.03 | \n", - "-0.04 | \n", - "... | \n", - "-0.06 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.02 | \n", - "0.05 | \n", - "0.13 | \n", - "-0.05 | \n", - "-0.17 | \n", - "
| Kidhome | \n", - "-0.51 | \n", - "-0.04 | \n", - "0.23 | \n", - "1.00 | \n", - "-0.04 | \n", - "0.01 | \n", - "-0.50 | \n", - "-0.37 | \n", - "-0.44 | \n", - "-0.39 | \n", - "... | \n", - "-0.16 | \n", - "-0.21 | \n", - "-0.17 | \n", - "-0.08 | \n", - "0.04 | \n", - "-0.08 | \n", - "0.02 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.07 | \n", - "
| Teenhome | \n", - "0.04 | \n", - "0.10 | \n", - "-0.36 | \n", - "-0.04 | \n", - "1.00 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.18 | \n", - "-0.26 | \n", - "-0.20 | \n", - "... | \n", - "0.04 | \n", - "-0.19 | \n", - "-0.14 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.16 | \n", - "0.01 | \n", - "-0.10 | \n", - "0.03 | \n", - "0.05 | \n", - "
| Recency | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.01 | \n", - "0.02 | \n", - "1.00 | \n", - "0.02 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "... | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.20 | \n", - "-0.02 | \n", - "0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "
| MntWines | \n", - "0.69 | \n", - "0.16 | \n", - "-0.16 | \n", - "-0.50 | \n", - "0.01 | \n", - "0.02 | \n", - "1.00 | \n", - "0.39 | \n", - "0.56 | \n", - "0.40 | \n", - "... | \n", - "0.37 | \n", - "0.47 | \n", - "0.35 | \n", - "0.21 | \n", - "-0.04 | \n", - "0.25 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "
| MntFruits | \n", - "0.51 | \n", - "-0.08 | \n", - "-0.01 | \n", - "-0.37 | \n", - "-0.18 | \n", - "-0.01 | \n", - "0.39 | \n", - "1.00 | \n", - "0.54 | \n", - "0.59 | \n", - "... | \n", - "0.01 | \n", - "0.22 | \n", - "0.19 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.13 | \n", - "-0.01 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.03 | \n", - "
| MntMeatProducts | \n", - "0.69 | \n", - "0.01 | \n", - "-0.03 | \n", - "-0.44 | \n", - "-0.26 | \n", - "0.02 | \n", - "0.56 | \n", - "0.54 | \n", - "1.00 | \n", - "0.57 | \n", - "... | \n", - "0.10 | \n", - "0.37 | \n", - "0.31 | \n", - "0.04 | \n", - "-0.02 | \n", - "0.24 | \n", - "-0.02 | \n", - "0.03 | \n", - "0.00 | \n", - "0.02 | \n", - "
| MntFishProducts | \n", - "0.52 | \n", - "-0.09 | \n", - "-0.04 | \n", - "-0.39 | \n", - "-0.20 | \n", - "-0.00 | \n", - "0.40 | \n", - "0.59 | \n", - "0.57 | \n", - "1.00 | \n", - "... | \n", - "0.02 | \n", - "0.20 | \n", - "0.26 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.11 | \n", - "-0.03 | \n", - "0.01 | \n", - "0.02 | \n", - "0.05 | \n", - "
| MntSweetProducts | \n", - "0.52 | \n", - "-0.08 | \n", - "-0.02 | \n", - "-0.37 | \n", - "-0.16 | \n", - "0.02 | \n", - "0.39 | \n", - "0.57 | \n", - "0.52 | \n", - "0.58 | \n", - "... | \n", - "0.03 | \n", - "0.26 | \n", - "0.24 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.12 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "
| MntGoldProds | \n", - "0.39 | \n", - "-0.11 | \n", - "-0.06 | \n", - "-0.35 | \n", - "-0.02 | \n", - "0.02 | \n", - "0.39 | \n", - "0.39 | \n", - "0.35 | \n", - "0.42 | \n", - "... | \n", - "0.02 | \n", - "0.18 | \n", - "0.17 | \n", - "0.05 | \n", - "-0.03 | \n", - "0.14 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "
| NumDealsPurchases | \n", - "-0.11 | \n", - "0.03 | \n", - "-0.07 | \n", - "0.22 | \n", - "0.39 | \n", - "0.00 | \n", - "0.01 | \n", - "-0.13 | \n", - "-0.12 | \n", - "-0.14 | \n", - "... | \n", - "0.02 | \n", - "-0.18 | \n", - "-0.12 | \n", - "-0.04 | \n", - "0.00 | \n", - "0.00 | \n", - "0.03 | \n", - "-0.05 | \n", - "0.00 | \n", - "0.00 | \n", - "
| NumWebPurchases | \n", - "0.46 | \n", - "0.07 | \n", - "-0.15 | \n", - "-0.36 | \n", - "0.16 | \n", - "-0.01 | \n", - "0.54 | \n", - "0.30 | \n", - "0.29 | \n", - "0.29 | \n", - "... | \n", - "0.16 | \n", - "0.14 | \n", - "0.16 | \n", - "0.03 | \n", - "-0.02 | \n", - "0.15 | \n", - "0.00 | \n", - "-0.04 | \n", - "-0.00 | \n", - "0.04 | \n", - "
| NumCatalogPurchases | \n", - "0.70 | \n", - "0.06 | \n", - "-0.12 | \n", - "-0.50 | \n", - "-0.11 | \n", - "0.02 | \n", - "0.64 | \n", - "0.49 | \n", - "0.72 | \n", - "0.53 | \n", - "... | \n", - "0.14 | \n", - "0.32 | \n", - "0.31 | \n", - "0.10 | \n", - "-0.02 | \n", - "0.22 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.04 | \n", - "
| NumStorePurchases | \n", - "0.63 | \n", - "0.07 | \n", - "-0.14 | \n", - "-0.50 | \n", - "0.05 | \n", - "-0.00 | \n", - "0.64 | \n", - "0.46 | \n", - "0.48 | \n", - "0.46 | \n", - "... | \n", - "0.18 | \n", - "0.21 | \n", - "0.18 | \n", - "0.09 | \n", - "-0.02 | \n", - "0.04 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.04 | \n", - "
| NumWebVisitsMonth | \n", - "-0.65 | \n", - "-0.04 | \n", - "0.12 | \n", - "0.45 | \n", - "0.13 | \n", - "-0.02 | \n", - "-0.32 | \n", - "-0.42 | \n", - "-0.54 | \n", - "-0.45 | \n", - "... | \n", - "-0.03 | \n", - "-0.28 | \n", - "-0.19 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.03 | \n", - "
| AcceptedCmp3 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.06 | \n", - "0.01 | \n", - "-0.05 | \n", - "-0.03 | \n", - "0.07 | \n", - "0.02 | \n", - "0.02 | \n", - "0.00 | \n", - "... | \n", - "-0.08 | \n", - "0.08 | \n", - "0.10 | \n", - "0.07 | \n", - "0.01 | \n", - "0.25 | \n", - "0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "
| AcceptedCmp4 | \n", - "0.22 | \n", - "0.04 | \n", - "-0.06 | \n", - "-0.16 | \n", - "0.04 | \n", - "0.02 | \n", - "0.37 | \n", - "0.01 | \n", - "0.10 | \n", - "0.02 | \n", - "... | \n", - "1.00 | \n", - "0.31 | \n", - "0.25 | \n", - "0.29 | \n", - "-0.03 | \n", - "0.18 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.04 | \n", - "
| AcceptedCmp5 | \n", - "0.40 | \n", - "0.02 | \n", - "0.02 | \n", - "-0.21 | \n", - "-0.19 | \n", - "-0.00 | \n", - "0.47 | \n", - "0.22 | \n", - "0.37 | \n", - "0.20 | \n", - "... | \n", - "0.31 | \n", - "1.00 | \n", - "0.40 | \n", - "0.22 | \n", - "-0.01 | \n", - "0.33 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.02 | \n", - "
| AcceptedCmp1 | \n", - "0.33 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.17 | \n", - "-0.14 | \n", - "-0.02 | \n", - "0.35 | \n", - "0.19 | \n", - "0.31 | \n", - "0.26 | \n", - "... | \n", - "0.25 | \n", - "0.40 | \n", - "1.00 | \n", - "0.18 | \n", - "-0.03 | \n", - "0.30 | \n", - "0.03 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.00 | \n", - "
| AcceptedCmp2 | \n", - "0.10 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.08 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.21 | \n", - "-0.01 | \n", - "0.04 | \n", - "0.00 | \n", - "... | \n", - "0.29 | \n", - "0.22 | \n", - "0.18 | \n", - "1.00 | \n", - "-0.01 | \n", - "0.17 | \n", - "-0.04 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.00 | \n", - "
| Complain | \n", - "-0.03 | \n", - "-0.03 | \n", - "-0.00 | \n", - "0.04 | \n", - "0.00 | \n", - "0.01 | \n", - "-0.04 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.02 | \n", - "... | \n", - "-0.03 | \n", - "-0.01 | \n", - "-0.03 | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.00 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "
| Response | \n", - "0.16 | \n", - "0.08 | \n", - "0.02 | \n", - "-0.08 | \n", - "-0.16 | \n", - "-0.20 | \n", - "0.25 | \n", - "0.13 | \n", - "0.24 | \n", - "0.11 | \n", - "... | \n", - "0.18 | \n", - "0.33 | \n", - "0.30 | \n", - "0.17 | \n", - "-0.00 | \n", - "1.00 | \n", - "-0.08 | \n", - "0.11 | \n", - "-0.07 | \n", - "0.05 | \n", - "
| Ec_Married | \n", - "-0.01 | \n", - "0.01 | \n", - "0.05 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.03 | \n", - "... | \n", - "-0.01 | \n", - "0.01 | \n", - "0.03 | \n", - "-0.04 | \n", - "-0.00 | \n", - "-0.08 | \n", - "1.00 | \n", - "-0.42 | \n", - "-0.47 | \n", - "-0.15 | \n", - "
| Ec_Single | \n", - "-0.02 | \n", - "-0.04 | \n", - "0.13 | \n", - "0.02 | \n", - "-0.10 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.01 | \n", - "0.03 | \n", - "0.01 | \n", - "... | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.02 | \n", - "0.11 | \n", - "-0.42 | \n", - "1.00 | \n", - "-0.31 | \n", - "-0.10 | \n", - "
| Ec_Together | \n", - "0.00 | \n", - "-0.00 | \n", - "-0.05 | \n", - "0.01 | \n", - "0.03 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.02 | \n", - "... | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.00 | \n", - "-0.07 | \n", - "-0.47 | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.11 | \n", - "
| Ec_Widow | \n", - "0.04 | \n", - "0.04 | \n", - "-0.17 | \n", - "-0.07 | \n", - "0.05 | \n", - "-0.00 | \n", - "0.04 | \n", - "0.03 | \n", - "0.02 | \n", - "0.05 | \n", - "... | \n", - "0.04 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.00 | \n", - "-0.02 | \n", - "0.05 | \n", - "-0.15 | \n", - "-0.10 | \n", - "-0.11 | \n", - "1.00 | \n", - "
28 rows × 28 columns
\n", - "| \n", - " | Income | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "Ed_Basic | \n", - "Ed_Graduation | \n", - "Ed_Master | \n", - "Ed_PhD | \n", - "Year_Birth | \n", - "... | \n", - "NumCatalogPurchases | \n", - "NumStorePurchases | \n", - "NumWebVisitsMonth | \n", - "AcceptedCmp3 | \n", - "AcceptedCmp4 | \n", - "AcceptedCmp5 | \n", - "AcceptedCmp1 | \n", - "AcceptedCmp2 | \n", - "Complain | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Income | \n", - "1.00 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.23 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.10 | \n", - "-0.20 | \n", - "... | \n", - "0.70 | \n", - "0.63 | \n", - "-0.65 | \n", - "-0.01 | \n", - "0.22 | \n", - "0.40 | \n", - "0.33 | \n", - "0.10 | \n", - "-0.03 | \n", - "0.16 | \n", - "
| Ec_Married | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.42 | \n", - "-0.47 | \n", - "-0.15 | \n", - "-0.01 | \n", - "-0.00 | \n", - "-0.00 | \n", - "0.01 | \n", - "0.05 | \n", - "... | \n", - "-0.01 | \n", - "0.01 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.03 | \n", - "-0.04 | \n", - "-0.00 | \n", - "-0.08 | \n", - "
| Ec_Single | \n", - "-0.02 | \n", - "-0.42 | \n", - "1.00 | \n", - "-0.31 | \n", - "-0.10 | \n", - "0.05 | \n", - "0.02 | \n", - "-0.03 | \n", - "-0.01 | \n", - "0.13 | \n", - "... | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.02 | \n", - "0.11 | \n", - "
| Ec_Together | \n", - "0.00 | \n", - "-0.47 | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.11 | \n", - "-0.00 | \n", - "-0.01 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.05 | \n", - "... | \n", - "0.00 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.00 | \n", - "-0.07 | \n", - "
| Ec_Widow | \n", - "0.04 | \n", - "-0.15 | \n", - "-0.10 | \n", - "-0.11 | \n", - "1.00 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.17 | \n", - "... | \n", - "0.04 | \n", - "0.04 | \n", - "-0.03 | \n", - "-0.01 | \n", - "0.04 | \n", - "0.02 | \n", - "0.00 | \n", - "-0.00 | \n", - "-0.02 | \n", - "0.05 | \n", - "
| Ed_Basic | \n", - "-0.23 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.00 | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.16 | \n", - "-0.09 | \n", - "-0.08 | \n", - "0.12 | \n", - "... | \n", - "-0.12 | \n", - "-0.14 | \n", - "0.10 | \n", - "0.02 | \n", - "-0.04 | \n", - "-0.04 | \n", - "-0.04 | \n", - "-0.02 | \n", - "-0.02 | \n", - "-0.05 | \n", - "
| Ed_Graduation | \n", - "0.01 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.16 | \n", - "1.00 | \n", - "-0.59 | \n", - "-0.53 | \n", - "0.06 | \n", - "... | \n", - "0.02 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.03 | \n", - "0.01 | \n", - "0.03 | \n", - "-0.04 | \n", - "
| Ed_Master | \n", - "-0.03 | \n", - "-0.00 | \n", - "-0.03 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.09 | \n", - "-0.59 | \n", - "1.00 | \n", - "-0.31 | \n", - "0.00 | \n", - "... | \n", - "-0.04 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "-0.03 | \n", - "0.01 | \n", - "-0.02 | \n", - "
| Ed_PhD | \n", - "0.10 | \n", - "0.01 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.04 | \n", - "-0.08 | \n", - "-0.53 | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.12 | \n", - "... | \n", - "0.06 | \n", - "0.05 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.04 | \n", - "0.02 | \n", - "-0.00 | \n", - "0.03 | \n", - "-0.04 | \n", - "0.08 | \n", - "
| Year_Birth | \n", - "-0.20 | \n", - "0.05 | \n", - "0.13 | \n", - "-0.05 | \n", - "-0.17 | \n", - "0.12 | \n", - "0.06 | \n", - "0.00 | \n", - "-0.12 | \n", - "1.00 | \n", - "... | \n", - "-0.12 | \n", - "-0.14 | \n", - "0.12 | \n", - "0.06 | \n", - "-0.06 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.02 | \n", - "
| Kidhome | \n", - "-0.51 | \n", - "0.02 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.07 | \n", - "0.05 | \n", - "0.00 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.23 | \n", - "... | \n", - "-0.50 | \n", - "-0.50 | \n", - "0.45 | \n", - "0.01 | \n", - "-0.16 | \n", - "-0.21 | \n", - "-0.17 | \n", - "-0.08 | \n", - "0.04 | \n", - "-0.08 | \n", - "
| Teenhome | \n", - "0.04 | \n", - "0.01 | \n", - "-0.10 | \n", - "0.03 | \n", - "0.05 | \n", - "-0.12 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.09 | \n", - "-0.36 | \n", - "... | \n", - "-0.11 | \n", - "0.05 | \n", - "0.13 | \n", - "-0.05 | \n", - "0.04 | \n", - "-0.19 | \n", - "-0.14 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.16 | \n", - "
| Recency | \n", - "0.01 | \n", - "-0.02 | \n", - "0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.00 | \n", - "0.03 | \n", - "-0.03 | \n", - "-0.01 | \n", - "-0.02 | \n", - "... | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.03 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.00 | \n", - "0.01 | \n", - "-0.20 | \n", - "
| MntWines | \n", - "0.69 | \n", - "-0.01 | \n", - "-0.02 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.14 | \n", - "-0.06 | \n", - "-0.03 | \n", - "0.16 | \n", - "-0.16 | \n", - "... | \n", - "0.64 | \n", - "0.64 | \n", - "-0.32 | \n", - "0.07 | \n", - "0.37 | \n", - "0.47 | \n", - "0.35 | \n", - "0.21 | \n", - "-0.04 | \n", - "0.25 | \n", - "
| MntFruits | \n", - "0.51 | \n", - "-0.01 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.03 | \n", - "-0.06 | \n", - "0.11 | \n", - "-0.03 | \n", - "-0.08 | \n", - "-0.01 | \n", - "... | \n", - "0.49 | \n", - "0.46 | \n", - "-0.42 | \n", - "0.02 | \n", - "0.01 | \n", - "0.22 | \n", - "0.19 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.13 | \n", - "
| MntMeatProducts | \n", - "0.69 | \n", - "-0.02 | \n", - "0.03 | \n", - "0.00 | \n", - "0.02 | \n", - "-0.11 | \n", - "0.06 | \n", - "-0.03 | \n", - "0.01 | \n", - "-0.03 | \n", - "... | \n", - "0.72 | \n", - "0.48 | \n", - "-0.54 | \n", - "0.02 | \n", - "0.10 | \n", - "0.37 | \n", - "0.31 | \n", - "0.04 | \n", - "-0.02 | \n", - "0.24 | \n", - "
| MntFishProducts | \n", - "0.52 | \n", - "-0.03 | \n", - "0.01 | \n", - "0.02 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.10 | \n", - "-0.00 | \n", - "-0.10 | \n", - "-0.04 | \n", - "... | \n", - "0.53 | \n", - "0.46 | \n", - "-0.45 | \n", - "0.00 | \n", - "0.02 | \n", - "0.20 | \n", - "0.26 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.11 | \n", - "
| MntSweetProducts | \n", - "0.52 | \n", - "-0.01 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.10 | \n", - "-0.02 | \n", - "-0.09 | \n", - "-0.02 | \n", - "... | \n", - "0.49 | \n", - "0.45 | \n", - "-0.42 | \n", - "0.00 | \n", - "0.03 | \n", - "0.26 | \n", - "0.24 | \n", - "0.01 | \n", - "-0.02 | \n", - "0.12 | \n", - "
| MntGoldProds | \n", - "0.39 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.06 | \n", - "0.13 | \n", - "-0.02 | \n", - "-0.12 | \n", - "-0.06 | \n", - "... | \n", - "0.44 | \n", - "0.38 | \n", - "-0.25 | \n", - "0.13 | \n", - "0.02 | \n", - "0.18 | \n", - "0.17 | \n", - "0.05 | \n", - "-0.03 | \n", - "0.14 | \n", - "
| NumDealsPurchases | \n", - "-0.11 | \n", - "0.03 | \n", - "-0.05 | \n", - "0.00 | \n", - "0.00 | \n", - "-0.04 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.01 | \n", - "-0.07 | \n", - "... | \n", - "-0.01 | \n", - "0.07 | \n", - "0.35 | \n", - "-0.02 | \n", - "0.02 | \n", - "-0.18 | \n", - "-0.12 | \n", - "-0.04 | \n", - "0.00 | \n", - "0.00 | \n", - "
| NumWebPurchases | \n", - "0.46 | \n", - "0.00 | \n", - "-0.04 | \n", - "-0.00 | \n", - "0.04 | \n", - "-0.12 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.07 | \n", - "-0.15 | \n", - "... | \n", - "0.38 | \n", - "0.50 | \n", - "-0.06 | \n", - "0.05 | \n", - "0.16 | \n", - "0.14 | \n", - "0.16 | \n", - "0.03 | \n", - "-0.02 | \n", - "0.15 | \n", - "
| NumCatalogPurchases | \n", - "0.70 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.04 | \n", - "-0.12 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.06 | \n", - "-0.12 | \n", - "... | \n", - "1.00 | \n", - "0.52 | \n", - "-0.52 | \n", - "0.11 | \n", - "0.14 | \n", - "0.32 | \n", - "0.31 | \n", - "0.10 | \n", - "-0.02 | \n", - "0.22 | \n", - "
| NumStorePurchases | \n", - "0.63 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.14 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.05 | \n", - "-0.14 | \n", - "... | \n", - "0.52 | \n", - "1.00 | \n", - "-0.43 | \n", - "-0.06 | \n", - "0.18 | \n", - "0.21 | \n", - "0.18 | \n", - "0.09 | \n", - "-0.02 | \n", - "0.04 | \n", - "
| NumWebVisitsMonth | \n", - "-0.65 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.03 | \n", - "0.10 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.12 | \n", - "... | \n", - "-0.52 | \n", - "-0.43 | \n", - "1.00 | \n", - "0.06 | \n", - "-0.03 | \n", - "-0.28 | \n", - "-0.19 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.00 | \n", - "
| AcceptedCmp3 | \n", - "-0.01 | \n", - "0.00 | \n", - "0.01 | \n", - "-0.02 | \n", - "-0.01 | \n", - "0.02 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.06 | \n", - "... | \n", - "0.11 | \n", - "-0.06 | \n", - "0.06 | \n", - "1.00 | \n", - "-0.08 | \n", - "0.08 | \n", - "0.10 | \n", - "0.07 | \n", - "0.01 | \n", - "0.25 | \n", - "
| AcceptedCmp4 | \n", - "0.22 | \n", - "-0.01 | \n", - "-0.01 | \n", - "-0.00 | \n", - "0.04 | \n", - "-0.04 | \n", - "-0.01 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.06 | \n", - "... | \n", - "0.14 | \n", - "0.18 | \n", - "-0.03 | \n", - "-0.08 | \n", - "1.00 | \n", - "0.31 | \n", - "0.25 | \n", - "0.29 | \n", - "-0.03 | \n", - "0.18 | \n", - "
| AcceptedCmp5 | \n", - "0.40 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.01 | \n", - "0.02 | \n", - "-0.04 | \n", - "0.01 | \n", - "-0.01 | \n", - "0.02 | \n", - "0.02 | \n", - "... | \n", - "0.32 | \n", - "0.21 | \n", - "-0.28 | \n", - "0.08 | \n", - "0.31 | \n", - "1.00 | \n", - "0.40 | \n", - "0.22 | \n", - "-0.01 | \n", - "0.33 | \n", - "
| AcceptedCmp1 | \n", - "0.33 | \n", - "0.03 | \n", - "0.00 | \n", - "-0.02 | \n", - "0.00 | \n", - "-0.04 | \n", - "0.03 | \n", - "-0.02 | \n", - "-0.00 | \n", - "-0.01 | \n", - "... | \n", - "0.31 | \n", - "0.18 | \n", - "-0.19 | \n", - "0.10 | \n", - "0.25 | \n", - "0.40 | \n", - "1.00 | \n", - "0.18 | \n", - "-0.03 | \n", - "0.30 | \n", - "
| AcceptedCmp2 | \n", - "0.10 | \n", - "-0.04 | \n", - "-0.01 | \n", - "0.04 | \n", - "-0.00 | \n", - "-0.02 | \n", - "0.01 | \n", - "-0.03 | \n", - "0.03 | \n", - "-0.01 | \n", - "... | \n", - "0.10 | \n", - "0.09 | \n", - "-0.01 | \n", - "0.07 | \n", - "0.29 | \n", - "0.22 | \n", - "0.18 | \n", - "1.00 | \n", - "-0.01 | \n", - "0.17 | \n", - "
| Complain | \n", - "-0.03 | \n", - "-0.00 | \n", - "0.02 | \n", - "-0.00 | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.03 | \n", - "0.01 | \n", - "-0.04 | \n", - "-0.00 | \n", - "... | \n", - "-0.02 | \n", - "-0.02 | \n", - "0.02 | \n", - "0.01 | \n", - "-0.03 | \n", - "-0.01 | \n", - "-0.03 | \n", - "-0.01 | \n", - "1.00 | \n", - "-0.00 | \n", - "
| Response | \n", - "0.16 | \n", - "-0.08 | \n", - "0.11 | \n", - "-0.07 | \n", - "0.05 | \n", - "-0.05 | \n", - "-0.04 | \n", - "-0.02 | \n", - "0.08 | \n", - "0.02 | \n", - "... | \n", - "0.22 | \n", - "0.04 | \n", - "-0.00 | \n", - "0.25 | \n", - "0.18 | \n", - "0.33 | \n", - "0.30 | \n", - "0.17 | \n", - "-0.00 | \n", - "1.00 | \n", - "
31 rows × 31 columns
\n", - "| \n", - " | Income | \n", - "
|---|---|
| 2083 | \n", - "68487.0 | \n", - "
| 1109 | \n", - "66480.0 | \n", - "
| 1492 | \n", - "87679.0 | \n", - "
| 445 | \n", - "23295.0 | \n", - "
| 964 | \n", - "50183.0 | \n", - "
| ... | \n", - "... | \n", - "
| 1546 | \n", - "30390.0 | \n", - "
| 846 | \n", - "61618.0 | \n", - "
| 1207 | \n", - "18351.0 | \n", - "
| 358 | \n", - "65073.0 | \n", - "
| 413 | \n", - "46923.0 | \n", - "
663 rows × 1 columns
\n", - "| \n", - " | Income | \n", - "
|---|---|
| 2083 | \n", - "68487.0 | \n", - "
| 1109 | \n", - "66480.0 | \n", - "
| 1492 | \n", - "87679.0 | \n", - "
| 445 | \n", - "23295.0 | \n", - "
| 964 | \n", - "50183.0 | \n", - "
| ... | \n", - "... | \n", - "
| 1546 | \n", - "30390.0 | \n", - "
| 846 | \n", - "61618.0 | \n", - "
| 1207 | \n", - "18351.0 | \n", - "
| 358 | \n", - "65073.0 | \n", - "
| 413 | \n", - "46923.0 | \n", - "
663 rows × 1 columns
\n", - "| \n", - " | ID | \n", - "Year_Birth | \n", - "Education | \n", - "Marital_Status | \n", - "Income | \n", - "Kidhome | \n", - "Teenhome | \n", - "Dt_Customer | \n", - "Recency | \n", - "MntWines | \n", - "... | \n", - "Ec_Divorced | \n", - "Ec_Married | \n", - "Ec_Single | \n", - "Ec_Together | \n", - "Ec_Widow | \n", - "Ed_Basic | \n", - "Ed_Graduation | \n", - "Ed_Master | \n", - "Ed_PhD | \n", - "Income_pred | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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5 rows × 37 columns
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2233 rows × 27 columns
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| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "33.0 | \n", - "161 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
5 rows × 32 columns
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| 8 | \n", - "4855 | \n", - "1974.0 | \n", - "40.0 | \n", - "388 | \n", - "PhD | \n", - "Together | \n", - "30351.0 | \n", - "1 | \n", - "0 | \n", - "2013-06-06 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "9 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
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| 39 | \n", - "2968 | \n", - "1943.0 | \n", - "71.0 | \n", - "513 | \n", - "PhD | \n", - "Divorced | \n", - "48948.0 | \n", - "0 | \n", - "0 | \n", - "2013-02-01 | \n", - "... | \n", - "10 | \n", - "5 | \n", - "6 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2193 | \n", - "8722 | \n", - "1957.0 | \n", - "57.0 | \n", - "600 | \n", - "Master | \n", - "Married | \n", - "82347.0 | \n", - "0 | \n", - "0 | \n", - "2012-11-06 | \n", - "... | \n", - "7 | \n", - "10 | \n", - "3 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
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| 2239 | \n", - "9405 | \n", - "1954.0 | \n", - "60.0 | \n", - "622 | \n", - "PhD | \n", - "Married | \n", - "52869.0 | \n", - "1 | \n", - "1 | \n", - "2012-10-15 | \n", - "... | \n", - "1 | \n", - "4 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "
331 rows × 32 columns
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| 2 | \n", - "4141 | \n", - "1965.0 | \n", - "49.0 | \n", - "312 | \n", - "Graduation | \n", - "Together | \n", - "71613.0 | \n", - "0 | \n", - "0 | \n", - "2013-08-21 | \n", - "... | \n", - "2 | \n", - "10 | \n", - "4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 3 | \n", - "6182 | \n", - "1984.0 | \n", - "30.0 | \n", - "139 | \n", - "Graduation | \n", - "Together | \n", - "26646.0 | \n", - "1 | \n", - "0 | \n", - "2014-02-10 | \n", - "... | \n", - "0 | \n", - "4 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 4 | \n", - "5324 | \n", - "1981.0 | \n", - "33.0 | \n", - "161 | \n", - "PhD | \n", - "Married | \n", - "58293.0 | \n", - "1 | \n", - "0 | \n", - "2014-01-19 | \n", - "... | \n", - "3 | \n", - "6 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 5 | \n", - "7446 | \n", - "1967.0 | \n", - "47.0 | \n", - "293 | \n", - "Master | \n", - "Together | \n", - "62513.0 | \n", - "0 | \n", - "1 | \n", - "2013-09-09 | \n", - "... | \n", - "4 | \n", - "10 | \n", - "6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| ... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
| 2234 | \n", - "8372 | \n", - "1974.0 | \n", - "40.0 | \n", - "363 | \n", - "Graduation | \n", - "Married | \n", - "34421.0 | \n", - "1 | \n", - "0 | \n", - "2013-07-01 | \n", - "... | \n", - "0 | \n", - "2 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2235 | \n", - "10870 | \n", - "1967.0 | \n", - "47.0 | \n", - "381 | \n", - "Graduation | \n", - "Married | \n", - "61223.0 | \n", - "0 | \n", - "1 | \n", - "2013-06-13 | \n", - "... | \n", - "3 | \n", - "4 | \n", - "5 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2236 | \n", - "4001 | \n", - "1946.0 | \n", - "68.0 | \n", - "19 | \n", - "PhD | \n", - "Together | \n", - "64014.0 | \n", - "2 | \n", - "1 | \n", - "2014-06-10 | \n", - "... | \n", - "2 | \n", - "5 | \n", - "7 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2237 | \n", - "7270 | \n", - "1981.0 | \n", - "33.0 | \n", - "155 | \n", - "Graduation | \n", - "Divorced | \n", - "56981.0 | \n", - "0 | \n", - "0 | \n", - "2014-01-25 | \n", - "... | \n", - "3 | \n", - "13 | \n", - "6 | \n", - "0 | \n", - "1 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
| 2238 | \n", - "8235 | \n", - "1956.0 | \n", - "58.0 | \n", - "156 | \n", - "Master | \n", - "Together | \n", - "69245.0 | \n", - "0 | \n", - "1 | \n", - "2014-01-24 | \n", - "... | \n", - "5 | \n", - "10 | \n", - "3 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
1902 rows × 32 columns
\n", - "| Education | \n", - "Basic | \n", - "Graduation | \n", - "Master | \n", - "PhD | \n", - "
|---|---|---|---|---|
| Response | \n", - "\n", - " | \n", - " | \n", - " | \n", - " |
| 0 | \n", - "52 | \n", - "974 | \n", - "493 | \n", - "383 | \n", - "
| 1 | \n", - "2 | \n", - "152 | \n", - "79 | \n", - "98 | \n", - "
| Marital_Status | \n", - "Divorced | \n", - "Married | \n", - "Single | \n", - "Together | \n", - "Widow | \n", - "
|---|---|---|---|---|---|
| Response | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
| 0 | \n", - "184 | \n", - "766 | \n", - "374 | \n", - "520 | \n", - "58 | \n", - "
| 1 | \n", - "47 | \n", - "98 | \n", - "107 | \n", - "60 | \n", - "19 | \n", - "
| \n", - " | Education | \n", - "Response | \n", - "
|---|---|---|
| Education | \n", - "1.00 | \n", - "0.08 | \n", - "
| Response | \n", - "0.08 | \n", - "1.00 | \n", - "
| \n", - " | Ec_Single | \n", - "Ec_Together | \n", - "Ec_Married | \n", - "Ec_Divorced | \n", - "Ec_Widow | \n", - "Response | \n", - "
|---|---|---|---|---|---|---|
| Ec_Single | \n", - "1.00 | \n", - "-0.31 | \n", - "-0.42 | \n", - "-0.18 | \n", - "-0.10 | \n", - "0.11 | \n", - "
| Ec_Together | \n", - "-0.31 | \n", - "1.00 | \n", - "-0.47 | \n", - "-0.20 | \n", - "-0.11 | \n", - "-0.07 | \n", - "
| Ec_Married | \n", - "-0.42 | \n", - "-0.47 | \n", - "1.00 | \n", - "-0.27 | \n", - "-0.15 | \n", - "-0.08 | \n", - "
| Ec_Divorced | \n", - "-0.18 | \n", - "-0.20 | \n", - "-0.27 | \n", - "1.00 | \n", - "-0.06 | \n", - "0.05 | \n", - "
| Ec_Widow | \n", - "-0.10 | \n", - "-0.11 | \n", - "-0.15 | \n", - "-0.06 | \n", - "1.00 | \n", - "0.05 | \n", - "
| Response | \n", - "0.11 | \n", - "-0.07 | \n", - "-0.08 | \n", - "0.05 | \n", - "0.05 | \n", - "1.00 | \n", - "