Skip to content

Instantly share code, notes, and snippets.

@lucianosb

lucianosb/titanic-kaggle.ipynb

Created August 19, 2017 18:02
Show Gist options
  • Save lucianosb/cf25a42c907602476de34a05da57e0a6 to your computer and use it in GitHub Desktop.
Save lucianosb/cf25a42c907602476de34a05da57e0a6 to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
titanic-kaggle.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Minha primeira submissão ao Kaggle\n",
"\n",
"Fiz minha primeira submissão ao Kaggle e eis aqui como fiz e os resultados. Primeiro comecei importando as bibliotecas de manipulação de dados e visualização. \n",
"\n",
"Usei Pandas para importar os arquivos e fazer algumas manipulações em dados faltantes. E escolhi o plotly para visualização de dados. Por padrão, o plotly gera os gráficos no serviço online deles, por isso precisei usar o init_notebook_mode() para visualizar os gráficos dentro do notebook."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import plotly.offline as plotly"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
],
"text/vnd.plotly.v1+html": [
"<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotly.init_notebook_mode(connected=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vamos começar importando o arquivo de treinamento para entender os dados que temos disponíveis para treinamento."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PassengerId</th>\n",
" <th>Survived</th>\n",
" <th>Pclass</th>\n",
" <th>Name</th>\n",
" <th>Sex</th>\n",
" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
" <th>Fare</th>\n",
" <th>Cabin</th>\n",
" <th>Embarked</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Braund, Mr. Owen Harris</td>\n",
" <td>male</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>A/5 21171</td>\n",
" <td>7.2500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
" <td>female</td>\n",
" <td>38.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>PC 17599</td>\n",
" <td>71.2833</td>\n",
" <td>C85</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>Heikkinen, Miss. Laina</td>\n",
" <td>female</td>\n",
" <td>26.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>STON/O2. 3101282</td>\n",
" <td>7.9250</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
" <td>female</td>\n",
" <td>35.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>113803</td>\n",
" <td>53.1000</td>\n",
" <td>C123</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Allen, Mr. William Henry</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>373450</td>\n",
" <td>8.0500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PassengerId Survived Pclass \\\n",
"0 1 0 3 \n",
"1 2 1 1 \n",
"2 3 1 3 \n",
"3 4 1 1 \n",
"4 5 0 3 \n",
"\n",
" Name Sex Age SibSp \\\n",
"0 Braund, Mr. Owen Harris male 22.0 1 \n",
"1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n",
"2 Heikkinen, Miss. Laina female 26.0 0 \n",
"3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n",
"4 Allen, Mr. William Henry male 35.0 0 \n",
"\n",
" Parch Ticket Fare Cabin Embarked \n",
"0 0 A/5 21171 7.2500 NaN S \n",
"1 0 PC 17599 71.2833 C85 C \n",
"2 0 STON/O2. 3101282 7.9250 NaN S \n",
"3 0 113803 53.1000 C123 S \n",
"4 0 373450 8.0500 NaN S "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic = pd.read_csv('train.csv')\n",
"titanic.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O arquivo possui várias colunas descrevendo os passageiros. Vamos ver cada uma delas e descrever sua utilidade para prever a sobrevivência de cada passageiro.\n",
"\n",
"- PassengerId: Apenas um número que identifica os passageiros. Irrelevante para a previsão.\n",
"- Survived: O objetivo que queremos alcançar. Onde 0 = morto e 1 = sobreviveu\n",
"- Pclass: Classe onde os passageiros estavam no navio. Primeira, Segunda ou Terceira Classe.\n",
"- Name: Nome dos passageiros. Também irrelevante para o treinamento.\n",
"- Sex: Gênero dos passageiros: macho ou femea. Talvez seja útil.\n",
"- Age: Idade dos passageiros. Também pode ser um fator determinante na sobrevivência.\n",
"- Sibsp: Número de familiares a bordo. Não acho que fará muita diferença no resultado\n",
"- Parch: Relações familiares, isto é, se é mãe ou pai ou filho de algum outro passageiro\n",
"- Ticket: número da passagem. Também é irrelevante.\n",
"- Fare: tarifa paga para embarque. Pode ser relevante.\n",
"- Cabin: número da cabine onde estava hospedado. Irrelevante também.\n",
"- Embarked: Nome do porto onde embarcou. Duvido que seja importante para a previsão.\n",
"\n",
"Ficamos então com 3 hipóteses diferentes quanto a quem sobreviveu mais: homens ou mulheres? mais jovens ou mais velhos? quem pagou mais caro ou mais barato? Iremos visualizar as hipóteses e construir o classificador.\n",
"\n",
"Primeiro vou separar o dataset original na variável X_Plot, contendo apenas as colunas que usarei para gerar as visualizações; uma variável X_train para o treinamento, uma y_train com a coluna de objetivo, e uma X_test para fazer as previsões, pois o arquivo 'test.csv' possui as mesmas colunas que o 'train.csv' com exceção da informação de sobrevivência. Vamos criar as variáveis e ver o conteúdo de cada uma."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"X_plot = pd.read_csv('train.csv', usecols=[1,2,4,5,9])\n",
"X_train = pd.read_csv('train.csv', usecols=[2,5,9])\n",
"y_train = pd.read_csv('train.csv', usecols=[1])\n",
"X_test = pd.read_csv('test.csv', usecols=[1,4,8])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Pclass</th>\n",
" <th>Age</th>\n",
" <th>Fare</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>22.0</td>\n",
" <td>7.2500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>38.0</td>\n",
" <td>71.2833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>26.0</td>\n",
" <td>7.9250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>35.0</td>\n",
" <td>53.1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3</td>\n",
" <td>35.0</td>\n",
" <td>8.0500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Pclass Age Fare\n",
"0 3 22.0 7.2500\n",
"1 1 38.0 71.2833\n",
"2 3 26.0 7.9250\n",
"3 1 35.0 53.1000\n",
"4 3 35.0 8.0500"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Pclass</th>\n",
" <th>Age</th>\n",
" <th>Fare</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>34.5</td>\n",
" <td>7.8292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3</td>\n",
" <td>47.0</td>\n",
" <td>7.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>62.0</td>\n",
" <td>9.6875</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>27.0</td>\n",
" <td>8.6625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3</td>\n",
" <td>22.0</td>\n",
" <td>12.2875</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Pclass Age Fare\n",
"0 3 34.5 7.8292\n",
"1 3 47.0 7.0000\n",
"2 2 62.0 9.6875\n",
"3 3 27.0 8.6625\n",
"4 3 22.0 12.2875"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Survived</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Survived\n",
"0 0\n",
"1 1\n",
"2 1\n",
"3 1\n",
"4 0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizando os Dados\n",
"\n",
"A tabela original é bem completa, mas para melhor enxergar os resultados, vamos visualizar em forma de gráficos. Usarei um Scatter Plot para visualizar todos os passageiros individualmente de acordo com Idade, no eixo X, e Tarifa Paga, no eixo Y."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"mode": "markers",
"type": "scatter",
"x": [
22,
38,
26,
35,
35,
null,
54,
2,
27,
14,
4,
58,
20,
39,
14,
55,
2,
null,
31,
null,
35,
34,
15,
28,
8,
38,
null,
19,
null,
null,
40,
null,
null,
66,
28,
42,
null,
21,
18,
14,
40,
27,
null,
3,
19,
null,
null,
null,
null,
18,
7,
21,
49,
29,
65,
null,
21,
28.5,
5,
11,
22,
38,
45,
4,
null,
null,
29,
19,
17,
26,
32,
16,
21,
26,
32,
25,
null,
null,
0.83,
30,
22,
29,
null,
28,
17,
33,
16,
null,
23,
24,
29,
20,
46,
26,
59,
null,
71,
23,
34,
34,
28,
null,
21,
33,
37,
28,
21,
null,
38,
null,
47,
14.5,
22,
20,
17,
21,
70.5,
29,
24,
2,
21,
null,
32.5,
32.5,
54,
12,
null,
24,
null,
45,
33,
20,
47,
29,
25,
23,
19,
37,
16,
24,
null,
22,
24,
19,
18,
19,
27,
9,
36.5,
42,
51,
22,
55.5,
40.5,
null,
51,
16,
30,
null,
null,
44,
40,
26,
17,
1,
9,
null,
45,
null,
28,
61,
4,
1,
21,
56,
18,
null,
50,
30,
36,
null,
null,
9,
1,
4,
null,
null,
45,
40,
36,
32,
19,
19,
3,
44,
58,
null,
42,
null,
24,
28,
null,
34,
45.5,
18,
2,
32,
26,
16,
40,
24,
35,
22,
30,
null,
31,
27,
42,
32,
30,
16,
27,
51,
null,
38,
22,
19,
20.5,
18,
null,
35,
29,
59,
5,
24,
null,
44,
8,
19,
33,
null,
null,
29,
22,
30,
44,
25,
24,
37,
54,
null,
29,
62,
30,
41,
29,
null,
30,
35,
50,
null,
3,
52,
40,
null,
36,
16,
25,
58,
35,
null,
25,
41,
37,
null,
63,
45,
null,
7,
35,
65,
28,
16,
19,
null,
33,
30,
22,
42,
22,
26,
19,
36,
24,
24,
null,
23.5,
2,
null,
50,
null,
null,
19,
null,
null,
0.92,
null,
17,
30,
30,
24,
18,
26,
28,
43,
26,
24,
54,
31,
40,
22,
27,
30,
22,
null,
36,
61,
36,
31,
16,
null,
45.5,
38,
16,
null,
null,
29,
41,
45,
45,
2,
24,
28,
25,
36,
24,
40,
null,
3,
42,
23,
null,
15,
25,
null,
28,
22,
38,
null,
null,
40,
29,
45,
35,
null,
30,
60,
null,
null,
24,
25,
18,
19,
22,
3,
null,
22,
27,
20,
19,
42,
1,
32,
35,
null,
18,
1,
36,
null,
17,
36,
21,
28,
23,
24,
22,
31,
46,
23,
28,
39,
26,
21,
28,
20,
34,
51,
3,
21,
null,
null,
null,
33,
null,
44,
null,
34,
18,
30,
10,
null,
21,
29,
28,
18,
null,
28,
19,
null,
32,
28,
null,
42,
17,
50,
14,
21,
24,
64,
31,
45,
20,
25,
28,
null,
4,
13,
34,
5,
52,
36,
null,
30,
49,
null,
29,
65,
null,
50,
null,
48,
34,
47,
48,
null,
38,
null,
56,
null,
0.75,
null,
38,
33,
23,
22,
null,
34,
29,
22,
2,
9,
null,
50,
63,
25,
null,
35,
58,
30,
9,
null,
21,
55,
71,
21,
null,
54,
null,
25,
24,
17,
21,
null,
37,
16,
18,
33,
null,
28,
26,
29,
null,
36,
54,
24,
47,
34,
null,
36,
32,
30,
22,
null,
44,
null,
40.5,
50,
null,
39,
23,
2,
null,
17,
null,
30,
7,
45,
30,
null,
22,
36,
9,
11,
32,
50,
64,
19,
null,
33,
8,
17,
27,
null,
22,
22,
62,
48,
null,
39,
36,
null,
40,
28,
null,
null,
24,
19,
29,
null,
32,
62,
53,
36,
null,
16,
19,
34,
39,
null,
32,
25,
39,
54,
36,
null,
18,
47,
60,
22,
null,
35,
52,
47,
null,
37,
36,
null,
49,
null,
49,
24,
null,
null,
44,
35,
36,
30,
27,
22,
40,
39,
null,
null,
null,
35,
24,
34,
26,
4,
26,
27,
42,
20,
21,
21,
61,
57,
21,
26,
null,
80,
51,
32,
null,
9,
28,
32,
31,
41,
null,
20,
24,
2,
null,
0.75,
48,
19,
56,
null,
23,
null,
18,
21,
null,
18,
24,
null,
32,
23,
58,
50,
40,
47,
36,
20,
32,
25,
null,
43,
null,
40,
31,
70,
31,
null,
18,
24.5,
18,
43,
36,
null,
27,
20,
14,
60,
25,
14,
19,
18,
15,
31,
4,
null,
25,
60,
52,
44,
null,
49,
42,
18,
35,
18,
25,
26,
39,
45,
42,
22,
null,
24,
null,
48,
29,
52,
19,
38,
27,
null,
33,
6,
17,
34,
50,
27,
20,
30,
null,
25,
25,
29,
11,
null,
23,
23,
28.5,
48,
35,
null,
null,
null,
36,
21,
24,
31,
70,
16,
30,
19,
31,
4,
6,
33,
23,
48,
0.67,
28,
18,
34,
33,
null,
41,
20,
36,
16,
51,
null,
30.5,
null,
32,
24,
48,
57,
null,
54,
18,
null,
5,
null,
43,
13,
17,
29,
null,
25,
25,
18,
8,
1,
46,
null,
16,
null,
null,
25,
39,
49,
31,
30,
30,
34,
31,
11,
0.42,
27,
31,
39,
18,
39,
33,
26,
39,
35,
6,
30.5,
null,
23,
31,
43,
10,
52,
27,
38,
27,
2,
null,
null,
1,
null,
62,
15,
0.83,
null,
23,
18,
39,
21,
null,
32,
null,
20,
16,
30,
34.5,
17,
42,
null,
35,
28,
null,
4,
74,
9,
16,
44,
18,
45,
51,
24,
null,
41,
21,
48,
null,
24,
42,
27,
31,
null,
4,
26,
47,
33,
47,
28,
15,
20,
19,
null,
56,
25,
33,
22,
28,
25,
39,
27,
19,
null,
26,
32
],
"y": [
7.25,
71.2833,
7.925,
53.1,
8.05,
8.4583,
51.8625,
21.075,
11.1333,
30.0708,
16.7,
26.55,
8.05,
31.275,
7.8542,
16,
29.125,
13,
18,
7.225,
26,
13,
8.0292,
35.5,
21.075,
31.3875,
7.225,
263,
7.8792,
7.8958,
27.7208,
146.5208,
7.75,
10.5,
82.1708,
52,
7.2292,
8.05,
18,
11.2417,
9.475,
21,
7.8958,
41.5792,
7.8792,
8.05,
15.5,
7.75,
21.6792,
17.8,
39.6875,
7.8,
76.7292,
26,
61.9792,
35.5,
10.5,
7.2292,
27.75,
46.9,
7.2292,
80,
83.475,
27.9,
27.7208,
15.2458,
10.5,
8.1583,
7.925,
8.6625,
10.5,
46.9,
73.5,
14.4542,
56.4958,
7.65,
7.8958,
8.05,
29,
12.475,
9,
9.5,
7.7875,
47.1,
10.5,
15.85,
34.375,
8.05,
263,
8.05,
8.05,
7.8542,
61.175,
20.575,
7.25,
8.05,
34.6542,
63.3583,
23,
26,
7.8958,
7.8958,
77.2875,
8.6542,
7.925,
7.8958,
7.65,
7.775,
7.8958,
24.15,
52,
14.4542,
8.05,
9.825,
14.4583,
7.925,
7.75,
21,
247.5208,
31.275,
73.5,
8.05,
30.0708,
13,
77.2875,
11.2417,
7.75,
7.1417,
22.3583,
6.975,
7.8958,
7.05,
14.5,
26,
13,
15.0458,
26.2833,
53.1,
9.2167,
79.2,
15.2458,
7.75,
15.85,
6.75,
11.5,
36.75,
7.7958,
34.375,
26,
13,
12.525,
66.6,
8.05,
14.5,
7.3125,
61.3792,
7.7333,
8.05,
8.6625,
69.55,
16.1,
15.75,
7.775,
8.6625,
39.6875,
20.525,
55,
27.9,
25.925,
56.4958,
33.5,
29.125,
11.1333,
7.925,
30.6958,
7.8542,
25.4667,
28.7125,
13,
0,
69.55,
15.05,
31.3875,
39,
22.025,
50,
15.5,
26.55,
15.5,
7.8958,
13,
13,
7.8542,
26,
27.7208,
146.5208,
7.75,
8.4042,
7.75,
13,
9.5,
69.55,
6.4958,
7.225,
8.05,
10.4625,
15.85,
18.7875,
7.75,
31,
7.05,
21,
7.25,
13,
7.75,
113.275,
7.925,
27,
76.2917,
10.5,
8.05,
13,
8.05,
7.8958,
90,
9.35,
10.5,
7.25,
13,
25.4667,
83.475,
7.775,
13.5,
31.3875,
10.5,
7.55,
26,
26.25,
10.5,
12.275,
14.4542,
15.5,
10.5,
7.125,
7.225,
90,
7.775,
14.5,
52.5542,
26,
7.25,
10.4625,
26.55,
16.1,
20.2125,
15.2458,
79.2,
86.5,
512.3292,
26,
7.75,
31.3875,
79.65,
0,
7.75,
10.5,
39.6875,
7.775,
153.4625,
135.6333,
31,
0,
19.5,
29.7,
7.75,
77.9583,
7.75,
0,
29.125,
20.25,
7.75,
7.8542,
9.5,
8.05,
26,
8.6625,
9.5,
7.8958,
13,
7.75,
78.85,
91.0792,
12.875,
8.85,
7.8958,
27.7208,
7.2292,
151.55,
30.5,
247.5208,
7.75,
23.25,
0,
12.35,
8.05,
151.55,
110.8833,
108.9,
24,
56.9292,
83.1583,
262.375,
26,
7.8958,
26.25,
7.8542,
26,
14,
164.8667,
134.5,
7.25,
7.8958,
12.35,
29,
69.55,
135.6333,
6.2375,
13,
20.525,
57.9792,
23.25,
28.5,
153.4625,
18,
133.65,
7.8958,
66.6,
134.5,
8.05,
35.5,
26,
263,
13,
13,
13,
13,
13,
16.1,
15.9,
8.6625,
9.225,
35,
7.2292,
17.8,
7.225,
9.5,
55,
13,
7.8792,
7.8792,
27.9,
27.7208,
14.4542,
7.05,
15.5,
7.25,
75.25,
7.2292,
7.75,
69.3,
55.4417,
6.4958,
8.05,
135.6333,
21.075,
82.1708,
7.25,
211.5,
4.0125,
7.775,
227.525,
15.7417,
7.925,
52,
7.8958,
73.5,
46.9,
13,
7.7292,
12,
120,
7.7958,
7.925,
113.275,
16.7,
7.7958,
7.8542,
26,
10.5,
12.65,
7.925,
8.05,
9.825,
15.85,
8.6625,
21,
7.75,
18.75,
7.775,
25.4667,
7.8958,
6.8583,
90,
0,
7.925,
8.05,
32.5,
13,
13,
24.15,
7.8958,
7.7333,
7.875,
14.4,
20.2125,
7.25,
26,
26,
7.75,
8.05,
26.55,
16.1,
26,
7.125,
55.9,
120,
34.375,
18.75,
263,
10.5,
26.25,
9.5,
7.775,
13,
8.1125,
81.8583,
19.5,
26.55,
19.2583,
30.5,
27.75,
19.9667,
27.75,
89.1042,
8.05,
7.8958,
26.55,
51.8625,
10.5,
7.75,
26.55,
8.05,
38.5,
13,
8.05,
7.05,
0,
26.55,
7.725,
19.2583,
7.25,
8.6625,
27.75,
13.7917,
9.8375,
52,
21,
7.0458,
7.5208,
12.2875,
46.9,
0,
8.05,
9.5875,
91.0792,
25.4667,
90,
29.7,
8.05,
15.9,
19.9667,
7.25,
30.5,
49.5042,
8.05,
14.4583,
78.2667,
15.1,
151.55,
7.7958,
8.6625,
7.75,
7.6292,
9.5875,
86.5,
108.9,
26,
26.55,
22.525,
56.4958,
7.75,
8.05,
26.2875,
59.4,
7.4958,
34.0208,
10.5,
24.15,
26,
7.8958,
93.5,
7.8958,
7.225,
57.9792,
7.2292,
7.75,
10.5,
221.7792,
7.925,
11.5,
26,
7.2292,
7.2292,
22.3583,
8.6625,
26.25,
26.55,
106.425,
14.5,
49.5,
71,
31.275,
31.275,
26,
106.425,
26,
26,
13.8625,
20.525,
36.75,
110.8833,
26,
7.8292,
7.225,
7.775,
26.55,
39.6,
227.525,
79.65,
17.4,
7.75,
7.8958,
13.5,
8.05,
8.05,
24.15,
7.8958,
21.075,
7.2292,
7.8542,
10.5,
51.4792,
26.3875,
7.75,
8.05,
14.5,
13,
55.9,
14.4583,
7.925,
30,
110.8833,
26,
40.125,
8.7125,
79.65,
15,
79.2,
8.05,
8.05,
7.125,
78.2667,
7.25,
7.75,
26,
24.15,
33,
0,
7.225,
56.9292,
27,
7.8958,
42.4,
8.05,
26.55,
15.55,
7.8958,
30.5,
41.5792,
153.4625,
31.275,
7.05,
15.5,
7.75,
8.05,
65,
14.4,
16.1,
39,
10.5,
14.4542,
52.5542,
15.7417,
7.8542,
16.1,
32.3208,
12.35,
77.9583,
7.8958,
7.7333,
30,
7.0542,
30.5,
0,
27.9,
13,
7.925,
26.25,
39.6875,
16.1,
7.8542,
69.3,
27.9,
56.4958,
19.2583,
76.7292,
7.8958,
35.5,
7.55,
7.55,
7.8958,
23,
8.4333,
7.8292,
6.75,
73.5,
7.8958,
15.5,
13,
113.275,
133.65,
7.225,
25.5875,
7.4958,
7.925,
73.5,
13,
7.775,
8.05,
52,
39,
52,
10.5,
13,
0,
7.775,
8.05,
9.8417,
46.9,
512.3292,
8.1375,
76.7292,
9.225,
46.9,
39,
41.5792,
39.6875,
10.1708,
7.7958,
211.3375,
57,
13.4167,
56.4958,
7.225,
26.55,
13.5,
8.05,
7.7333,
110.8833,
7.65,
227.525,
26.2875,
14.4542,
7.7417,
7.8542,
26,
13.5,
26.2875,
151.55,
15.2458,
49.5042,
26.55,
52,
9.4833,
13,
7.65,
227.525,
10.5,
15.5,
7.775,
33,
7.0542,
13,
13,
53.1,
8.6625,
21,
7.7375,
26,
7.925,
211.3375,
18.7875,
0,
13,
13,
16.1,
34.375,
512.3292,
7.8958,
7.8958,
30,
78.85,
262.375,
16.1,
7.925,
71,
20.25,
13,
53.1,
7.75,
23,
12.475,
9.5,
7.8958,
65,
14.5,
7.7958,
11.5,
8.05,
86.5,
14.5,
7.125,
7.2292,
120,
7.775,
77.9583,
39.6,
7.75,
24.15,
8.3625,
9.5,
7.8542,
10.5,
7.225,
23,
7.75,
7.75,
12.475,
7.7375,
211.3375,
7.2292,
57,
30,
23.45,
7.05,
7.25,
7.4958,
29.125,
20.575,
79.2,
7.75,
26,
69.55,
30.6958,
7.8958,
13,
25.9292,
8.6833,
7.2292,
24.15,
13,
26.25,
120,
8.5167,
6.975,
7.775,
0,
7.775,
13,
53.1,
7.8875,
24.15,
10.5,
31.275,
8.05,
0,
7.925,
37.0042,
6.45,
27.9,
93.5,
8.6625,
0,
12.475,
39.6875,
6.95,
56.4958,
37.0042,
7.75,
80,
14.4542,
18.75,
7.2292,
7.8542,
8.3,
83.1583,
8.6625,
8.05,
56.4958,
29.7,
7.925,
10.5,
31,
6.4375,
8.6625,
7.55,
69.55,
7.8958,
33,
89.1042,
31.275,
7.775,
15.2458,
39.4,
26,
9.35,
164.8667,
26.55,
19.2583,
7.2292,
14.1083,
11.5,
25.9292,
69.55,
13,
13,
13.8583,
50.4958,
9.5,
11.1333,
7.8958,
52.5542,
5,
9,
24,
7.225,
9.8458,
7.8958,
7.8958,
83.1583,
26,
7.8958,
10.5167,
10.5,
7.05,
29.125,
13,
30,
23.45,
30,
7.75
]
}
],
"layout": {}
},
"text/html": [
"<div id=\"a4c1f860-b02d-4477-93af-8db6b0e623d3\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"a4c1f860-b02d-4477-93af-8db6b0e623d3\", [{\"type\": \"scatter\", \"x\": [22.0, 38.0, 26.0, 35.0, 35.0, null, 54.0, 2.0, 27.0, 14.0, 4.0, 58.0, 20.0, 39.0, 14.0, 55.0, 2.0, null, 31.0, null, 35.0, 34.0, 15.0, 28.0, 8.0, 38.0, null, 19.0, null, null, 40.0, null, null, 66.0, 28.0, 42.0, null, 21.0, 18.0, 14.0, 40.0, 27.0, null, 3.0, 19.0, null, null, null, null, 18.0, 7.0, 21.0, 49.0, 29.0, 65.0, null, 21.0, 28.5, 5.0, 11.0, 22.0, 38.0, 45.0, 4.0, null, null, 29.0, 19.0, 17.0, 26.0, 32.0, 16.0, 21.0, 26.0, 32.0, 25.0, null, null, 0.83, 30.0, 22.0, 29.0, null, 28.0, 17.0, 33.0, 16.0, null, 23.0, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 23.0, 34.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 21.0, null, 38.0, null, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 32.5, 54.0, 12.0, null, 24.0, null, 45.0, 33.0, 20.0, 47.0, 29.0, 25.0, 23.0, 19.0, 37.0, 16.0, 24.0, null, 22.0, 24.0, 19.0, 18.0, 19.0, 27.0, 9.0, 36.5, 42.0, 51.0, 22.0, 55.5, 40.5, null, 51.0, 16.0, 30.0, null, null, 44.0, 40.0, 26.0, 17.0, 1.0, 9.0, null, 45.0, null, 28.0, 61.0, 4.0, 1.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, 1.0, 4.0, null, null, 45.0, 40.0, 36.0, 32.0, 19.0, 19.0, 3.0, 44.0, 58.0, null, 42.0, null, 24.0, 28.0, null, 34.0, 45.5, 18.0, 2.0, 32.0, 26.0, 16.0, 40.0, 24.0, 35.0, 22.0, 30.0, null, 31.0, 27.0, 42.0, 32.0, 30.0, 16.0, 27.0, 51.0, null, 38.0, 22.0, 19.0, 20.5, 18.0, null, 35.0, 29.0, 59.0, 5.0, 24.0, null, 44.0, 8.0, 19.0, 33.0, null, null, 29.0, 22.0, 30.0, 44.0, 25.0, 24.0, 37.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, 29.0, null, 30.0, 35.0, 50.0, null, 3.0, 52.0, 40.0, null, 36.0, 16.0, 25.0, 58.0, 35.0, null, 25.0, 41.0, 37.0, null, 63.0, 45.0, null, 7.0, 35.0, 65.0, 28.0, 16.0, 19.0, null, 33.0, 30.0, 22.0, 42.0, 22.0, 26.0, 19.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, null, 50.0, null, null, 19.0, null, null, 0.92, null, 17.0, 30.0, 30.0, 24.0, 18.0, 26.0, 28.0, 43.0, 26.0, 24.0, 54.0, 31.0, 40.0, 22.0, 27.0, 30.0, 22.0, null, 36.0, 61.0, 36.0, 31.0, 16.0, null, 45.5, 38.0, 16.0, null, null, 29.0, 41.0, 45.0, 45.0, 2.0, 24.0, 28.0, 25.0, 36.0, 24.0, 40.0, null, 3.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 22.0, 38.0, null, null, 40.0, 29.0, 45.0, 35.0, null, 30.0, 60.0, null, null, 24.0, 25.0, 18.0, 19.0, 22.0, 3.0, null, 22.0, 27.0, 20.0, 19.0, 42.0, 1.0, 32.0, 35.0, null, 18.0, 1.0, 36.0, null, 17.0, 36.0, 21.0, 28.0, 23.0, 24.0, 22.0, 31.0, 46.0, 23.0, 28.0, 39.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 3.0, 21.0, null, null, null, 33.0, null, 44.0, null, 34.0, 18.0, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, 28.0, 19.0, null, 32.0, 28.0, null, 42.0, 17.0, 50.0, 14.0, 21.0, 24.0, 64.0, 31.0, 45.0, 20.0, 25.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 36.0, null, 30.0, 49.0, null, 29.0, 65.0, null, 50.0, null, 48.0, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, 0.75, null, 38.0, 33.0, 23.0, 22.0, null, 34.0, 29.0, 22.0, 2.0, 9.0, null, 50.0, 63.0, 25.0, null, 35.0, 58.0, 30.0, 9.0, null, 21.0, 55.0, 71.0, 21.0, null, 54.0, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 16.0, 18.0, 33.0, null, 28.0, 26.0, 29.0, null, 36.0, 54.0, 24.0, 47.0, 34.0, null, 36.0, 32.0, 30.0, 22.0, null, 44.0, null, 40.5, 50.0, null, 39.0, 23.0, 2.0, null, 17.0, null, 30.0, 7.0, 45.0, 30.0, null, 22.0, 36.0, 9.0, 11.0, 32.0, 50.0, 64.0, 19.0, null, 33.0, 8.0, 17.0, 27.0, null, 22.0, 22.0, 62.0, 48.0, null, 39.0, 36.0, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 32.0, 62.0, 53.0, 36.0, null, 16.0, 19.0, 34.0, 39.0, null, 32.0, 25.0, 39.0, 54.0, 36.0, null, 18.0, 47.0, 60.0, 22.0, null, 35.0, 52.0, 47.0, null, 37.0, 36.0, null, 49.0, null, 49.0, 24.0, null, null, 44.0, 35.0, 36.0, 30.0, 27.0, 22.0, 40.0, 39.0, null, null, null, 35.0, 24.0, 34.0, 26.0, 4.0, 26.0, 27.0, 42.0, 20.0, 21.0, 21.0, 61.0, 57.0, 21.0, 26.0, null, 80.0, 51.0, 32.0, null, 9.0, 28.0, 32.0, 31.0, 41.0, null, 20.0, 24.0, 2.0, null, 0.75, 48.0, 19.0, 56.0, null, 23.0, null, 18.0, 21.0, null, 18.0, 24.0, null, 32.0, 23.0, 58.0, 50.0, 40.0, 47.0, 36.0, 20.0, 32.0, 25.0, null, 43.0, null, 40.0, 31.0, 70.0, 31.0, null, 18.0, 24.5, 18.0, 43.0, 36.0, null, 27.0, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 15.0, 31.0, 4.0, null, 25.0, 60.0, 52.0, 44.0, null, 49.0, 42.0, 18.0, 35.0, 18.0, 25.0, 26.0, 39.0, 45.0, 42.0, 22.0, null, 24.0, null, 48.0, 29.0, 52.0, 19.0, 38.0, 27.0, null, 33.0, 6.0, 17.0, 34.0, 50.0, 27.0, 20.0, 30.0, null, 25.0, 25.0, 29.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, 35.0, null, null, null, 36.0, 21.0, 24.0, 31.0, 70.0, 16.0, 30.0, 19.0, 31.0, 4.0, 6.0, 33.0, 23.0, 48.0, 0.67, 28.0, 18.0, 34.0, 33.0, null, 41.0, 20.0, 36.0, 16.0, 51.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 54.0, 18.0, null, 5.0, null, 43.0, 13.0, 17.0, 29.0, null, 25.0, 25.0, 18.0, 8.0, 1.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 49.0, 31.0, 30.0, 30.0, 34.0, 31.0, 11.0, 0.42, 27.0, 31.0, 39.0, 18.0, 39.0, 33.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 52.0, 27.0, 38.0, 27.0, 2.0, null, null, 1.0, null, 62.0, 15.0, 0.83, null, 23.0, 18.0, 39.0, 21.0, null, 32.0, null, 20.0, 16.0, 30.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, null, 4.0, 74.0, 9.0, 16.0, 44.0, 18.0, 45.0, 51.0, 24.0, null, 41.0, 21.0, 48.0, null, 24.0, 42.0, 27.0, 31.0, null, 4.0, 26.0, 47.0, 33.0, 47.0, 28.0, 15.0, 20.0, 19.0, null, 56.0, 25.0, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, 19.0, null, 26.0, 32.0], \"y\": [7.25, 71.2833, 7.925, 53.1, 8.05, 8.4583, 51.8625, 21.075, 11.1333, 30.0708, 16.7, 26.55, 8.05, 31.275, 7.8542, 16.0, 29.125, 13.0, 18.0, 7.225, 26.0, 13.0, 8.0292, 35.5, 21.075, 31.3875, 7.225, 263.0, 7.8792, 7.8958, 27.7208, 146.5208, 7.75, 10.5, 82.1708, 52.0, 7.2292, 8.05, 18.0, 11.2417, 9.475, 21.0, 7.8958, 41.5792, 7.8792, 8.05, 15.5, 7.75, 21.6792, 17.8, 39.6875, 7.8, 76.7292, 26.0, 61.9792, 35.5, 10.5, 7.2292, 27.75, 46.9, 7.2292, 80.0, 83.475, 27.9, 27.7208, 15.2458, 10.5, 8.1583, 7.925, 8.6625, 10.5, 46.9, 73.5, 14.4542, 56.4958, 7.65, 7.8958, 8.05, 29.0, 12.475, 9.0, 9.5, 7.7875, 47.1, 10.5, 15.85, 34.375, 8.05, 263.0, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 63.3583, 23.0, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.65, 7.775, 7.8958, 24.15, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 13.0, 77.2875, 11.2417, 7.75, 7.1417, 22.3583, 6.975, 7.8958, 7.05, 14.5, 26.0, 13.0, 15.0458, 26.2833, 53.1, 9.2167, 79.2, 15.2458, 7.75, 15.85, 6.75, 11.5, 36.75, 7.7958, 34.375, 26.0, 13.0, 12.525, 66.6, 8.05, 14.5, 7.3125, 61.3792, 7.7333, 8.05, 8.6625, 69.55, 16.1, 15.75, 7.775, 8.6625, 39.6875, 20.525, 55.0, 27.9, 25.925, 56.4958, 33.5, 29.125, 11.1333, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 39.0, 22.025, 50.0, 15.5, 26.55, 15.5, 7.8958, 13.0, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.4042, 7.75, 13.0, 9.5, 69.55, 6.4958, 7.225, 8.05, 10.4625, 15.85, 18.7875, 7.75, 31.0, 7.05, 21.0, 7.25, 13.0, 7.75, 113.275, 7.925, 27.0, 76.2917, 10.5, 8.05, 13.0, 8.05, 7.8958, 90.0, 9.35, 10.5, 7.25, 13.0, 25.4667, 83.475, 7.775, 13.5, 31.3875, 10.5, 7.55, 26.0, 26.25, 10.5, 12.275, 14.4542, 15.5, 10.5, 7.125, 7.225, 90.0, 7.775, 14.5, 52.5542, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 15.2458, 79.2, 86.5, 512.3292, 26.0, 7.75, 31.3875, 79.65, 0.0, 7.75, 10.5, 39.6875, 7.775, 153.4625, 135.6333, 31.0, 0.0, 19.5, 29.7, 7.75, 77.9583, 7.75, 0.0, 29.125, 20.25, 7.75, 7.8542, 9.5, 8.05, 26.0, 8.6625, 9.5, 7.8958, 13.0, 7.75, 78.85, 91.0792, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 30.5, 247.5208, 7.75, 23.25, 0.0, 12.35, 8.05, 151.55, 110.8833, 108.9, 24.0, 56.9292, 83.1583, 262.375, 26.0, 7.8958, 26.25, 7.8542, 26.0, 14.0, 164.8667, 134.5, 7.25, 7.8958, 12.35, 29.0, 69.55, 135.6333, 6.2375, 13.0, 20.525, 57.9792, 23.25, 28.5, 153.4625, 18.0, 133.65, 7.8958, 66.6, 134.5, 8.05, 35.5, 26.0, 263.0, 13.0, 13.0, 13.0, 13.0, 13.0, 16.1, 15.9, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 55.0, 13.0, 7.8792, 7.8792, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 75.25, 7.2292, 7.75, 69.3, 55.4417, 6.4958, 8.05, 135.6333, 21.075, 82.1708, 7.25, 211.5, 4.0125, 7.775, 227.525, 15.7417, 7.925, 52.0, 7.8958, 73.5, 46.9, 13.0, 7.7292, 12.0, 120.0, 7.7958, 7.925, 113.275, 16.7, 7.7958, 7.8542, 26.0, 10.5, 12.65, 7.925, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 18.75, 7.775, 25.4667, 7.8958, 6.8583, 90.0, 0.0, 7.925, 8.05, 32.5, 13.0, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 26.0, 26.0, 7.75, 8.05, 26.55, 16.1, 26.0, 7.125, 55.9, 120.0, 34.375, 18.75, 263.0, 10.5, 26.25, 9.5, 7.775, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 27.75, 19.9667, 27.75, 89.1042, 8.05, 7.8958, 26.55, 51.8625, 10.5, 7.75, 26.55, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 19.2583, 7.25, 8.6625, 27.75, 13.7917, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 12.2875, 46.9, 0.0, 8.05, 9.5875, 91.0792, 25.4667, 90.0, 29.7, 8.05, 15.9, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 78.2667, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 86.5, 108.9, 26.0, 26.55, 22.525, 56.4958, 7.75, 8.05, 26.2875, 59.4, 7.4958, 34.0208, 10.5, 24.15, 26.0, 7.8958, 93.5, 7.8958, 7.225, 57.9792, 7.2292, 7.75, 10.5, 221.7792, 7.925, 11.5, 26.0, 7.2292, 7.2292, 22.3583, 8.6625, 26.25, 26.55, 106.425, 14.5, 49.5, 71.0, 31.275, 31.275, 26.0, 106.425, 26.0, 26.0, 13.8625, 20.525, 36.75, 110.8833, 26.0, 7.8292, 7.225, 7.775, 26.55, 39.6, 227.525, 79.65, 17.4, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 8.05, 14.5, 13.0, 55.9, 14.4583, 7.925, 30.0, 110.8833, 26.0, 40.125, 8.7125, 79.65, 15.0, 79.2, 8.05, 8.05, 7.125, 78.2667, 7.25, 7.75, 26.0, 24.15, 33.0, 0.0, 7.225, 56.9292, 27.0, 7.8958, 42.4, 8.05, 26.55, 15.55, 7.8958, 30.5, 41.5792, 153.4625, 31.275, 7.05, 15.5, 7.75, 8.05, 65.0, 14.4, 16.1, 39.0, 10.5, 14.4542, 52.5542, 15.7417, 7.8542, 16.1, 32.3208, 12.35, 77.9583, 7.8958, 7.7333, 30.0, 7.0542, 30.5, 0.0, 27.9, 13.0, 7.925, 26.25, 39.6875, 16.1, 7.8542, 69.3, 27.9, 56.4958, 19.2583, 76.7292, 7.8958, 35.5, 7.55, 7.55, 7.8958, 23.0, 8.4333, 7.8292, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 133.65, 7.225, 25.5875, 7.4958, 7.925, 73.5, 13.0, 7.775, 8.05, 52.0, 39.0, 52.0, 10.5, 13.0, 0.0, 7.775, 8.05, 9.8417, 46.9, 512.3292, 8.1375, 76.7292, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 211.3375, 57.0, 13.4167, 56.4958, 7.225, 26.55, 13.5, 8.05, 7.7333, 110.8833, 7.65, 227.525, 26.2875, 14.4542, 7.7417, 7.8542, 26.0, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 26.55, 52.0, 9.4833, 13.0, 7.65, 227.525, 10.5, 15.5, 7.775, 33.0, 7.0542, 13.0, 13.0, 53.1, 8.6625, 21.0, 7.7375, 26.0, 7.925, 211.3375, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 512.3292, 7.8958, 7.8958, 30.0, 78.85, 262.375, 16.1, 7.925, 71.0, 20.25, 13.0, 53.1, 7.75, 23.0, 12.475, 9.5, 7.8958, 65.0, 14.5, 7.7958, 11.5, 8.05, 86.5, 14.5, 7.125, 7.2292, 120.0, 7.775, 77.9583, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 23.0, 7.75, 7.75, 12.475, 7.7375, 211.3375, 7.2292, 57.0, 30.0, 23.45, 7.05, 7.25, 7.4958, 29.125, 20.575, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 25.9292, 8.6833, 7.2292, 24.15, 13.0, 26.25, 120.0, 8.5167, 6.975, 7.775, 0.0, 7.775, 13.0, 53.1, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 93.5, 8.6625, 0.0, 12.475, 39.6875, 6.95, 56.4958, 37.0042, 7.75, 80.0, 14.4542, 18.75, 7.2292, 7.8542, 8.3, 83.1583, 8.6625, 8.05, 56.4958, 29.7, 7.925, 10.5, 31.0, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 89.1042, 31.275, 7.775, 15.2458, 39.4, 26.0, 9.35, 164.8667, 26.55, 19.2583, 7.2292, 14.1083, 11.5, 25.9292, 69.55, 13.0, 13.0, 13.8583, 50.4958, 9.5, 11.1333, 7.8958, 52.5542, 5.0, 9.0, 24.0, 7.225, 9.8458, 7.8958, 7.8958, 83.1583, 26.0, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 30.0, 23.45, 30.0, 7.75], \"mode\": \"markers\"}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
],
"text/vnd.plotly.v1+html": [
"<div id=\"a4c1f860-b02d-4477-93af-8db6b0e623d3\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"a4c1f860-b02d-4477-93af-8db6b0e623d3\", [{\"type\": \"scatter\", \"x\": [22.0, 38.0, 26.0, 35.0, 35.0, null, 54.0, 2.0, 27.0, 14.0, 4.0, 58.0, 20.0, 39.0, 14.0, 55.0, 2.0, null, 31.0, null, 35.0, 34.0, 15.0, 28.0, 8.0, 38.0, null, 19.0, null, null, 40.0, null, null, 66.0, 28.0, 42.0, null, 21.0, 18.0, 14.0, 40.0, 27.0, null, 3.0, 19.0, null, null, null, null, 18.0, 7.0, 21.0, 49.0, 29.0, 65.0, null, 21.0, 28.5, 5.0, 11.0, 22.0, 38.0, 45.0, 4.0, null, null, 29.0, 19.0, 17.0, 26.0, 32.0, 16.0, 21.0, 26.0, 32.0, 25.0, null, null, 0.83, 30.0, 22.0, 29.0, null, 28.0, 17.0, 33.0, 16.0, null, 23.0, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 23.0, 34.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 21.0, null, 38.0, null, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 32.5, 54.0, 12.0, null, 24.0, null, 45.0, 33.0, 20.0, 47.0, 29.0, 25.0, 23.0, 19.0, 37.0, 16.0, 24.0, null, 22.0, 24.0, 19.0, 18.0, 19.0, 27.0, 9.0, 36.5, 42.0, 51.0, 22.0, 55.5, 40.5, null, 51.0, 16.0, 30.0, null, null, 44.0, 40.0, 26.0, 17.0, 1.0, 9.0, null, 45.0, null, 28.0, 61.0, 4.0, 1.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, 1.0, 4.0, null, null, 45.0, 40.0, 36.0, 32.0, 19.0, 19.0, 3.0, 44.0, 58.0, null, 42.0, null, 24.0, 28.0, null, 34.0, 45.5, 18.0, 2.0, 32.0, 26.0, 16.0, 40.0, 24.0, 35.0, 22.0, 30.0, null, 31.0, 27.0, 42.0, 32.0, 30.0, 16.0, 27.0, 51.0, null, 38.0, 22.0, 19.0, 20.5, 18.0, null, 35.0, 29.0, 59.0, 5.0, 24.0, null, 44.0, 8.0, 19.0, 33.0, null, null, 29.0, 22.0, 30.0, 44.0, 25.0, 24.0, 37.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, 29.0, null, 30.0, 35.0, 50.0, null, 3.0, 52.0, 40.0, null, 36.0, 16.0, 25.0, 58.0, 35.0, null, 25.0, 41.0, 37.0, null, 63.0, 45.0, null, 7.0, 35.0, 65.0, 28.0, 16.0, 19.0, null, 33.0, 30.0, 22.0, 42.0, 22.0, 26.0, 19.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, null, 50.0, null, null, 19.0, null, null, 0.92, null, 17.0, 30.0, 30.0, 24.0, 18.0, 26.0, 28.0, 43.0, 26.0, 24.0, 54.0, 31.0, 40.0, 22.0, 27.0, 30.0, 22.0, null, 36.0, 61.0, 36.0, 31.0, 16.0, null, 45.5, 38.0, 16.0, null, null, 29.0, 41.0, 45.0, 45.0, 2.0, 24.0, 28.0, 25.0, 36.0, 24.0, 40.0, null, 3.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 22.0, 38.0, null, null, 40.0, 29.0, 45.0, 35.0, null, 30.0, 60.0, null, null, 24.0, 25.0, 18.0, 19.0, 22.0, 3.0, null, 22.0, 27.0, 20.0, 19.0, 42.0, 1.0, 32.0, 35.0, null, 18.0, 1.0, 36.0, null, 17.0, 36.0, 21.0, 28.0, 23.0, 24.0, 22.0, 31.0, 46.0, 23.0, 28.0, 39.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 3.0, 21.0, null, null, null, 33.0, null, 44.0, null, 34.0, 18.0, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, 28.0, 19.0, null, 32.0, 28.0, null, 42.0, 17.0, 50.0, 14.0, 21.0, 24.0, 64.0, 31.0, 45.0, 20.0, 25.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 36.0, null, 30.0, 49.0, null, 29.0, 65.0, null, 50.0, null, 48.0, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, 0.75, null, 38.0, 33.0, 23.0, 22.0, null, 34.0, 29.0, 22.0, 2.0, 9.0, null, 50.0, 63.0, 25.0, null, 35.0, 58.0, 30.0, 9.0, null, 21.0, 55.0, 71.0, 21.0, null, 54.0, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 16.0, 18.0, 33.0, null, 28.0, 26.0, 29.0, null, 36.0, 54.0, 24.0, 47.0, 34.0, null, 36.0, 32.0, 30.0, 22.0, null, 44.0, null, 40.5, 50.0, null, 39.0, 23.0, 2.0, null, 17.0, null, 30.0, 7.0, 45.0, 30.0, null, 22.0, 36.0, 9.0, 11.0, 32.0, 50.0, 64.0, 19.0, null, 33.0, 8.0, 17.0, 27.0, null, 22.0, 22.0, 62.0, 48.0, null, 39.0, 36.0, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 32.0, 62.0, 53.0, 36.0, null, 16.0, 19.0, 34.0, 39.0, null, 32.0, 25.0, 39.0, 54.0, 36.0, null, 18.0, 47.0, 60.0, 22.0, null, 35.0, 52.0, 47.0, null, 37.0, 36.0, null, 49.0, null, 49.0, 24.0, null, null, 44.0, 35.0, 36.0, 30.0, 27.0, 22.0, 40.0, 39.0, null, null, null, 35.0, 24.0, 34.0, 26.0, 4.0, 26.0, 27.0, 42.0, 20.0, 21.0, 21.0, 61.0, 57.0, 21.0, 26.0, null, 80.0, 51.0, 32.0, null, 9.0, 28.0, 32.0, 31.0, 41.0, null, 20.0, 24.0, 2.0, null, 0.75, 48.0, 19.0, 56.0, null, 23.0, null, 18.0, 21.0, null, 18.0, 24.0, null, 32.0, 23.0, 58.0, 50.0, 40.0, 47.0, 36.0, 20.0, 32.0, 25.0, null, 43.0, null, 40.0, 31.0, 70.0, 31.0, null, 18.0, 24.5, 18.0, 43.0, 36.0, null, 27.0, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 15.0, 31.0, 4.0, null, 25.0, 60.0, 52.0, 44.0, null, 49.0, 42.0, 18.0, 35.0, 18.0, 25.0, 26.0, 39.0, 45.0, 42.0, 22.0, null, 24.0, null, 48.0, 29.0, 52.0, 19.0, 38.0, 27.0, null, 33.0, 6.0, 17.0, 34.0, 50.0, 27.0, 20.0, 30.0, null, 25.0, 25.0, 29.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, 35.0, null, null, null, 36.0, 21.0, 24.0, 31.0, 70.0, 16.0, 30.0, 19.0, 31.0, 4.0, 6.0, 33.0, 23.0, 48.0, 0.67, 28.0, 18.0, 34.0, 33.0, null, 41.0, 20.0, 36.0, 16.0, 51.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 54.0, 18.0, null, 5.0, null, 43.0, 13.0, 17.0, 29.0, null, 25.0, 25.0, 18.0, 8.0, 1.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 49.0, 31.0, 30.0, 30.0, 34.0, 31.0, 11.0, 0.42, 27.0, 31.0, 39.0, 18.0, 39.0, 33.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 52.0, 27.0, 38.0, 27.0, 2.0, null, null, 1.0, null, 62.0, 15.0, 0.83, null, 23.0, 18.0, 39.0, 21.0, null, 32.0, null, 20.0, 16.0, 30.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, null, 4.0, 74.0, 9.0, 16.0, 44.0, 18.0, 45.0, 51.0, 24.0, null, 41.0, 21.0, 48.0, null, 24.0, 42.0, 27.0, 31.0, null, 4.0, 26.0, 47.0, 33.0, 47.0, 28.0, 15.0, 20.0, 19.0, null, 56.0, 25.0, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, 19.0, null, 26.0, 32.0], \"y\": [7.25, 71.2833, 7.925, 53.1, 8.05, 8.4583, 51.8625, 21.075, 11.1333, 30.0708, 16.7, 26.55, 8.05, 31.275, 7.8542, 16.0, 29.125, 13.0, 18.0, 7.225, 26.0, 13.0, 8.0292, 35.5, 21.075, 31.3875, 7.225, 263.0, 7.8792, 7.8958, 27.7208, 146.5208, 7.75, 10.5, 82.1708, 52.0, 7.2292, 8.05, 18.0, 11.2417, 9.475, 21.0, 7.8958, 41.5792, 7.8792, 8.05, 15.5, 7.75, 21.6792, 17.8, 39.6875, 7.8, 76.7292, 26.0, 61.9792, 35.5, 10.5, 7.2292, 27.75, 46.9, 7.2292, 80.0, 83.475, 27.9, 27.7208, 15.2458, 10.5, 8.1583, 7.925, 8.6625, 10.5, 46.9, 73.5, 14.4542, 56.4958, 7.65, 7.8958, 8.05, 29.0, 12.475, 9.0, 9.5, 7.7875, 47.1, 10.5, 15.85, 34.375, 8.05, 263.0, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 63.3583, 23.0, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.65, 7.775, 7.8958, 24.15, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 13.0, 77.2875, 11.2417, 7.75, 7.1417, 22.3583, 6.975, 7.8958, 7.05, 14.5, 26.0, 13.0, 15.0458, 26.2833, 53.1, 9.2167, 79.2, 15.2458, 7.75, 15.85, 6.75, 11.5, 36.75, 7.7958, 34.375, 26.0, 13.0, 12.525, 66.6, 8.05, 14.5, 7.3125, 61.3792, 7.7333, 8.05, 8.6625, 69.55, 16.1, 15.75, 7.775, 8.6625, 39.6875, 20.525, 55.0, 27.9, 25.925, 56.4958, 33.5, 29.125, 11.1333, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 39.0, 22.025, 50.0, 15.5, 26.55, 15.5, 7.8958, 13.0, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.4042, 7.75, 13.0, 9.5, 69.55, 6.4958, 7.225, 8.05, 10.4625, 15.85, 18.7875, 7.75, 31.0, 7.05, 21.0, 7.25, 13.0, 7.75, 113.275, 7.925, 27.0, 76.2917, 10.5, 8.05, 13.0, 8.05, 7.8958, 90.0, 9.35, 10.5, 7.25, 13.0, 25.4667, 83.475, 7.775, 13.5, 31.3875, 10.5, 7.55, 26.0, 26.25, 10.5, 12.275, 14.4542, 15.5, 10.5, 7.125, 7.225, 90.0, 7.775, 14.5, 52.5542, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 15.2458, 79.2, 86.5, 512.3292, 26.0, 7.75, 31.3875, 79.65, 0.0, 7.75, 10.5, 39.6875, 7.775, 153.4625, 135.6333, 31.0, 0.0, 19.5, 29.7, 7.75, 77.9583, 7.75, 0.0, 29.125, 20.25, 7.75, 7.8542, 9.5, 8.05, 26.0, 8.6625, 9.5, 7.8958, 13.0, 7.75, 78.85, 91.0792, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 30.5, 247.5208, 7.75, 23.25, 0.0, 12.35, 8.05, 151.55, 110.8833, 108.9, 24.0, 56.9292, 83.1583, 262.375, 26.0, 7.8958, 26.25, 7.8542, 26.0, 14.0, 164.8667, 134.5, 7.25, 7.8958, 12.35, 29.0, 69.55, 135.6333, 6.2375, 13.0, 20.525, 57.9792, 23.25, 28.5, 153.4625, 18.0, 133.65, 7.8958, 66.6, 134.5, 8.05, 35.5, 26.0, 263.0, 13.0, 13.0, 13.0, 13.0, 13.0, 16.1, 15.9, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 55.0, 13.0, 7.8792, 7.8792, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 75.25, 7.2292, 7.75, 69.3, 55.4417, 6.4958, 8.05, 135.6333, 21.075, 82.1708, 7.25, 211.5, 4.0125, 7.775, 227.525, 15.7417, 7.925, 52.0, 7.8958, 73.5, 46.9, 13.0, 7.7292, 12.0, 120.0, 7.7958, 7.925, 113.275, 16.7, 7.7958, 7.8542, 26.0, 10.5, 12.65, 7.925, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 18.75, 7.775, 25.4667, 7.8958, 6.8583, 90.0, 0.0, 7.925, 8.05, 32.5, 13.0, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 26.0, 26.0, 7.75, 8.05, 26.55, 16.1, 26.0, 7.125, 55.9, 120.0, 34.375, 18.75, 263.0, 10.5, 26.25, 9.5, 7.775, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 27.75, 19.9667, 27.75, 89.1042, 8.05, 7.8958, 26.55, 51.8625, 10.5, 7.75, 26.55, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 19.2583, 7.25, 8.6625, 27.75, 13.7917, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 12.2875, 46.9, 0.0, 8.05, 9.5875, 91.0792, 25.4667, 90.0, 29.7, 8.05, 15.9, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 78.2667, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 86.5, 108.9, 26.0, 26.55, 22.525, 56.4958, 7.75, 8.05, 26.2875, 59.4, 7.4958, 34.0208, 10.5, 24.15, 26.0, 7.8958, 93.5, 7.8958, 7.225, 57.9792, 7.2292, 7.75, 10.5, 221.7792, 7.925, 11.5, 26.0, 7.2292, 7.2292, 22.3583, 8.6625, 26.25, 26.55, 106.425, 14.5, 49.5, 71.0, 31.275, 31.275, 26.0, 106.425, 26.0, 26.0, 13.8625, 20.525, 36.75, 110.8833, 26.0, 7.8292, 7.225, 7.775, 26.55, 39.6, 227.525, 79.65, 17.4, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 8.05, 14.5, 13.0, 55.9, 14.4583, 7.925, 30.0, 110.8833, 26.0, 40.125, 8.7125, 79.65, 15.0, 79.2, 8.05, 8.05, 7.125, 78.2667, 7.25, 7.75, 26.0, 24.15, 33.0, 0.0, 7.225, 56.9292, 27.0, 7.8958, 42.4, 8.05, 26.55, 15.55, 7.8958, 30.5, 41.5792, 153.4625, 31.275, 7.05, 15.5, 7.75, 8.05, 65.0, 14.4, 16.1, 39.0, 10.5, 14.4542, 52.5542, 15.7417, 7.8542, 16.1, 32.3208, 12.35, 77.9583, 7.8958, 7.7333, 30.0, 7.0542, 30.5, 0.0, 27.9, 13.0, 7.925, 26.25, 39.6875, 16.1, 7.8542, 69.3, 27.9, 56.4958, 19.2583, 76.7292, 7.8958, 35.5, 7.55, 7.55, 7.8958, 23.0, 8.4333, 7.8292, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 133.65, 7.225, 25.5875, 7.4958, 7.925, 73.5, 13.0, 7.775, 8.05, 52.0, 39.0, 52.0, 10.5, 13.0, 0.0, 7.775, 8.05, 9.8417, 46.9, 512.3292, 8.1375, 76.7292, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 211.3375, 57.0, 13.4167, 56.4958, 7.225, 26.55, 13.5, 8.05, 7.7333, 110.8833, 7.65, 227.525, 26.2875, 14.4542, 7.7417, 7.8542, 26.0, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 26.55, 52.0, 9.4833, 13.0, 7.65, 227.525, 10.5, 15.5, 7.775, 33.0, 7.0542, 13.0, 13.0, 53.1, 8.6625, 21.0, 7.7375, 26.0, 7.925, 211.3375, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 512.3292, 7.8958, 7.8958, 30.0, 78.85, 262.375, 16.1, 7.925, 71.0, 20.25, 13.0, 53.1, 7.75, 23.0, 12.475, 9.5, 7.8958, 65.0, 14.5, 7.7958, 11.5, 8.05, 86.5, 14.5, 7.125, 7.2292, 120.0, 7.775, 77.9583, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 23.0, 7.75, 7.75, 12.475, 7.7375, 211.3375, 7.2292, 57.0, 30.0, 23.45, 7.05, 7.25, 7.4958, 29.125, 20.575, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 25.9292, 8.6833, 7.2292, 24.15, 13.0, 26.25, 120.0, 8.5167, 6.975, 7.775, 0.0, 7.775, 13.0, 53.1, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 93.5, 8.6625, 0.0, 12.475, 39.6875, 6.95, 56.4958, 37.0042, 7.75, 80.0, 14.4542, 18.75, 7.2292, 7.8542, 8.3, 83.1583, 8.6625, 8.05, 56.4958, 29.7, 7.925, 10.5, 31.0, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 89.1042, 31.275, 7.775, 15.2458, 39.4, 26.0, 9.35, 164.8667, 26.55, 19.2583, 7.2292, 14.1083, 11.5, 25.9292, 69.55, 13.0, 13.0, 13.8583, 50.4958, 9.5, 11.1333, 7.8958, 52.5542, 5.0, 9.0, 24.0, 7.225, 9.8458, 7.8958, 7.8958, 83.1583, 26.0, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 30.0, 23.45, 30.0, 7.75], \"mode\": \"markers\"}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_x = X_plot.Age\n",
"plot_y = X_plot.Fare\n",
"\n",
"trace = plotly.offline.plotly.graph_objs.Scatter(\n",
" x = plot_x,\n",
" y = plot_y,\n",
" mode = \"markers\"\n",
")\n",
"\n",
"data = [trace]\n",
"\n",
"plotly.iplot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O gráfico acima é bem bonito, mas não nos diz quem sobreviveu ou não. Para visualizar os sobreviventes. Para isso precisamos separar o dataset original em dois, um para sobreviventes e outro para os falecidos. Com isso, poderemos colorir os pontos no gráfico de acordo com a sobrevivência.\n",
"\n",
"Escolhi as cores vermelho, para os sobreviventes, e preto, para os falecidos, inspirado pela música Red And Black, de Les Miserables:\n",
"\n",
" Red - a world about to down!\n",
" Black - the night that ends at last!"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"X_died = X_plot.loc[X_plot.Survived == 0]\n",
"X_survived = X_plot.loc[X_plot.Survived == 1]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"marker": {
"color": "black"
},
"mode": "markers",
"name": "died",
"type": "scatter",
"x": [
22,
35,
null,
54,
2,
20,
39,
14,
2,
31,
35,
8,
null,
19,
null,
40,
66,
28,
42,
21,
18,
40,
27,
null,
null,
null,
null,
18,
7,
21,
65,
28.5,
11,
22,
45,
4,
null,
19,
26,
32,
16,
21,
26,
25,
null,
null,
22,
28,
16,
null,
24,
29,
20,
46,
26,
59,
null,
71,
34,
28,
null,
21,
33,
37,
28,
38,
47,
14.5,
22,
20,
17,
21,
70.5,
29,
24,
2,
21,
null,
32.5,
54,
null,
45,
33,
20,
47,
25,
23,
37,
16,
24,
null,
19,
18,
19,
9,
36.5,
42,
51,
55.5,
40.5,
null,
51,
30,
null,
null,
44,
26,
17,
1,
45,
null,
28,
61,
4,
21,
56,
18,
null,
50,
30,
36,
null,
null,
9,
null,
40,
36,
19,
null,
42,
24,
28,
null,
34,
45.5,
2,
32,
24,
22,
30,
null,
42,
30,
27,
51,
null,
22,
20.5,
18,
null,
29,
59,
24,
null,
44,
19,
33,
null,
29,
22,
30,
44,
25,
54,
null,
29,
62,
30,
41,
null,
52,
40,
null,
36,
16,
null,
37,
45,
null,
7,
65,
28,
16,
null,
33,
22,
36,
24,
24,
null,
23.5,
2,
19,
null,
30,
26,
28,
43,
54,
22,
27,
null,
61,
45.5,
38,
16,
null,
29,
45,
28,
25,
36,
42,
23,
null,
15,
25,
null,
28,
38,
40,
29,
45,
35,
null,
30,
18,
19,
22,
3,
27,
20,
19,
32,
null,
18,
1,
null,
28,
22,
31,
46,
23,
26,
21,
28,
20,
34,
51,
21,
null,
null,
null,
null,
null,
30,
10,
null,
21,
29,
28,
18,
null,
null,
17,
50,
21,
64,
31,
20,
25,
36,
null,
30,
null,
65,
null,
34,
47,
48,
null,
38,
null,
56,
null,
null,
38,
22,
null,
34,
29,
22,
9,
null,
50,
null,
58,
30,
null,
21,
55,
71,
21,
null,
null,
25,
24,
17,
21,
null,
37,
18,
28,
null,
24,
47,
null,
32,
22,
null,
null,
40.5,
null,
39,
23,
null,
17,
30,
45,
null,
9,
11,
50,
64,
33,
27,
null,
62,
null,
null,
40,
28,
null,
null,
24,
19,
29,
null,
16,
19,
null,
54,
36,
null,
47,
22,
null,
35,
47,
null,
37,
36,
49,
null,
null,
null,
44,
36,
30,
39,
null,
null,
35,
34,
26,
26,
27,
21,
21,
61,
57,
26,
null,
51,
null,
9,
32,
31,
41,
null,
20,
2,
19,
null,
null,
21,
18,
24,
null,
32,
23,
58,
40,
47,
36,
32,
25,
null,
43,
31,
70,
null,
18,
24.5,
43,
null,
20,
14,
60,
25,
14,
19,
18,
25,
60,
52,
44,
49,
42,
18,
25,
26,
39,
null,
29,
52,
19,
null,
33,
17,
34,
50,
20,
25,
25,
11,
null,
23,
23,
28.5,
48,
null,
null,
36,
24,
70,
16,
19,
31,
33,
23,
28,
18,
34,
null,
41,
16,
null,
30.5,
null,
32,
24,
48,
57,
null,
18,
null,
null,
29,
null,
25,
25,
8,
46,
null,
16,
null,
null,
25,
39,
30,
30,
34,
31,
39,
18,
39,
26,
39,
35,
6,
30.5,
null,
23,
31,
43,
10,
38,
2,
null,
null,
null,
23,
18,
21,
null,
20,
16,
34.5,
17,
42,
null,
35,
28,
4,
74,
9,
44,
null,
41,
21,
null,
24,
31,
null,
26,
33,
47,
20,
19,
null,
33,
22,
28,
25,
39,
27,
null,
32
],
"y": [
7.25,
8.05,
8.4583,
51.8625,
21.075,
8.05,
31.275,
7.8542,
29.125,
18,
26,
21.075,
7.225,
263,
7.8958,
27.7208,
10.5,
82.1708,
52,
8.05,
18,
9.475,
21,
7.8958,
8.05,
15.5,
21.6792,
17.8,
39.6875,
7.8,
61.9792,
7.2292,
46.9,
7.2292,
83.475,
27.9,
27.7208,
8.1583,
8.6625,
10.5,
46.9,
73.5,
14.4542,
7.65,
7.8958,
8.05,
9,
47.1,
34.375,
8.05,
8.05,
8.05,
7.8542,
61.175,
20.575,
7.25,
8.05,
34.6542,
26,
7.8958,
7.8958,
77.2875,
8.6542,
7.925,
7.8958,
7.8958,
52,
14.4542,
8.05,
9.825,
14.4583,
7.925,
7.75,
21,
247.5208,
31.275,
73.5,
8.05,
30.0708,
77.2875,
7.75,
6.975,
7.8958,
7.05,
14.5,
13,
15.0458,
53.1,
9.2167,
79.2,
15.2458,
6.75,
11.5,
36.75,
34.375,
26,
13,
12.525,
8.05,
14.5,
7.3125,
61.3792,
8.05,
8.6625,
69.55,
16.1,
7.775,
8.6625,
39.6875,
27.9,
25.925,
56.4958,
33.5,
29.125,
7.925,
30.6958,
7.8542,
25.4667,
28.7125,
13,
0,
69.55,
15.05,
31.3875,
50,
15.5,
7.8958,
13,
7.75,
8.4042,
13,
9.5,
69.55,
6.4958,
7.225,
10.4625,
15.85,
7.05,
7.25,
13,
7.75,
27,
10.5,
13,
8.05,
7.8958,
9.35,
7.25,
13,
25.4667,
7.775,
13.5,
10.5,
7.55,
26,
10.5,
12.275,
14.4542,
10.5,
7.125,
7.225,
90,
7.775,
26,
7.25,
10.4625,
26.55,
16.1,
20.2125,
7.75,
79.65,
0,
7.75,
10.5,
39.6875,
31,
29.7,
7.75,
0,
29.125,
7.75,
7.8542,
9.5,
26,
8.6625,
7.8958,
12.875,
8.85,
7.8958,
27.7208,
7.2292,
151.55,
0,
8.05,
24,
26,
7.8958,
26.25,
14,
7.25,
7.8958,
69.55,
6.2375,
28.5,
153.4625,
18,
7.8958,
66.6,
35.5,
13,
13,
13,
8.6625,
9.225,
35,
7.2292,
17.8,
7.225,
9.5,
13,
27.9,
27.7208,
14.4542,
7.05,
15.5,
7.25,
6.4958,
8.05,
135.6333,
21.075,
211.5,
4.0125,
7.775,
7.925,
7.8958,
73.5,
46.9,
7.7292,
7.925,
7.7958,
7.8542,
26,
10.5,
8.05,
9.825,
15.85,
8.6625,
21,
7.75,
7.775,
25.4667,
7.8958,
6.8583,
0,
8.05,
13,
24.15,
7.8958,
7.7333,
7.875,
14.4,
20.2125,
7.25,
7.75,
7.125,
55.9,
34.375,
263,
10.5,
9.5,
7.775,
27.75,
19.9667,
27.75,
8.05,
26.55,
7.75,
8.05,
38.5,
13,
8.05,
7.05,
0,
26.55,
7.725,
7.25,
8.6625,
9.8375,
52,
21,
7.0458,
7.5208,
46.9,
0,
8.05,
25.4667,
29.7,
8.05,
19.9667,
7.25,
30.5,
49.5042,
8.05,
14.4583,
15.1,
151.55,
7.7958,
8.6625,
7.75,
7.6292,
9.5875,
108.9,
22.525,
8.05,
7.4958,
34.0208,
24.15,
7.8958,
7.8958,
7.225,
7.2292,
7.75,
221.7792,
7.925,
11.5,
7.2292,
7.2292,
8.6625,
26.55,
14.5,
31.275,
31.275,
106.425,
26,
20.525,
26,
7.8292,
26.55,
227.525,
7.75,
7.8958,
13.5,
8.05,
8.05,
24.15,
7.8958,
21.075,
7.2292,
8.05,
14.5,
14.4583,
26,
40.125,
8.7125,
15,
8.05,
8.05,
7.125,
7.25,
7.75,
26,
24.15,
0,
7.225,
7.8958,
42.4,
8.05,
15.55,
7.8958,
31.275,
7.05,
7.75,
8.05,
14.4,
16.1,
10.5,
14.4542,
7.8542,
16.1,
32.3208,
12.35,
7.8958,
7.7333,
7.0542,
0,
27.9,
7.925,
26.25,
39.6875,
16.1,
7.8542,
27.9,
7.8958,
7.55,
7.8958,
8.4333,
6.75,
73.5,
7.8958,
15.5,
13,
113.275,
7.225,
25.5875,
7.4958,
73.5,
13,
7.775,
8.05,
52,
10.5,
0,
7.775,
8.05,
46.9,
8.1375,
9.225,
46.9,
39,
41.5792,
39.6875,
10.1708,
7.7958,
7.225,
26.55,
13.5,
8.05,
110.8833,
7.65,
14.4542,
7.7417,
7.8542,
26,
26.55,
9.4833,
13,
7.65,
15.5,
7.775,
7.0542,
13,
13,
8.6625,
26,
7.925,
18.7875,
0,
13,
13,
16.1,
34.375,
7.8958,
7.8958,
78.85,
16.1,
71,
20.25,
53.1,
7.75,
9.5,
7.8958,
7.7958,
11.5,
8.05,
14.5,
7.125,
7.775,
39.6,
7.75,
24.15,
8.3625,
9.5,
7.8542,
10.5,
7.225,
7.75,
7.75,
7.7375,
30,
23.45,
7.05,
7.25,
29.125,
79.2,
7.75,
26,
69.55,
30.6958,
7.8958,
13,
7.2292,
24.15,
13,
7.775,
0,
7.775,
13,
7.8875,
24.15,
10.5,
31.275,
8.05,
0,
7.925,
37.0042,
6.45,
27.9,
0,
39.6875,
6.95,
56.4958,
7.2292,
7.8542,
8.3,
8.6625,
8.05,
7.925,
10.5,
6.4375,
8.6625,
7.55,
69.55,
7.8958,
33,
31.275,
7.775,
15.2458,
26,
7.2292,
14.1083,
11.5,
69.55,
13,
50.4958,
9.5,
7.8958,
5,
9,
9.8458,
7.8958,
7.8958,
7.8958,
10.5167,
10.5,
7.05,
29.125,
13,
23.45,
7.75
]
},
{
"marker": {
"color": "red"
},
"mode": "markers",
"name": "survived",
"type": "scatter",
"x": [
38,
26,
35,
27,
14,
4,
58,
55,
null,
null,
34,
15,
28,
38,
null,
null,
null,
null,
14,
3,
19,
null,
49,
29,
null,
21,
5,
38,
null,
29,
17,
32,
0.83,
30,
29,
null,
17,
33,
23,
23,
34,
21,
null,
null,
32.5,
12,
24,
null,
29,
19,
22,
24,
27,
22,
16,
40,
9,
null,
1,
1,
4,
null,
45,
32,
19,
3,
44,
58,
null,
18,
26,
16,
40,
35,
31,
27,
32,
16,
38,
19,
35,
5,
8,
null,
24,
37,
29,
null,
30,
35,
50,
3,
25,
58,
35,
25,
41,
null,
63,
35,
19,
30,
42,
22,
26,
19,
null,
50,
null,
null,
null,
0.92,
null,
17,
30,
24,
18,
26,
24,
31,
40,
30,
22,
36,
36,
31,
16,
null,
null,
41,
45,
2,
24,
24,
40,
null,
3,
22,
null,
null,
60,
null,
null,
24,
25,
null,
22,
42,
1,
35,
36,
17,
36,
21,
23,
24,
28,
39,
3,
33,
44,
34,
18,
28,
19,
32,
28,
null,
42,
14,
24,
45,
28,
null,
4,
13,
34,
5,
52,
49,
29,
null,
50,
48,
0.75,
33,
23,
2,
63,
25,
35,
9,
54,
16,
33,
null,
26,
29,
36,
54,
34,
36,
30,
44,
50,
2,
null,
7,
30,
22,
36,
32,
19,
null,
8,
17,
22,
22,
48,
39,
36,
32,
62,
53,
36,
null,
34,
39,
32,
25,
39,
18,
60,
52,
null,
49,
24,
35,
27,
22,
40,
null,
24,
4,
42,
20,
21,
80,
32,
28,
24,
null,
0.75,
48,
56,
23,
18,
null,
50,
20,
null,
40,
31,
18,
36,
27,
15,
31,
4,
null,
null,
18,
35,
45,
42,
22,
null,
24,
48,
38,
27,
6,
27,
30,
null,
29,
35,
null,
21,
31,
30,
4,
6,
48,
0.67,
33,
20,
36,
51,
54,
5,
43,
13,
17,
18,
1,
49,
31,
31,
11,
0.42,
27,
33,
52,
27,
27,
1,
null,
62,
15,
0.83,
39,
32,
null,
30,
null,
16,
18,
45,
51,
24,
48,
42,
27,
4,
47,
28,
15,
56,
25,
19,
26
],
"y": [
71.2833,
7.925,
53.1,
11.1333,
30.0708,
16.7,
26.55,
16,
13,
7.225,
13,
8.0292,
35.5,
31.3875,
7.8792,
146.5208,
7.75,
7.2292,
11.2417,
41.5792,
7.8792,
7.75,
76.7292,
26,
35.5,
10.5,
27.75,
80,
15.2458,
10.5,
7.925,
56.4958,
29,
12.475,
9.5,
7.7875,
10.5,
15.85,
263,
63.3583,
23,
7.65,
7.775,
24.15,
13,
11.2417,
7.1417,
22.3583,
26,
26.2833,
7.75,
15.85,
7.7958,
66.6,
7.7333,
15.75,
20.525,
55,
11.1333,
39,
22.025,
15.5,
26.55,
13,
7.8542,
26,
27.7208,
146.5208,
7.75,
8.05,
18.7875,
7.75,
31,
21,
113.275,
7.925,
76.2917,
8.05,
90,
10.5,
83.475,
31.3875,
26.25,
15.5,
14.5,
52.5542,
15.2458,
79.2,
86.5,
512.3292,
26,
31.3875,
7.775,
153.4625,
135.6333,
0,
19.5,
7.75,
77.9583,
20.25,
8.05,
9.5,
13,
7.75,
78.85,
91.0792,
30.5,
247.5208,
7.75,
23.25,
12.35,
151.55,
110.8833,
108.9,
56.9292,
83.1583,
262.375,
7.8542,
26,
164.8667,
134.5,
12.35,
29,
135.6333,
13,
20.525,
57.9792,
23.25,
133.65,
134.5,
8.05,
26,
263,
13,
13,
16.1,
15.9,
55,
7.8792,
7.8792,
75.25,
7.2292,
7.75,
69.3,
55.4417,
82.1708,
7.25,
227.525,
15.7417,
52,
13,
12,
120,
7.7958,
113.275,
16.7,
12.65,
7.925,
18.75,
90,
7.925,
32.5,
13,
26,
26,
8.05,
26.55,
16.1,
26,
120,
18.75,
26.25,
13,
8.1125,
81.8583,
19.5,
26.55,
19.2583,
30.5,
89.1042,
7.8958,
51.8625,
10.5,
26.55,
19.2583,
27.75,
13.7917,
12.2875,
9.5875,
91.0792,
90,
15.9,
78.2667,
86.5,
26,
26.55,
56.4958,
7.75,
26.2875,
59.4,
10.5,
26,
93.5,
57.9792,
10.5,
26,
22.3583,
26.25,
106.425,
49.5,
71,
26,
26,
13.8625,
36.75,
110.8833,
7.225,
7.775,
39.6,
79.65,
17.4,
7.8542,
10.5,
51.4792,
26.3875,
7.75,
13,
55.9,
7.925,
30,
110.8833,
79.65,
79.2,
78.2667,
33,
56.9292,
27,
26.55,
30.5,
41.5792,
153.4625,
15.5,
65,
39,
52.5542,
15.7417,
77.9583,
30,
30.5,
13,
69.3,
56.4958,
19.2583,
76.7292,
35.5,
7.55,
23,
7.8292,
133.65,
7.925,
52,
39,
13,
9.8417,
512.3292,
76.7292,
211.3375,
57,
13.4167,
56.4958,
7.7333,
227.525,
26.2875,
13.5,
26.2875,
151.55,
15.2458,
49.5042,
52,
227.525,
10.5,
33,
53.1,
21,
7.7375,
211.3375,
512.3292,
30,
262.375,
7.925,
13,
23,
12.475,
65,
14.5,
86.5,
7.2292,
120,
77.9583,
23,
12.475,
211.3375,
7.2292,
57,
7.4958,
20.575,
25.9292,
8.6833,
26.25,
120,
8.5167,
6.975,
53.1,
93.5,
8.6625,
12.475,
37.0042,
7.75,
80,
14.4542,
18.75,
83.1583,
56.4958,
29.7,
31,
89.1042,
39.4,
9.35,
164.8667,
26.55,
19.2583,
25.9292,
13,
13.8583,
11.1333,
52.5542,
24,
7.225,
83.1583,
26,
30,
30
]
}
],
"layout": {}
},
"text/html": [
"<div id=\"92d6f100-bd7f-42c8-a754-42b3cb1f6086\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"92d6f100-bd7f-42c8-a754-42b3cb1f6086\", [{\"type\": \"scatter\", \"x\": [22.0, 35.0, null, 54.0, 2.0, 20.0, 39.0, 14.0, 2.0, 31.0, 35.0, 8.0, null, 19.0, null, 40.0, 66.0, 28.0, 42.0, 21.0, 18.0, 40.0, 27.0, null, null, null, null, 18.0, 7.0, 21.0, 65.0, 28.5, 11.0, 22.0, 45.0, 4.0, null, 19.0, 26.0, 32.0, 16.0, 21.0, 26.0, 25.0, null, null, 22.0, 28.0, 16.0, null, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 38.0, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 54.0, null, 45.0, 33.0, 20.0, 47.0, 25.0, 23.0, 37.0, 16.0, 24.0, null, 19.0, 18.0, 19.0, 9.0, 36.5, 42.0, 51.0, 55.5, 40.5, null, 51.0, 30.0, null, null, 44.0, 26.0, 17.0, 1.0, 45.0, null, 28.0, 61.0, 4.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, null, 40.0, 36.0, 19.0, null, 42.0, 24.0, 28.0, null, 34.0, 45.5, 2.0, 32.0, 24.0, 22.0, 30.0, null, 42.0, 30.0, 27.0, 51.0, null, 22.0, 20.5, 18.0, null, 29.0, 59.0, 24.0, null, 44.0, 19.0, 33.0, null, 29.0, 22.0, 30.0, 44.0, 25.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, null, 52.0, 40.0, null, 36.0, 16.0, null, 37.0, 45.0, null, 7.0, 65.0, 28.0, 16.0, null, 33.0, 22.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, 19.0, null, 30.0, 26.0, 28.0, 43.0, 54.0, 22.0, 27.0, null, 61.0, 45.5, 38.0, 16.0, null, 29.0, 45.0, 28.0, 25.0, 36.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 38.0, 40.0, 29.0, 45.0, 35.0, null, 30.0, 18.0, 19.0, 22.0, 3.0, 27.0, 20.0, 19.0, 32.0, null, 18.0, 1.0, null, 28.0, 22.0, 31.0, 46.0, 23.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 21.0, null, null, null, null, null, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, null, 17.0, 50.0, 21.0, 64.0, 31.0, 20.0, 25.0, 36.0, null, 30.0, null, 65.0, null, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, null, 38.0, 22.0, null, 34.0, 29.0, 22.0, 9.0, null, 50.0, null, 58.0, 30.0, null, 21.0, 55.0, 71.0, 21.0, null, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 18.0, 28.0, null, 24.0, 47.0, null, 32.0, 22.0, null, null, 40.5, null, 39.0, 23.0, null, 17.0, 30.0, 45.0, null, 9.0, 11.0, 50.0, 64.0, 33.0, 27.0, null, 62.0, null, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 16.0, 19.0, null, 54.0, 36.0, null, 47.0, 22.0, null, 35.0, 47.0, null, 37.0, 36.0, 49.0, null, null, null, 44.0, 36.0, 30.0, 39.0, null, null, 35.0, 34.0, 26.0, 26.0, 27.0, 21.0, 21.0, 61.0, 57.0, 26.0, null, 51.0, null, 9.0, 32.0, 31.0, 41.0, null, 20.0, 2.0, 19.0, null, null, 21.0, 18.0, 24.0, null, 32.0, 23.0, 58.0, 40.0, 47.0, 36.0, 32.0, 25.0, null, 43.0, 31.0, 70.0, null, 18.0, 24.5, 43.0, null, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 25.0, 60.0, 52.0, 44.0, 49.0, 42.0, 18.0, 25.0, 26.0, 39.0, null, 29.0, 52.0, 19.0, null, 33.0, 17.0, 34.0, 50.0, 20.0, 25.0, 25.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, null, null, 36.0, 24.0, 70.0, 16.0, 19.0, 31.0, 33.0, 23.0, 28.0, 18.0, 34.0, null, 41.0, 16.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 18.0, null, null, 29.0, null, 25.0, 25.0, 8.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 30.0, 30.0, 34.0, 31.0, 39.0, 18.0, 39.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 38.0, 2.0, null, null, null, 23.0, 18.0, 21.0, null, 20.0, 16.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, 4.0, 74.0, 9.0, 44.0, null, 41.0, 21.0, null, 24.0, 31.0, null, 26.0, 33.0, 47.0, 20.0, 19.0, null, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, null, 32.0], \"y\": [7.25, 8.05, 8.4583, 51.8625, 21.075, 8.05, 31.275, 7.8542, 29.125, 18.0, 26.0, 21.075, 7.225, 263.0, 7.8958, 27.7208, 10.5, 82.1708, 52.0, 8.05, 18.0, 9.475, 21.0, 7.8958, 8.05, 15.5, 21.6792, 17.8, 39.6875, 7.8, 61.9792, 7.2292, 46.9, 7.2292, 83.475, 27.9, 27.7208, 8.1583, 8.6625, 10.5, 46.9, 73.5, 14.4542, 7.65, 7.8958, 8.05, 9.0, 47.1, 34.375, 8.05, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.8958, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 77.2875, 7.75, 6.975, 7.8958, 7.05, 14.5, 13.0, 15.0458, 53.1, 9.2167, 79.2, 15.2458, 6.75, 11.5, 36.75, 34.375, 26.0, 13.0, 12.525, 8.05, 14.5, 7.3125, 61.3792, 8.05, 8.6625, 69.55, 16.1, 7.775, 8.6625, 39.6875, 27.9, 25.925, 56.4958, 33.5, 29.125, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 50.0, 15.5, 7.8958, 13.0, 7.75, 8.4042, 13.0, 9.5, 69.55, 6.4958, 7.225, 10.4625, 15.85, 7.05, 7.25, 13.0, 7.75, 27.0, 10.5, 13.0, 8.05, 7.8958, 9.35, 7.25, 13.0, 25.4667, 7.775, 13.5, 10.5, 7.55, 26.0, 10.5, 12.275, 14.4542, 10.5, 7.125, 7.225, 90.0, 7.775, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 7.75, 79.65, 0.0, 7.75, 10.5, 39.6875, 31.0, 29.7, 7.75, 0.0, 29.125, 7.75, 7.8542, 9.5, 26.0, 8.6625, 7.8958, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 0.0, 8.05, 24.0, 26.0, 7.8958, 26.25, 14.0, 7.25, 7.8958, 69.55, 6.2375, 28.5, 153.4625, 18.0, 7.8958, 66.6, 35.5, 13.0, 13.0, 13.0, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 13.0, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 6.4958, 8.05, 135.6333, 21.075, 211.5, 4.0125, 7.775, 7.925, 7.8958, 73.5, 46.9, 7.7292, 7.925, 7.7958, 7.8542, 26.0, 10.5, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 7.775, 25.4667, 7.8958, 6.8583, 0.0, 8.05, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 7.75, 7.125, 55.9, 34.375, 263.0, 10.5, 9.5, 7.775, 27.75, 19.9667, 27.75, 8.05, 26.55, 7.75, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 7.25, 8.6625, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 46.9, 0.0, 8.05, 25.4667, 29.7, 8.05, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 108.9, 22.525, 8.05, 7.4958, 34.0208, 24.15, 7.8958, 7.8958, 7.225, 7.2292, 7.75, 221.7792, 7.925, 11.5, 7.2292, 7.2292, 8.6625, 26.55, 14.5, 31.275, 31.275, 106.425, 26.0, 20.525, 26.0, 7.8292, 26.55, 227.525, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 8.05, 14.5, 14.4583, 26.0, 40.125, 8.7125, 15.0, 8.05, 8.05, 7.125, 7.25, 7.75, 26.0, 24.15, 0.0, 7.225, 7.8958, 42.4, 8.05, 15.55, 7.8958, 31.275, 7.05, 7.75, 8.05, 14.4, 16.1, 10.5, 14.4542, 7.8542, 16.1, 32.3208, 12.35, 7.8958, 7.7333, 7.0542, 0.0, 27.9, 7.925, 26.25, 39.6875, 16.1, 7.8542, 27.9, 7.8958, 7.55, 7.8958, 8.4333, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 7.225, 25.5875, 7.4958, 73.5, 13.0, 7.775, 8.05, 52.0, 10.5, 0.0, 7.775, 8.05, 46.9, 8.1375, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 7.225, 26.55, 13.5, 8.05, 110.8833, 7.65, 14.4542, 7.7417, 7.8542, 26.0, 26.55, 9.4833, 13.0, 7.65, 15.5, 7.775, 7.0542, 13.0, 13.0, 8.6625, 26.0, 7.925, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 7.8958, 7.8958, 78.85, 16.1, 71.0, 20.25, 53.1, 7.75, 9.5, 7.8958, 7.7958, 11.5, 8.05, 14.5, 7.125, 7.775, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 7.75, 7.75, 7.7375, 30.0, 23.45, 7.05, 7.25, 29.125, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 7.2292, 24.15, 13.0, 7.775, 0.0, 7.775, 13.0, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 0.0, 39.6875, 6.95, 56.4958, 7.2292, 7.8542, 8.3, 8.6625, 8.05, 7.925, 10.5, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 31.275, 7.775, 15.2458, 26.0, 7.2292, 14.1083, 11.5, 69.55, 13.0, 50.4958, 9.5, 7.8958, 5.0, 9.0, 9.8458, 7.8958, 7.8958, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 23.45, 7.75], \"name\": \"died\", \"mode\": \"markers\", \"marker\": {\"color\": \"black\"}}, {\"type\": \"scatter\", \"x\": [38.0, 26.0, 35.0, 27.0, 14.0, 4.0, 58.0, 55.0, null, null, 34.0, 15.0, 28.0, 38.0, null, null, null, null, 14.0, 3.0, 19.0, null, 49.0, 29.0, null, 21.0, 5.0, 38.0, null, 29.0, 17.0, 32.0, 0.83, 30.0, 29.0, null, 17.0, 33.0, 23.0, 23.0, 34.0, 21.0, null, null, 32.5, 12.0, 24.0, null, 29.0, 19.0, 22.0, 24.0, 27.0, 22.0, 16.0, 40.0, 9.0, null, 1.0, 1.0, 4.0, null, 45.0, 32.0, 19.0, 3.0, 44.0, 58.0, null, 18.0, 26.0, 16.0, 40.0, 35.0, 31.0, 27.0, 32.0, 16.0, 38.0, 19.0, 35.0, 5.0, 8.0, null, 24.0, 37.0, 29.0, null, 30.0, 35.0, 50.0, 3.0, 25.0, 58.0, 35.0, 25.0, 41.0, null, 63.0, 35.0, 19.0, 30.0, 42.0, 22.0, 26.0, 19.0, null, 50.0, null, null, null, 0.92, null, 17.0, 30.0, 24.0, 18.0, 26.0, 24.0, 31.0, 40.0, 30.0, 22.0, 36.0, 36.0, 31.0, 16.0, null, null, 41.0, 45.0, 2.0, 24.0, 24.0, 40.0, null, 3.0, 22.0, null, null, 60.0, null, null, 24.0, 25.0, null, 22.0, 42.0, 1.0, 35.0, 36.0, 17.0, 36.0, 21.0, 23.0, 24.0, 28.0, 39.0, 3.0, 33.0, 44.0, 34.0, 18.0, 28.0, 19.0, 32.0, 28.0, null, 42.0, 14.0, 24.0, 45.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 49.0, 29.0, null, 50.0, 48.0, 0.75, 33.0, 23.0, 2.0, 63.0, 25.0, 35.0, 9.0, 54.0, 16.0, 33.0, null, 26.0, 29.0, 36.0, 54.0, 34.0, 36.0, 30.0, 44.0, 50.0, 2.0, null, 7.0, 30.0, 22.0, 36.0, 32.0, 19.0, null, 8.0, 17.0, 22.0, 22.0, 48.0, 39.0, 36.0, 32.0, 62.0, 53.0, 36.0, null, 34.0, 39.0, 32.0, 25.0, 39.0, 18.0, 60.0, 52.0, null, 49.0, 24.0, 35.0, 27.0, 22.0, 40.0, null, 24.0, 4.0, 42.0, 20.0, 21.0, 80.0, 32.0, 28.0, 24.0, null, 0.75, 48.0, 56.0, 23.0, 18.0, null, 50.0, 20.0, null, 40.0, 31.0, 18.0, 36.0, 27.0, 15.0, 31.0, 4.0, null, null, 18.0, 35.0, 45.0, 42.0, 22.0, null, 24.0, 48.0, 38.0, 27.0, 6.0, 27.0, 30.0, null, 29.0, 35.0, null, 21.0, 31.0, 30.0, 4.0, 6.0, 48.0, 0.67, 33.0, 20.0, 36.0, 51.0, 54.0, 5.0, 43.0, 13.0, 17.0, 18.0, 1.0, 49.0, 31.0, 31.0, 11.0, 0.42, 27.0, 33.0, 52.0, 27.0, 27.0, 1.0, null, 62.0, 15.0, 0.83, 39.0, 32.0, null, 30.0, null, 16.0, 18.0, 45.0, 51.0, 24.0, 48.0, 42.0, 27.0, 4.0, 47.0, 28.0, 15.0, 56.0, 25.0, 19.0, 26.0], \"y\": [71.2833, 7.925, 53.1, 11.1333, 30.0708, 16.7, 26.55, 16.0, 13.0, 7.225, 13.0, 8.0292, 35.5, 31.3875, 7.8792, 146.5208, 7.75, 7.2292, 11.2417, 41.5792, 7.8792, 7.75, 76.7292, 26.0, 35.5, 10.5, 27.75, 80.0, 15.2458, 10.5, 7.925, 56.4958, 29.0, 12.475, 9.5, 7.7875, 10.5, 15.85, 263.0, 63.3583, 23.0, 7.65, 7.775, 24.15, 13.0, 11.2417, 7.1417, 22.3583, 26.0, 26.2833, 7.75, 15.85, 7.7958, 66.6, 7.7333, 15.75, 20.525, 55.0, 11.1333, 39.0, 22.025, 15.5, 26.55, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.05, 18.7875, 7.75, 31.0, 21.0, 113.275, 7.925, 76.2917, 8.05, 90.0, 10.5, 83.475, 31.3875, 26.25, 15.5, 14.5, 52.5542, 15.2458, 79.2, 86.5, 512.3292, 26.0, 31.3875, 7.775, 153.4625, 135.6333, 0.0, 19.5, 7.75, 77.9583, 20.25, 8.05, 9.5, 13.0, 7.75, 78.85, 91.0792, 30.5, 247.5208, 7.75, 23.25, 12.35, 151.55, 110.8833, 108.9, 56.9292, 83.1583, 262.375, 7.8542, 26.0, 164.8667, 134.5, 12.35, 29.0, 135.6333, 13.0, 20.525, 57.9792, 23.25, 133.65, 134.5, 8.05, 26.0, 263.0, 13.0, 13.0, 16.1, 15.9, 55.0, 7.8792, 7.8792, 75.25, 7.2292, 7.75, 69.3, 55.4417, 82.1708, 7.25, 227.525, 15.7417, 52.0, 13.0, 12.0, 120.0, 7.7958, 113.275, 16.7, 12.65, 7.925, 18.75, 90.0, 7.925, 32.5, 13.0, 26.0, 26.0, 8.05, 26.55, 16.1, 26.0, 120.0, 18.75, 26.25, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 89.1042, 7.8958, 51.8625, 10.5, 26.55, 19.2583, 27.75, 13.7917, 12.2875, 9.5875, 91.0792, 90.0, 15.9, 78.2667, 86.5, 26.0, 26.55, 56.4958, 7.75, 26.2875, 59.4, 10.5, 26.0, 93.5, 57.9792, 10.5, 26.0, 22.3583, 26.25, 106.425, 49.5, 71.0, 26.0, 26.0, 13.8625, 36.75, 110.8833, 7.225, 7.775, 39.6, 79.65, 17.4, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 13.0, 55.9, 7.925, 30.0, 110.8833, 79.65, 79.2, 78.2667, 33.0, 56.9292, 27.0, 26.55, 30.5, 41.5792, 153.4625, 15.5, 65.0, 39.0, 52.5542, 15.7417, 77.9583, 30.0, 30.5, 13.0, 69.3, 56.4958, 19.2583, 76.7292, 35.5, 7.55, 23.0, 7.8292, 133.65, 7.925, 52.0, 39.0, 13.0, 9.8417, 512.3292, 76.7292, 211.3375, 57.0, 13.4167, 56.4958, 7.7333, 227.525, 26.2875, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 52.0, 227.525, 10.5, 33.0, 53.1, 21.0, 7.7375, 211.3375, 512.3292, 30.0, 262.375, 7.925, 13.0, 23.0, 12.475, 65.0, 14.5, 86.5, 7.2292, 120.0, 77.9583, 23.0, 12.475, 211.3375, 7.2292, 57.0, 7.4958, 20.575, 25.9292, 8.6833, 26.25, 120.0, 8.5167, 6.975, 53.1, 93.5, 8.6625, 12.475, 37.0042, 7.75, 80.0, 14.4542, 18.75, 83.1583, 56.4958, 29.7, 31.0, 89.1042, 39.4, 9.35, 164.8667, 26.55, 19.2583, 25.9292, 13.0, 13.8583, 11.1333, 52.5542, 24.0, 7.225, 83.1583, 26.0, 30.0, 30.0], \"name\": \"survived\", \"mode\": \"markers\", \"marker\": {\"color\": \"red\"}}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
],
"text/vnd.plotly.v1+html": [
"<div id=\"92d6f100-bd7f-42c8-a754-42b3cb1f6086\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"92d6f100-bd7f-42c8-a754-42b3cb1f6086\", [{\"type\": \"scatter\", \"x\": [22.0, 35.0, null, 54.0, 2.0, 20.0, 39.0, 14.0, 2.0, 31.0, 35.0, 8.0, null, 19.0, null, 40.0, 66.0, 28.0, 42.0, 21.0, 18.0, 40.0, 27.0, null, null, null, null, 18.0, 7.0, 21.0, 65.0, 28.5, 11.0, 22.0, 45.0, 4.0, null, 19.0, 26.0, 32.0, 16.0, 21.0, 26.0, 25.0, null, null, 22.0, 28.0, 16.0, null, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 38.0, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 54.0, null, 45.0, 33.0, 20.0, 47.0, 25.0, 23.0, 37.0, 16.0, 24.0, null, 19.0, 18.0, 19.0, 9.0, 36.5, 42.0, 51.0, 55.5, 40.5, null, 51.0, 30.0, null, null, 44.0, 26.0, 17.0, 1.0, 45.0, null, 28.0, 61.0, 4.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, null, 40.0, 36.0, 19.0, null, 42.0, 24.0, 28.0, null, 34.0, 45.5, 2.0, 32.0, 24.0, 22.0, 30.0, null, 42.0, 30.0, 27.0, 51.0, null, 22.0, 20.5, 18.0, null, 29.0, 59.0, 24.0, null, 44.0, 19.0, 33.0, null, 29.0, 22.0, 30.0, 44.0, 25.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, null, 52.0, 40.0, null, 36.0, 16.0, null, 37.0, 45.0, null, 7.0, 65.0, 28.0, 16.0, null, 33.0, 22.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, 19.0, null, 30.0, 26.0, 28.0, 43.0, 54.0, 22.0, 27.0, null, 61.0, 45.5, 38.0, 16.0, null, 29.0, 45.0, 28.0, 25.0, 36.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 38.0, 40.0, 29.0, 45.0, 35.0, null, 30.0, 18.0, 19.0, 22.0, 3.0, 27.0, 20.0, 19.0, 32.0, null, 18.0, 1.0, null, 28.0, 22.0, 31.0, 46.0, 23.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 21.0, null, null, null, null, null, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, null, 17.0, 50.0, 21.0, 64.0, 31.0, 20.0, 25.0, 36.0, null, 30.0, null, 65.0, null, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, null, 38.0, 22.0, null, 34.0, 29.0, 22.0, 9.0, null, 50.0, null, 58.0, 30.0, null, 21.0, 55.0, 71.0, 21.0, null, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 18.0, 28.0, null, 24.0, 47.0, null, 32.0, 22.0, null, null, 40.5, null, 39.0, 23.0, null, 17.0, 30.0, 45.0, null, 9.0, 11.0, 50.0, 64.0, 33.0, 27.0, null, 62.0, null, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 16.0, 19.0, null, 54.0, 36.0, null, 47.0, 22.0, null, 35.0, 47.0, null, 37.0, 36.0, 49.0, null, null, null, 44.0, 36.0, 30.0, 39.0, null, null, 35.0, 34.0, 26.0, 26.0, 27.0, 21.0, 21.0, 61.0, 57.0, 26.0, null, 51.0, null, 9.0, 32.0, 31.0, 41.0, null, 20.0, 2.0, 19.0, null, null, 21.0, 18.0, 24.0, null, 32.0, 23.0, 58.0, 40.0, 47.0, 36.0, 32.0, 25.0, null, 43.0, 31.0, 70.0, null, 18.0, 24.5, 43.0, null, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 25.0, 60.0, 52.0, 44.0, 49.0, 42.0, 18.0, 25.0, 26.0, 39.0, null, 29.0, 52.0, 19.0, null, 33.0, 17.0, 34.0, 50.0, 20.0, 25.0, 25.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, null, null, 36.0, 24.0, 70.0, 16.0, 19.0, 31.0, 33.0, 23.0, 28.0, 18.0, 34.0, null, 41.0, 16.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 18.0, null, null, 29.0, null, 25.0, 25.0, 8.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 30.0, 30.0, 34.0, 31.0, 39.0, 18.0, 39.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 38.0, 2.0, null, null, null, 23.0, 18.0, 21.0, null, 20.0, 16.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, 4.0, 74.0, 9.0, 44.0, null, 41.0, 21.0, null, 24.0, 31.0, null, 26.0, 33.0, 47.0, 20.0, 19.0, null, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, null, 32.0], \"y\": [7.25, 8.05, 8.4583, 51.8625, 21.075, 8.05, 31.275, 7.8542, 29.125, 18.0, 26.0, 21.075, 7.225, 263.0, 7.8958, 27.7208, 10.5, 82.1708, 52.0, 8.05, 18.0, 9.475, 21.0, 7.8958, 8.05, 15.5, 21.6792, 17.8, 39.6875, 7.8, 61.9792, 7.2292, 46.9, 7.2292, 83.475, 27.9, 27.7208, 8.1583, 8.6625, 10.5, 46.9, 73.5, 14.4542, 7.65, 7.8958, 8.05, 9.0, 47.1, 34.375, 8.05, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.8958, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 77.2875, 7.75, 6.975, 7.8958, 7.05, 14.5, 13.0, 15.0458, 53.1, 9.2167, 79.2, 15.2458, 6.75, 11.5, 36.75, 34.375, 26.0, 13.0, 12.525, 8.05, 14.5, 7.3125, 61.3792, 8.05, 8.6625, 69.55, 16.1, 7.775, 8.6625, 39.6875, 27.9, 25.925, 56.4958, 33.5, 29.125, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 50.0, 15.5, 7.8958, 13.0, 7.75, 8.4042, 13.0, 9.5, 69.55, 6.4958, 7.225, 10.4625, 15.85, 7.05, 7.25, 13.0, 7.75, 27.0, 10.5, 13.0, 8.05, 7.8958, 9.35, 7.25, 13.0, 25.4667, 7.775, 13.5, 10.5, 7.55, 26.0, 10.5, 12.275, 14.4542, 10.5, 7.125, 7.225, 90.0, 7.775, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 7.75, 79.65, 0.0, 7.75, 10.5, 39.6875, 31.0, 29.7, 7.75, 0.0, 29.125, 7.75, 7.8542, 9.5, 26.0, 8.6625, 7.8958, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 0.0, 8.05, 24.0, 26.0, 7.8958, 26.25, 14.0, 7.25, 7.8958, 69.55, 6.2375, 28.5, 153.4625, 18.0, 7.8958, 66.6, 35.5, 13.0, 13.0, 13.0, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 13.0, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 6.4958, 8.05, 135.6333, 21.075, 211.5, 4.0125, 7.775, 7.925, 7.8958, 73.5, 46.9, 7.7292, 7.925, 7.7958, 7.8542, 26.0, 10.5, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 7.775, 25.4667, 7.8958, 6.8583, 0.0, 8.05, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 7.75, 7.125, 55.9, 34.375, 263.0, 10.5, 9.5, 7.775, 27.75, 19.9667, 27.75, 8.05, 26.55, 7.75, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 7.25, 8.6625, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 46.9, 0.0, 8.05, 25.4667, 29.7, 8.05, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 108.9, 22.525, 8.05, 7.4958, 34.0208, 24.15, 7.8958, 7.8958, 7.225, 7.2292, 7.75, 221.7792, 7.925, 11.5, 7.2292, 7.2292, 8.6625, 26.55, 14.5, 31.275, 31.275, 106.425, 26.0, 20.525, 26.0, 7.8292, 26.55, 227.525, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 8.05, 14.5, 14.4583, 26.0, 40.125, 8.7125, 15.0, 8.05, 8.05, 7.125, 7.25, 7.75, 26.0, 24.15, 0.0, 7.225, 7.8958, 42.4, 8.05, 15.55, 7.8958, 31.275, 7.05, 7.75, 8.05, 14.4, 16.1, 10.5, 14.4542, 7.8542, 16.1, 32.3208, 12.35, 7.8958, 7.7333, 7.0542, 0.0, 27.9, 7.925, 26.25, 39.6875, 16.1, 7.8542, 27.9, 7.8958, 7.55, 7.8958, 8.4333, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 7.225, 25.5875, 7.4958, 73.5, 13.0, 7.775, 8.05, 52.0, 10.5, 0.0, 7.775, 8.05, 46.9, 8.1375, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 7.225, 26.55, 13.5, 8.05, 110.8833, 7.65, 14.4542, 7.7417, 7.8542, 26.0, 26.55, 9.4833, 13.0, 7.65, 15.5, 7.775, 7.0542, 13.0, 13.0, 8.6625, 26.0, 7.925, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 7.8958, 7.8958, 78.85, 16.1, 71.0, 20.25, 53.1, 7.75, 9.5, 7.8958, 7.7958, 11.5, 8.05, 14.5, 7.125, 7.775, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 7.75, 7.75, 7.7375, 30.0, 23.45, 7.05, 7.25, 29.125, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 7.2292, 24.15, 13.0, 7.775, 0.0, 7.775, 13.0, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 0.0, 39.6875, 6.95, 56.4958, 7.2292, 7.8542, 8.3, 8.6625, 8.05, 7.925, 10.5, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 31.275, 7.775, 15.2458, 26.0, 7.2292, 14.1083, 11.5, 69.55, 13.0, 50.4958, 9.5, 7.8958, 5.0, 9.0, 9.8458, 7.8958, 7.8958, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 23.45, 7.75], \"name\": \"died\", \"mode\": \"markers\", \"marker\": {\"color\": \"black\"}}, {\"type\": \"scatter\", \"x\": [38.0, 26.0, 35.0, 27.0, 14.0, 4.0, 58.0, 55.0, null, null, 34.0, 15.0, 28.0, 38.0, null, null, null, null, 14.0, 3.0, 19.0, null, 49.0, 29.0, null, 21.0, 5.0, 38.0, null, 29.0, 17.0, 32.0, 0.83, 30.0, 29.0, null, 17.0, 33.0, 23.0, 23.0, 34.0, 21.0, null, null, 32.5, 12.0, 24.0, null, 29.0, 19.0, 22.0, 24.0, 27.0, 22.0, 16.0, 40.0, 9.0, null, 1.0, 1.0, 4.0, null, 45.0, 32.0, 19.0, 3.0, 44.0, 58.0, null, 18.0, 26.0, 16.0, 40.0, 35.0, 31.0, 27.0, 32.0, 16.0, 38.0, 19.0, 35.0, 5.0, 8.0, null, 24.0, 37.0, 29.0, null, 30.0, 35.0, 50.0, 3.0, 25.0, 58.0, 35.0, 25.0, 41.0, null, 63.0, 35.0, 19.0, 30.0, 42.0, 22.0, 26.0, 19.0, null, 50.0, null, null, null, 0.92, null, 17.0, 30.0, 24.0, 18.0, 26.0, 24.0, 31.0, 40.0, 30.0, 22.0, 36.0, 36.0, 31.0, 16.0, null, null, 41.0, 45.0, 2.0, 24.0, 24.0, 40.0, null, 3.0, 22.0, null, null, 60.0, null, null, 24.0, 25.0, null, 22.0, 42.0, 1.0, 35.0, 36.0, 17.0, 36.0, 21.0, 23.0, 24.0, 28.0, 39.0, 3.0, 33.0, 44.0, 34.0, 18.0, 28.0, 19.0, 32.0, 28.0, null, 42.0, 14.0, 24.0, 45.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 49.0, 29.0, null, 50.0, 48.0, 0.75, 33.0, 23.0, 2.0, 63.0, 25.0, 35.0, 9.0, 54.0, 16.0, 33.0, null, 26.0, 29.0, 36.0, 54.0, 34.0, 36.0, 30.0, 44.0, 50.0, 2.0, null, 7.0, 30.0, 22.0, 36.0, 32.0, 19.0, null, 8.0, 17.0, 22.0, 22.0, 48.0, 39.0, 36.0, 32.0, 62.0, 53.0, 36.0, null, 34.0, 39.0, 32.0, 25.0, 39.0, 18.0, 60.0, 52.0, null, 49.0, 24.0, 35.0, 27.0, 22.0, 40.0, null, 24.0, 4.0, 42.0, 20.0, 21.0, 80.0, 32.0, 28.0, 24.0, null, 0.75, 48.0, 56.0, 23.0, 18.0, null, 50.0, 20.0, null, 40.0, 31.0, 18.0, 36.0, 27.0, 15.0, 31.0, 4.0, null, null, 18.0, 35.0, 45.0, 42.0, 22.0, null, 24.0, 48.0, 38.0, 27.0, 6.0, 27.0, 30.0, null, 29.0, 35.0, null, 21.0, 31.0, 30.0, 4.0, 6.0, 48.0, 0.67, 33.0, 20.0, 36.0, 51.0, 54.0, 5.0, 43.0, 13.0, 17.0, 18.0, 1.0, 49.0, 31.0, 31.0, 11.0, 0.42, 27.0, 33.0, 52.0, 27.0, 27.0, 1.0, null, 62.0, 15.0, 0.83, 39.0, 32.0, null, 30.0, null, 16.0, 18.0, 45.0, 51.0, 24.0, 48.0, 42.0, 27.0, 4.0, 47.0, 28.0, 15.0, 56.0, 25.0, 19.0, 26.0], \"y\": [71.2833, 7.925, 53.1, 11.1333, 30.0708, 16.7, 26.55, 16.0, 13.0, 7.225, 13.0, 8.0292, 35.5, 31.3875, 7.8792, 146.5208, 7.75, 7.2292, 11.2417, 41.5792, 7.8792, 7.75, 76.7292, 26.0, 35.5, 10.5, 27.75, 80.0, 15.2458, 10.5, 7.925, 56.4958, 29.0, 12.475, 9.5, 7.7875, 10.5, 15.85, 263.0, 63.3583, 23.0, 7.65, 7.775, 24.15, 13.0, 11.2417, 7.1417, 22.3583, 26.0, 26.2833, 7.75, 15.85, 7.7958, 66.6, 7.7333, 15.75, 20.525, 55.0, 11.1333, 39.0, 22.025, 15.5, 26.55, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.05, 18.7875, 7.75, 31.0, 21.0, 113.275, 7.925, 76.2917, 8.05, 90.0, 10.5, 83.475, 31.3875, 26.25, 15.5, 14.5, 52.5542, 15.2458, 79.2, 86.5, 512.3292, 26.0, 31.3875, 7.775, 153.4625, 135.6333, 0.0, 19.5, 7.75, 77.9583, 20.25, 8.05, 9.5, 13.0, 7.75, 78.85, 91.0792, 30.5, 247.5208, 7.75, 23.25, 12.35, 151.55, 110.8833, 108.9, 56.9292, 83.1583, 262.375, 7.8542, 26.0, 164.8667, 134.5, 12.35, 29.0, 135.6333, 13.0, 20.525, 57.9792, 23.25, 133.65, 134.5, 8.05, 26.0, 263.0, 13.0, 13.0, 16.1, 15.9, 55.0, 7.8792, 7.8792, 75.25, 7.2292, 7.75, 69.3, 55.4417, 82.1708, 7.25, 227.525, 15.7417, 52.0, 13.0, 12.0, 120.0, 7.7958, 113.275, 16.7, 12.65, 7.925, 18.75, 90.0, 7.925, 32.5, 13.0, 26.0, 26.0, 8.05, 26.55, 16.1, 26.0, 120.0, 18.75, 26.25, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 89.1042, 7.8958, 51.8625, 10.5, 26.55, 19.2583, 27.75, 13.7917, 12.2875, 9.5875, 91.0792, 90.0, 15.9, 78.2667, 86.5, 26.0, 26.55, 56.4958, 7.75, 26.2875, 59.4, 10.5, 26.0, 93.5, 57.9792, 10.5, 26.0, 22.3583, 26.25, 106.425, 49.5, 71.0, 26.0, 26.0, 13.8625, 36.75, 110.8833, 7.225, 7.775, 39.6, 79.65, 17.4, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 13.0, 55.9, 7.925, 30.0, 110.8833, 79.65, 79.2, 78.2667, 33.0, 56.9292, 27.0, 26.55, 30.5, 41.5792, 153.4625, 15.5, 65.0, 39.0, 52.5542, 15.7417, 77.9583, 30.0, 30.5, 13.0, 69.3, 56.4958, 19.2583, 76.7292, 35.5, 7.55, 23.0, 7.8292, 133.65, 7.925, 52.0, 39.0, 13.0, 9.8417, 512.3292, 76.7292, 211.3375, 57.0, 13.4167, 56.4958, 7.7333, 227.525, 26.2875, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 52.0, 227.525, 10.5, 33.0, 53.1, 21.0, 7.7375, 211.3375, 512.3292, 30.0, 262.375, 7.925, 13.0, 23.0, 12.475, 65.0, 14.5, 86.5, 7.2292, 120.0, 77.9583, 23.0, 12.475, 211.3375, 7.2292, 57.0, 7.4958, 20.575, 25.9292, 8.6833, 26.25, 120.0, 8.5167, 6.975, 53.1, 93.5, 8.6625, 12.475, 37.0042, 7.75, 80.0, 14.4542, 18.75, 83.1583, 56.4958, 29.7, 31.0, 89.1042, 39.4, 9.35, 164.8667, 26.55, 19.2583, 25.9292, 13.0, 13.8583, 11.1333, 52.5542, 24.0, 7.225, 83.1583, 26.0, 30.0, 30.0], \"name\": \"survived\", \"mode\": \"markers\", \"marker\": {\"color\": \"red\"}}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"died = plotly.offline.plotly.graph_objs.Scatter(\n",
" x = X_died.Age,\n",
" y = X_died.Fare,\n",
" name = \"died\",\n",
" mode = \"markers\",\n",
" marker = dict( color = 'black')\n",
")\n",
"\n",
"survived = plotly.offline.plotly.graph_objs.Scatter(\n",
" x = X_survived.Age,\n",
" y = X_survived.Fare,\n",
" name = \"survived\",\n",
" mode = \"markers\",\n",
" marker = dict( color = 'red')\n",
")\n",
"\n",
"data = [died, survived]\n",
"\n",
"plotly.iplot(data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Agora podemos observar sobreviveram mais jovens do que passageiros mais velhos. E parece que entre os ricos também houve mais sobreviventes.\n",
"\n",
"Ainda assim, não estou satisfeito. Não é possível visualizar todos os passageiros, pois os pontos se sobrepõe. Vamos tentar com uma terceira dimensão e incluir o Sexo dos passageiros na visualização."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"marker": {
"color": "black"
},
"mode": "markers",
"name": "died",
"text": [
"age",
"fare",
"age"
],
"type": "scatter3d",
"x": [
22,
35,
null,
54,
2,
20,
39,
14,
2,
31,
35,
8,
null,
19,
null,
40,
66,
28,
42,
21,
18,
40,
27,
null,
null,
null,
null,
18,
7,
21,
65,
28.5,
11,
22,
45,
4,
null,
19,
26,
32,
16,
21,
26,
25,
null,
null,
22,
28,
16,
null,
24,
29,
20,
46,
26,
59,
null,
71,
34,
28,
null,
21,
33,
37,
28,
38,
47,
14.5,
22,
20,
17,
21,
70.5,
29,
24,
2,
21,
null,
32.5,
54,
null,
45,
33,
20,
47,
25,
23,
37,
16,
24,
null,
19,
18,
19,
9,
36.5,
42,
51,
55.5,
40.5,
null,
51,
30,
null,
null,
44,
26,
17,
1,
45,
null,
28,
61,
4,
21,
56,
18,
null,
50,
30,
36,
null,
null,
9,
null,
40,
36,
19,
null,
42,
24,
28,
null,
34,
45.5,
2,
32,
24,
22,
30,
null,
42,
30,
27,
51,
null,
22,
20.5,
18,
null,
29,
59,
24,
null,
44,
19,
33,
null,
29,
22,
30,
44,
25,
54,
null,
29,
62,
30,
41,
null,
52,
40,
null,
36,
16,
null,
37,
45,
null,
7,
65,
28,
16,
null,
33,
22,
36,
24,
24,
null,
23.5,
2,
19,
null,
30,
26,
28,
43,
54,
22,
27,
null,
61,
45.5,
38,
16,
null,
29,
45,
28,
25,
36,
42,
23,
null,
15,
25,
null,
28,
38,
40,
29,
45,
35,
null,
30,
18,
19,
22,
3,
27,
20,
19,
32,
null,
18,
1,
null,
28,
22,
31,
46,
23,
26,
21,
28,
20,
34,
51,
21,
null,
null,
null,
null,
null,
30,
10,
null,
21,
29,
28,
18,
null,
null,
17,
50,
21,
64,
31,
20,
25,
36,
null,
30,
null,
65,
null,
34,
47,
48,
null,
38,
null,
56,
null,
null,
38,
22,
null,
34,
29,
22,
9,
null,
50,
null,
58,
30,
null,
21,
55,
71,
21,
null,
null,
25,
24,
17,
21,
null,
37,
18,
28,
null,
24,
47,
null,
32,
22,
null,
null,
40.5,
null,
39,
23,
null,
17,
30,
45,
null,
9,
11,
50,
64,
33,
27,
null,
62,
null,
null,
40,
28,
null,
null,
24,
19,
29,
null,
16,
19,
null,
54,
36,
null,
47,
22,
null,
35,
47,
null,
37,
36,
49,
null,
null,
null,
44,
36,
30,
39,
null,
null,
35,
34,
26,
26,
27,
21,
21,
61,
57,
26,
null,
51,
null,
9,
32,
31,
41,
null,
20,
2,
19,
null,
null,
21,
18,
24,
null,
32,
23,
58,
40,
47,
36,
32,
25,
null,
43,
31,
70,
null,
18,
24.5,
43,
null,
20,
14,
60,
25,
14,
19,
18,
25,
60,
52,
44,
49,
42,
18,
25,
26,
39,
null,
29,
52,
19,
null,
33,
17,
34,
50,
20,
25,
25,
11,
null,
23,
23,
28.5,
48,
null,
null,
36,
24,
70,
16,
19,
31,
33,
23,
28,
18,
34,
null,
41,
16,
null,
30.5,
null,
32,
24,
48,
57,
null,
18,
null,
null,
29,
null,
25,
25,
8,
46,
null,
16,
null,
null,
25,
39,
30,
30,
34,
31,
39,
18,
39,
26,
39,
35,
6,
30.5,
null,
23,
31,
43,
10,
38,
2,
null,
null,
null,
23,
18,
21,
null,
20,
16,
34.5,
17,
42,
null,
35,
28,
4,
74,
9,
44,
null,
41,
21,
null,
24,
31,
null,
26,
33,
47,
20,
19,
null,
33,
22,
28,
25,
39,
27,
null,
32
],
"y": [
7.25,
8.05,
8.4583,
51.8625,
21.075,
8.05,
31.275,
7.8542,
29.125,
18,
26,
21.075,
7.225,
263,
7.8958,
27.7208,
10.5,
82.1708,
52,
8.05,
18,
9.475,
21,
7.8958,
8.05,
15.5,
21.6792,
17.8,
39.6875,
7.8,
61.9792,
7.2292,
46.9,
7.2292,
83.475,
27.9,
27.7208,
8.1583,
8.6625,
10.5,
46.9,
73.5,
14.4542,
7.65,
7.8958,
8.05,
9,
47.1,
34.375,
8.05,
8.05,
8.05,
7.8542,
61.175,
20.575,
7.25,
8.05,
34.6542,
26,
7.8958,
7.8958,
77.2875,
8.6542,
7.925,
7.8958,
7.8958,
52,
14.4542,
8.05,
9.825,
14.4583,
7.925,
7.75,
21,
247.5208,
31.275,
73.5,
8.05,
30.0708,
77.2875,
7.75,
6.975,
7.8958,
7.05,
14.5,
13,
15.0458,
53.1,
9.2167,
79.2,
15.2458,
6.75,
11.5,
36.75,
34.375,
26,
13,
12.525,
8.05,
14.5,
7.3125,
61.3792,
8.05,
8.6625,
69.55,
16.1,
7.775,
8.6625,
39.6875,
27.9,
25.925,
56.4958,
33.5,
29.125,
7.925,
30.6958,
7.8542,
25.4667,
28.7125,
13,
0,
69.55,
15.05,
31.3875,
50,
15.5,
7.8958,
13,
7.75,
8.4042,
13,
9.5,
69.55,
6.4958,
7.225,
10.4625,
15.85,
7.05,
7.25,
13,
7.75,
27,
10.5,
13,
8.05,
7.8958,
9.35,
7.25,
13,
25.4667,
7.775,
13.5,
10.5,
7.55,
26,
10.5,
12.275,
14.4542,
10.5,
7.125,
7.225,
90,
7.775,
26,
7.25,
10.4625,
26.55,
16.1,
20.2125,
7.75,
79.65,
0,
7.75,
10.5,
39.6875,
31,
29.7,
7.75,
0,
29.125,
7.75,
7.8542,
9.5,
26,
8.6625,
7.8958,
12.875,
8.85,
7.8958,
27.7208,
7.2292,
151.55,
0,
8.05,
24,
26,
7.8958,
26.25,
14,
7.25,
7.8958,
69.55,
6.2375,
28.5,
153.4625,
18,
7.8958,
66.6,
35.5,
13,
13,
13,
8.6625,
9.225,
35,
7.2292,
17.8,
7.225,
9.5,
13,
27.9,
27.7208,
14.4542,
7.05,
15.5,
7.25,
6.4958,
8.05,
135.6333,
21.075,
211.5,
4.0125,
7.775,
7.925,
7.8958,
73.5,
46.9,
7.7292,
7.925,
7.7958,
7.8542,
26,
10.5,
8.05,
9.825,
15.85,
8.6625,
21,
7.75,
7.775,
25.4667,
7.8958,
6.8583,
0,
8.05,
13,
24.15,
7.8958,
7.7333,
7.875,
14.4,
20.2125,
7.25,
7.75,
7.125,
55.9,
34.375,
263,
10.5,
9.5,
7.775,
27.75,
19.9667,
27.75,
8.05,
26.55,
7.75,
8.05,
38.5,
13,
8.05,
7.05,
0,
26.55,
7.725,
7.25,
8.6625,
9.8375,
52,
21,
7.0458,
7.5208,
46.9,
0,
8.05,
25.4667,
29.7,
8.05,
19.9667,
7.25,
30.5,
49.5042,
8.05,
14.4583,
15.1,
151.55,
7.7958,
8.6625,
7.75,
7.6292,
9.5875,
108.9,
22.525,
8.05,
7.4958,
34.0208,
24.15,
7.8958,
7.8958,
7.225,
7.2292,
7.75,
221.7792,
7.925,
11.5,
7.2292,
7.2292,
8.6625,
26.55,
14.5,
31.275,
31.275,
106.425,
26,
20.525,
26,
7.8292,
26.55,
227.525,
7.75,
7.8958,
13.5,
8.05,
8.05,
24.15,
7.8958,
21.075,
7.2292,
8.05,
14.5,
14.4583,
26,
40.125,
8.7125,
15,
8.05,
8.05,
7.125,
7.25,
7.75,
26,
24.15,
0,
7.225,
7.8958,
42.4,
8.05,
15.55,
7.8958,
31.275,
7.05,
7.75,
8.05,
14.4,
16.1,
10.5,
14.4542,
7.8542,
16.1,
32.3208,
12.35,
7.8958,
7.7333,
7.0542,
0,
27.9,
7.925,
26.25,
39.6875,
16.1,
7.8542,
27.9,
7.8958,
7.55,
7.8958,
8.4333,
6.75,
73.5,
7.8958,
15.5,
13,
113.275,
7.225,
25.5875,
7.4958,
73.5,
13,
7.775,
8.05,
52,
10.5,
0,
7.775,
8.05,
46.9,
8.1375,
9.225,
46.9,
39,
41.5792,
39.6875,
10.1708,
7.7958,
7.225,
26.55,
13.5,
8.05,
110.8833,
7.65,
14.4542,
7.7417,
7.8542,
26,
26.55,
9.4833,
13,
7.65,
15.5,
7.775,
7.0542,
13,
13,
8.6625,
26,
7.925,
18.7875,
0,
13,
13,
16.1,
34.375,
7.8958,
7.8958,
78.85,
16.1,
71,
20.25,
53.1,
7.75,
9.5,
7.8958,
7.7958,
11.5,
8.05,
14.5,
7.125,
7.775,
39.6,
7.75,
24.15,
8.3625,
9.5,
7.8542,
10.5,
7.225,
7.75,
7.75,
7.7375,
30,
23.45,
7.05,
7.25,
29.125,
79.2,
7.75,
26,
69.55,
30.6958,
7.8958,
13,
7.2292,
24.15,
13,
7.775,
0,
7.775,
13,
7.8875,
24.15,
10.5,
31.275,
8.05,
0,
7.925,
37.0042,
6.45,
27.9,
0,
39.6875,
6.95,
56.4958,
7.2292,
7.8542,
8.3,
8.6625,
8.05,
7.925,
10.5,
6.4375,
8.6625,
7.55,
69.55,
7.8958,
33,
31.275,
7.775,
15.2458,
26,
7.2292,
14.1083,
11.5,
69.55,
13,
50.4958,
9.5,
7.8958,
5,
9,
9.8458,
7.8958,
7.8958,
7.8958,
10.5167,
10.5,
7.05,
29.125,
13,
23.45,
7.75
],
"z": [
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"male",
"male",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male"
]
},
{
"marker": {
"color": "red"
},
"mode": "markers",
"name": "survived",
"text": [
"age",
"fare",
"age"
],
"type": "scatter3d",
"x": [
38,
26,
35,
27,
14,
4,
58,
55,
null,
null,
34,
15,
28,
38,
null,
null,
null,
null,
14,
3,
19,
null,
49,
29,
null,
21,
5,
38,
null,
29,
17,
32,
0.83,
30,
29,
null,
17,
33,
23,
23,
34,
21,
null,
null,
32.5,
12,
24,
null,
29,
19,
22,
24,
27,
22,
16,
40,
9,
null,
1,
1,
4,
null,
45,
32,
19,
3,
44,
58,
null,
18,
26,
16,
40,
35,
31,
27,
32,
16,
38,
19,
35,
5,
8,
null,
24,
37,
29,
null,
30,
35,
50,
3,
25,
58,
35,
25,
41,
null,
63,
35,
19,
30,
42,
22,
26,
19,
null,
50,
null,
null,
null,
0.92,
null,
17,
30,
24,
18,
26,
24,
31,
40,
30,
22,
36,
36,
31,
16,
null,
null,
41,
45,
2,
24,
24,
40,
null,
3,
22,
null,
null,
60,
null,
null,
24,
25,
null,
22,
42,
1,
35,
36,
17,
36,
21,
23,
24,
28,
39,
3,
33,
44,
34,
18,
28,
19,
32,
28,
null,
42,
14,
24,
45,
28,
null,
4,
13,
34,
5,
52,
49,
29,
null,
50,
48,
0.75,
33,
23,
2,
63,
25,
35,
9,
54,
16,
33,
null,
26,
29,
36,
54,
34,
36,
30,
44,
50,
2,
null,
7,
30,
22,
36,
32,
19,
null,
8,
17,
22,
22,
48,
39,
36,
32,
62,
53,
36,
null,
34,
39,
32,
25,
39,
18,
60,
52,
null,
49,
24,
35,
27,
22,
40,
null,
24,
4,
42,
20,
21,
80,
32,
28,
24,
null,
0.75,
48,
56,
23,
18,
null,
50,
20,
null,
40,
31,
18,
36,
27,
15,
31,
4,
null,
null,
18,
35,
45,
42,
22,
null,
24,
48,
38,
27,
6,
27,
30,
null,
29,
35,
null,
21,
31,
30,
4,
6,
48,
0.67,
33,
20,
36,
51,
54,
5,
43,
13,
17,
18,
1,
49,
31,
31,
11,
0.42,
27,
33,
52,
27,
27,
1,
null,
62,
15,
0.83,
39,
32,
null,
30,
null,
16,
18,
45,
51,
24,
48,
42,
27,
4,
47,
28,
15,
56,
25,
19,
26
],
"y": [
71.2833,
7.925,
53.1,
11.1333,
30.0708,
16.7,
26.55,
16,
13,
7.225,
13,
8.0292,
35.5,
31.3875,
7.8792,
146.5208,
7.75,
7.2292,
11.2417,
41.5792,
7.8792,
7.75,
76.7292,
26,
35.5,
10.5,
27.75,
80,
15.2458,
10.5,
7.925,
56.4958,
29,
12.475,
9.5,
7.7875,
10.5,
15.85,
263,
63.3583,
23,
7.65,
7.775,
24.15,
13,
11.2417,
7.1417,
22.3583,
26,
26.2833,
7.75,
15.85,
7.7958,
66.6,
7.7333,
15.75,
20.525,
55,
11.1333,
39,
22.025,
15.5,
26.55,
13,
7.8542,
26,
27.7208,
146.5208,
7.75,
8.05,
18.7875,
7.75,
31,
21,
113.275,
7.925,
76.2917,
8.05,
90,
10.5,
83.475,
31.3875,
26.25,
15.5,
14.5,
52.5542,
15.2458,
79.2,
86.5,
512.3292,
26,
31.3875,
7.775,
153.4625,
135.6333,
0,
19.5,
7.75,
77.9583,
20.25,
8.05,
9.5,
13,
7.75,
78.85,
91.0792,
30.5,
247.5208,
7.75,
23.25,
12.35,
151.55,
110.8833,
108.9,
56.9292,
83.1583,
262.375,
7.8542,
26,
164.8667,
134.5,
12.35,
29,
135.6333,
13,
20.525,
57.9792,
23.25,
133.65,
134.5,
8.05,
26,
263,
13,
13,
16.1,
15.9,
55,
7.8792,
7.8792,
75.25,
7.2292,
7.75,
69.3,
55.4417,
82.1708,
7.25,
227.525,
15.7417,
52,
13,
12,
120,
7.7958,
113.275,
16.7,
12.65,
7.925,
18.75,
90,
7.925,
32.5,
13,
26,
26,
8.05,
26.55,
16.1,
26,
120,
18.75,
26.25,
13,
8.1125,
81.8583,
19.5,
26.55,
19.2583,
30.5,
89.1042,
7.8958,
51.8625,
10.5,
26.55,
19.2583,
27.75,
13.7917,
12.2875,
9.5875,
91.0792,
90,
15.9,
78.2667,
86.5,
26,
26.55,
56.4958,
7.75,
26.2875,
59.4,
10.5,
26,
93.5,
57.9792,
10.5,
26,
22.3583,
26.25,
106.425,
49.5,
71,
26,
26,
13.8625,
36.75,
110.8833,
7.225,
7.775,
39.6,
79.65,
17.4,
7.8542,
10.5,
51.4792,
26.3875,
7.75,
13,
55.9,
7.925,
30,
110.8833,
79.65,
79.2,
78.2667,
33,
56.9292,
27,
26.55,
30.5,
41.5792,
153.4625,
15.5,
65,
39,
52.5542,
15.7417,
77.9583,
30,
30.5,
13,
69.3,
56.4958,
19.2583,
76.7292,
35.5,
7.55,
23,
7.8292,
133.65,
7.925,
52,
39,
13,
9.8417,
512.3292,
76.7292,
211.3375,
57,
13.4167,
56.4958,
7.7333,
227.525,
26.2875,
13.5,
26.2875,
151.55,
15.2458,
49.5042,
52,
227.525,
10.5,
33,
53.1,
21,
7.7375,
211.3375,
512.3292,
30,
262.375,
7.925,
13,
23,
12.475,
65,
14.5,
86.5,
7.2292,
120,
77.9583,
23,
12.475,
211.3375,
7.2292,
57,
7.4958,
20.575,
25.9292,
8.6833,
26.25,
120,
8.5167,
6.975,
53.1,
93.5,
8.6625,
12.475,
37.0042,
7.75,
80,
14.4542,
18.75,
83.1583,
56.4958,
29.7,
31,
89.1042,
39.4,
9.35,
164.8667,
26.55,
19.2583,
25.9292,
13,
13.8583,
11.1333,
52.5542,
24,
7.225,
83.1583,
26,
30,
30
],
"z": [
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"male",
"male",
"male",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"male",
"male",
"male",
"male",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"female",
"male",
"female",
"female",
"male",
"female",
"male",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"male",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"male",
"female",
"male",
"male",
"female",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"male",
"female",
"female",
"female",
"female",
"female",
"female",
"male"
]
}
],
"layout": {}
},
"text/html": [
"<div id=\"4aaf75c9-a3de-4978-b55d-259658fd6d11\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"4aaf75c9-a3de-4978-b55d-259658fd6d11\", [{\"type\": \"scatter3d\", \"x\": [22.0, 35.0, null, 54.0, 2.0, 20.0, 39.0, 14.0, 2.0, 31.0, 35.0, 8.0, null, 19.0, null, 40.0, 66.0, 28.0, 42.0, 21.0, 18.0, 40.0, 27.0, null, null, null, null, 18.0, 7.0, 21.0, 65.0, 28.5, 11.0, 22.0, 45.0, 4.0, null, 19.0, 26.0, 32.0, 16.0, 21.0, 26.0, 25.0, null, null, 22.0, 28.0, 16.0, null, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 38.0, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 54.0, null, 45.0, 33.0, 20.0, 47.0, 25.0, 23.0, 37.0, 16.0, 24.0, null, 19.0, 18.0, 19.0, 9.0, 36.5, 42.0, 51.0, 55.5, 40.5, null, 51.0, 30.0, null, null, 44.0, 26.0, 17.0, 1.0, 45.0, null, 28.0, 61.0, 4.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, null, 40.0, 36.0, 19.0, null, 42.0, 24.0, 28.0, null, 34.0, 45.5, 2.0, 32.0, 24.0, 22.0, 30.0, null, 42.0, 30.0, 27.0, 51.0, null, 22.0, 20.5, 18.0, null, 29.0, 59.0, 24.0, null, 44.0, 19.0, 33.0, null, 29.0, 22.0, 30.0, 44.0, 25.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, null, 52.0, 40.0, null, 36.0, 16.0, null, 37.0, 45.0, null, 7.0, 65.0, 28.0, 16.0, null, 33.0, 22.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, 19.0, null, 30.0, 26.0, 28.0, 43.0, 54.0, 22.0, 27.0, null, 61.0, 45.5, 38.0, 16.0, null, 29.0, 45.0, 28.0, 25.0, 36.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 38.0, 40.0, 29.0, 45.0, 35.0, null, 30.0, 18.0, 19.0, 22.0, 3.0, 27.0, 20.0, 19.0, 32.0, null, 18.0, 1.0, null, 28.0, 22.0, 31.0, 46.0, 23.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 21.0, null, null, null, null, null, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, null, 17.0, 50.0, 21.0, 64.0, 31.0, 20.0, 25.0, 36.0, null, 30.0, null, 65.0, null, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, null, 38.0, 22.0, null, 34.0, 29.0, 22.0, 9.0, null, 50.0, null, 58.0, 30.0, null, 21.0, 55.0, 71.0, 21.0, null, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 18.0, 28.0, null, 24.0, 47.0, null, 32.0, 22.0, null, null, 40.5, null, 39.0, 23.0, null, 17.0, 30.0, 45.0, null, 9.0, 11.0, 50.0, 64.0, 33.0, 27.0, null, 62.0, null, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 16.0, 19.0, null, 54.0, 36.0, null, 47.0, 22.0, null, 35.0, 47.0, null, 37.0, 36.0, 49.0, null, null, null, 44.0, 36.0, 30.0, 39.0, null, null, 35.0, 34.0, 26.0, 26.0, 27.0, 21.0, 21.0, 61.0, 57.0, 26.0, null, 51.0, null, 9.0, 32.0, 31.0, 41.0, null, 20.0, 2.0, 19.0, null, null, 21.0, 18.0, 24.0, null, 32.0, 23.0, 58.0, 40.0, 47.0, 36.0, 32.0, 25.0, null, 43.0, 31.0, 70.0, null, 18.0, 24.5, 43.0, null, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 25.0, 60.0, 52.0, 44.0, 49.0, 42.0, 18.0, 25.0, 26.0, 39.0, null, 29.0, 52.0, 19.0, null, 33.0, 17.0, 34.0, 50.0, 20.0, 25.0, 25.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, null, null, 36.0, 24.0, 70.0, 16.0, 19.0, 31.0, 33.0, 23.0, 28.0, 18.0, 34.0, null, 41.0, 16.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 18.0, null, null, 29.0, null, 25.0, 25.0, 8.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 30.0, 30.0, 34.0, 31.0, 39.0, 18.0, 39.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 38.0, 2.0, null, null, null, 23.0, 18.0, 21.0, null, 20.0, 16.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, 4.0, 74.0, 9.0, 44.0, null, 41.0, 21.0, null, 24.0, 31.0, null, 26.0, 33.0, 47.0, 20.0, 19.0, null, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, null, 32.0], \"y\": [7.25, 8.05, 8.4583, 51.8625, 21.075, 8.05, 31.275, 7.8542, 29.125, 18.0, 26.0, 21.075, 7.225, 263.0, 7.8958, 27.7208, 10.5, 82.1708, 52.0, 8.05, 18.0, 9.475, 21.0, 7.8958, 8.05, 15.5, 21.6792, 17.8, 39.6875, 7.8, 61.9792, 7.2292, 46.9, 7.2292, 83.475, 27.9, 27.7208, 8.1583, 8.6625, 10.5, 46.9, 73.5, 14.4542, 7.65, 7.8958, 8.05, 9.0, 47.1, 34.375, 8.05, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.8958, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 77.2875, 7.75, 6.975, 7.8958, 7.05, 14.5, 13.0, 15.0458, 53.1, 9.2167, 79.2, 15.2458, 6.75, 11.5, 36.75, 34.375, 26.0, 13.0, 12.525, 8.05, 14.5, 7.3125, 61.3792, 8.05, 8.6625, 69.55, 16.1, 7.775, 8.6625, 39.6875, 27.9, 25.925, 56.4958, 33.5, 29.125, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 50.0, 15.5, 7.8958, 13.0, 7.75, 8.4042, 13.0, 9.5, 69.55, 6.4958, 7.225, 10.4625, 15.85, 7.05, 7.25, 13.0, 7.75, 27.0, 10.5, 13.0, 8.05, 7.8958, 9.35, 7.25, 13.0, 25.4667, 7.775, 13.5, 10.5, 7.55, 26.0, 10.5, 12.275, 14.4542, 10.5, 7.125, 7.225, 90.0, 7.775, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 7.75, 79.65, 0.0, 7.75, 10.5, 39.6875, 31.0, 29.7, 7.75, 0.0, 29.125, 7.75, 7.8542, 9.5, 26.0, 8.6625, 7.8958, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 0.0, 8.05, 24.0, 26.0, 7.8958, 26.25, 14.0, 7.25, 7.8958, 69.55, 6.2375, 28.5, 153.4625, 18.0, 7.8958, 66.6, 35.5, 13.0, 13.0, 13.0, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 13.0, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 6.4958, 8.05, 135.6333, 21.075, 211.5, 4.0125, 7.775, 7.925, 7.8958, 73.5, 46.9, 7.7292, 7.925, 7.7958, 7.8542, 26.0, 10.5, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 7.775, 25.4667, 7.8958, 6.8583, 0.0, 8.05, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 7.75, 7.125, 55.9, 34.375, 263.0, 10.5, 9.5, 7.775, 27.75, 19.9667, 27.75, 8.05, 26.55, 7.75, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 7.25, 8.6625, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 46.9, 0.0, 8.05, 25.4667, 29.7, 8.05, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 108.9, 22.525, 8.05, 7.4958, 34.0208, 24.15, 7.8958, 7.8958, 7.225, 7.2292, 7.75, 221.7792, 7.925, 11.5, 7.2292, 7.2292, 8.6625, 26.55, 14.5, 31.275, 31.275, 106.425, 26.0, 20.525, 26.0, 7.8292, 26.55, 227.525, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 8.05, 14.5, 14.4583, 26.0, 40.125, 8.7125, 15.0, 8.05, 8.05, 7.125, 7.25, 7.75, 26.0, 24.15, 0.0, 7.225, 7.8958, 42.4, 8.05, 15.55, 7.8958, 31.275, 7.05, 7.75, 8.05, 14.4, 16.1, 10.5, 14.4542, 7.8542, 16.1, 32.3208, 12.35, 7.8958, 7.7333, 7.0542, 0.0, 27.9, 7.925, 26.25, 39.6875, 16.1, 7.8542, 27.9, 7.8958, 7.55, 7.8958, 8.4333, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 7.225, 25.5875, 7.4958, 73.5, 13.0, 7.775, 8.05, 52.0, 10.5, 0.0, 7.775, 8.05, 46.9, 8.1375, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 7.225, 26.55, 13.5, 8.05, 110.8833, 7.65, 14.4542, 7.7417, 7.8542, 26.0, 26.55, 9.4833, 13.0, 7.65, 15.5, 7.775, 7.0542, 13.0, 13.0, 8.6625, 26.0, 7.925, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 7.8958, 7.8958, 78.85, 16.1, 71.0, 20.25, 53.1, 7.75, 9.5, 7.8958, 7.7958, 11.5, 8.05, 14.5, 7.125, 7.775, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 7.75, 7.75, 7.7375, 30.0, 23.45, 7.05, 7.25, 29.125, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 7.2292, 24.15, 13.0, 7.775, 0.0, 7.775, 13.0, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 0.0, 39.6875, 6.95, 56.4958, 7.2292, 7.8542, 8.3, 8.6625, 8.05, 7.925, 10.5, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 31.275, 7.775, 15.2458, 26.0, 7.2292, 14.1083, 11.5, 69.55, 13.0, 50.4958, 9.5, 7.8958, 5.0, 9.0, 9.8458, 7.8958, 7.8958, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 23.45, 7.75], \"z\": [\"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\"], \"text\": [\"age\", \"fare\", \"age\"], \"name\": \"died\", \"mode\": \"markers\", \"marker\": {\"color\": \"black\"}}, {\"type\": \"scatter3d\", \"x\": [38.0, 26.0, 35.0, 27.0, 14.0, 4.0, 58.0, 55.0, null, null, 34.0, 15.0, 28.0, 38.0, null, null, null, null, 14.0, 3.0, 19.0, null, 49.0, 29.0, null, 21.0, 5.0, 38.0, null, 29.0, 17.0, 32.0, 0.83, 30.0, 29.0, null, 17.0, 33.0, 23.0, 23.0, 34.0, 21.0, null, null, 32.5, 12.0, 24.0, null, 29.0, 19.0, 22.0, 24.0, 27.0, 22.0, 16.0, 40.0, 9.0, null, 1.0, 1.0, 4.0, null, 45.0, 32.0, 19.0, 3.0, 44.0, 58.0, null, 18.0, 26.0, 16.0, 40.0, 35.0, 31.0, 27.0, 32.0, 16.0, 38.0, 19.0, 35.0, 5.0, 8.0, null, 24.0, 37.0, 29.0, null, 30.0, 35.0, 50.0, 3.0, 25.0, 58.0, 35.0, 25.0, 41.0, null, 63.0, 35.0, 19.0, 30.0, 42.0, 22.0, 26.0, 19.0, null, 50.0, null, null, null, 0.92, null, 17.0, 30.0, 24.0, 18.0, 26.0, 24.0, 31.0, 40.0, 30.0, 22.0, 36.0, 36.0, 31.0, 16.0, null, null, 41.0, 45.0, 2.0, 24.0, 24.0, 40.0, null, 3.0, 22.0, null, null, 60.0, null, null, 24.0, 25.0, null, 22.0, 42.0, 1.0, 35.0, 36.0, 17.0, 36.0, 21.0, 23.0, 24.0, 28.0, 39.0, 3.0, 33.0, 44.0, 34.0, 18.0, 28.0, 19.0, 32.0, 28.0, null, 42.0, 14.0, 24.0, 45.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 49.0, 29.0, null, 50.0, 48.0, 0.75, 33.0, 23.0, 2.0, 63.0, 25.0, 35.0, 9.0, 54.0, 16.0, 33.0, null, 26.0, 29.0, 36.0, 54.0, 34.0, 36.0, 30.0, 44.0, 50.0, 2.0, null, 7.0, 30.0, 22.0, 36.0, 32.0, 19.0, null, 8.0, 17.0, 22.0, 22.0, 48.0, 39.0, 36.0, 32.0, 62.0, 53.0, 36.0, null, 34.0, 39.0, 32.0, 25.0, 39.0, 18.0, 60.0, 52.0, null, 49.0, 24.0, 35.0, 27.0, 22.0, 40.0, null, 24.0, 4.0, 42.0, 20.0, 21.0, 80.0, 32.0, 28.0, 24.0, null, 0.75, 48.0, 56.0, 23.0, 18.0, null, 50.0, 20.0, null, 40.0, 31.0, 18.0, 36.0, 27.0, 15.0, 31.0, 4.0, null, null, 18.0, 35.0, 45.0, 42.0, 22.0, null, 24.0, 48.0, 38.0, 27.0, 6.0, 27.0, 30.0, null, 29.0, 35.0, null, 21.0, 31.0, 30.0, 4.0, 6.0, 48.0, 0.67, 33.0, 20.0, 36.0, 51.0, 54.0, 5.0, 43.0, 13.0, 17.0, 18.0, 1.0, 49.0, 31.0, 31.0, 11.0, 0.42, 27.0, 33.0, 52.0, 27.0, 27.0, 1.0, null, 62.0, 15.0, 0.83, 39.0, 32.0, null, 30.0, null, 16.0, 18.0, 45.0, 51.0, 24.0, 48.0, 42.0, 27.0, 4.0, 47.0, 28.0, 15.0, 56.0, 25.0, 19.0, 26.0], \"y\": [71.2833, 7.925, 53.1, 11.1333, 30.0708, 16.7, 26.55, 16.0, 13.0, 7.225, 13.0, 8.0292, 35.5, 31.3875, 7.8792, 146.5208, 7.75, 7.2292, 11.2417, 41.5792, 7.8792, 7.75, 76.7292, 26.0, 35.5, 10.5, 27.75, 80.0, 15.2458, 10.5, 7.925, 56.4958, 29.0, 12.475, 9.5, 7.7875, 10.5, 15.85, 263.0, 63.3583, 23.0, 7.65, 7.775, 24.15, 13.0, 11.2417, 7.1417, 22.3583, 26.0, 26.2833, 7.75, 15.85, 7.7958, 66.6, 7.7333, 15.75, 20.525, 55.0, 11.1333, 39.0, 22.025, 15.5, 26.55, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.05, 18.7875, 7.75, 31.0, 21.0, 113.275, 7.925, 76.2917, 8.05, 90.0, 10.5, 83.475, 31.3875, 26.25, 15.5, 14.5, 52.5542, 15.2458, 79.2, 86.5, 512.3292, 26.0, 31.3875, 7.775, 153.4625, 135.6333, 0.0, 19.5, 7.75, 77.9583, 20.25, 8.05, 9.5, 13.0, 7.75, 78.85, 91.0792, 30.5, 247.5208, 7.75, 23.25, 12.35, 151.55, 110.8833, 108.9, 56.9292, 83.1583, 262.375, 7.8542, 26.0, 164.8667, 134.5, 12.35, 29.0, 135.6333, 13.0, 20.525, 57.9792, 23.25, 133.65, 134.5, 8.05, 26.0, 263.0, 13.0, 13.0, 16.1, 15.9, 55.0, 7.8792, 7.8792, 75.25, 7.2292, 7.75, 69.3, 55.4417, 82.1708, 7.25, 227.525, 15.7417, 52.0, 13.0, 12.0, 120.0, 7.7958, 113.275, 16.7, 12.65, 7.925, 18.75, 90.0, 7.925, 32.5, 13.0, 26.0, 26.0, 8.05, 26.55, 16.1, 26.0, 120.0, 18.75, 26.25, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 89.1042, 7.8958, 51.8625, 10.5, 26.55, 19.2583, 27.75, 13.7917, 12.2875, 9.5875, 91.0792, 90.0, 15.9, 78.2667, 86.5, 26.0, 26.55, 56.4958, 7.75, 26.2875, 59.4, 10.5, 26.0, 93.5, 57.9792, 10.5, 26.0, 22.3583, 26.25, 106.425, 49.5, 71.0, 26.0, 26.0, 13.8625, 36.75, 110.8833, 7.225, 7.775, 39.6, 79.65, 17.4, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 13.0, 55.9, 7.925, 30.0, 110.8833, 79.65, 79.2, 78.2667, 33.0, 56.9292, 27.0, 26.55, 30.5, 41.5792, 153.4625, 15.5, 65.0, 39.0, 52.5542, 15.7417, 77.9583, 30.0, 30.5, 13.0, 69.3, 56.4958, 19.2583, 76.7292, 35.5, 7.55, 23.0, 7.8292, 133.65, 7.925, 52.0, 39.0, 13.0, 9.8417, 512.3292, 76.7292, 211.3375, 57.0, 13.4167, 56.4958, 7.7333, 227.525, 26.2875, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 52.0, 227.525, 10.5, 33.0, 53.1, 21.0, 7.7375, 211.3375, 512.3292, 30.0, 262.375, 7.925, 13.0, 23.0, 12.475, 65.0, 14.5, 86.5, 7.2292, 120.0, 77.9583, 23.0, 12.475, 211.3375, 7.2292, 57.0, 7.4958, 20.575, 25.9292, 8.6833, 26.25, 120.0, 8.5167, 6.975, 53.1, 93.5, 8.6625, 12.475, 37.0042, 7.75, 80.0, 14.4542, 18.75, 83.1583, 56.4958, 29.7, 31.0, 89.1042, 39.4, 9.35, 164.8667, 26.55, 19.2583, 25.9292, 13.0, 13.8583, 11.1333, 52.5542, 24.0, 7.225, 83.1583, 26.0, 30.0, 30.0], \"z\": [\"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\"], \"text\": [\"age\", \"fare\", \"age\"], \"name\": \"survived\", \"mode\": \"markers\", \"marker\": {\"color\": \"red\"}}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
],
"text/vnd.plotly.v1+html": [
"<div id=\"4aaf75c9-a3de-4978-b55d-259658fd6d11\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"4aaf75c9-a3de-4978-b55d-259658fd6d11\", [{\"type\": \"scatter3d\", \"x\": [22.0, 35.0, null, 54.0, 2.0, 20.0, 39.0, 14.0, 2.0, 31.0, 35.0, 8.0, null, 19.0, null, 40.0, 66.0, 28.0, 42.0, 21.0, 18.0, 40.0, 27.0, null, null, null, null, 18.0, 7.0, 21.0, 65.0, 28.5, 11.0, 22.0, 45.0, 4.0, null, 19.0, 26.0, 32.0, 16.0, 21.0, 26.0, 25.0, null, null, 22.0, 28.0, 16.0, null, 24.0, 29.0, 20.0, 46.0, 26.0, 59.0, null, 71.0, 34.0, 28.0, null, 21.0, 33.0, 37.0, 28.0, 38.0, 47.0, 14.5, 22.0, 20.0, 17.0, 21.0, 70.5, 29.0, 24.0, 2.0, 21.0, null, 32.5, 54.0, null, 45.0, 33.0, 20.0, 47.0, 25.0, 23.0, 37.0, 16.0, 24.0, null, 19.0, 18.0, 19.0, 9.0, 36.5, 42.0, 51.0, 55.5, 40.5, null, 51.0, 30.0, null, null, 44.0, 26.0, 17.0, 1.0, 45.0, null, 28.0, 61.0, 4.0, 21.0, 56.0, 18.0, null, 50.0, 30.0, 36.0, null, null, 9.0, null, 40.0, 36.0, 19.0, null, 42.0, 24.0, 28.0, null, 34.0, 45.5, 2.0, 32.0, 24.0, 22.0, 30.0, null, 42.0, 30.0, 27.0, 51.0, null, 22.0, 20.5, 18.0, null, 29.0, 59.0, 24.0, null, 44.0, 19.0, 33.0, null, 29.0, 22.0, 30.0, 44.0, 25.0, 54.0, null, 29.0, 62.0, 30.0, 41.0, null, 52.0, 40.0, null, 36.0, 16.0, null, 37.0, 45.0, null, 7.0, 65.0, 28.0, 16.0, null, 33.0, 22.0, 36.0, 24.0, 24.0, null, 23.5, 2.0, 19.0, null, 30.0, 26.0, 28.0, 43.0, 54.0, 22.0, 27.0, null, 61.0, 45.5, 38.0, 16.0, null, 29.0, 45.0, 28.0, 25.0, 36.0, 42.0, 23.0, null, 15.0, 25.0, null, 28.0, 38.0, 40.0, 29.0, 45.0, 35.0, null, 30.0, 18.0, 19.0, 22.0, 3.0, 27.0, 20.0, 19.0, 32.0, null, 18.0, 1.0, null, 28.0, 22.0, 31.0, 46.0, 23.0, 26.0, 21.0, 28.0, 20.0, 34.0, 51.0, 21.0, null, null, null, null, null, 30.0, 10.0, null, 21.0, 29.0, 28.0, 18.0, null, null, 17.0, 50.0, 21.0, 64.0, 31.0, 20.0, 25.0, 36.0, null, 30.0, null, 65.0, null, 34.0, 47.0, 48.0, null, 38.0, null, 56.0, null, null, 38.0, 22.0, null, 34.0, 29.0, 22.0, 9.0, null, 50.0, null, 58.0, 30.0, null, 21.0, 55.0, 71.0, 21.0, null, null, 25.0, 24.0, 17.0, 21.0, null, 37.0, 18.0, 28.0, null, 24.0, 47.0, null, 32.0, 22.0, null, null, 40.5, null, 39.0, 23.0, null, 17.0, 30.0, 45.0, null, 9.0, 11.0, 50.0, 64.0, 33.0, 27.0, null, 62.0, null, null, 40.0, 28.0, null, null, 24.0, 19.0, 29.0, null, 16.0, 19.0, null, 54.0, 36.0, null, 47.0, 22.0, null, 35.0, 47.0, null, 37.0, 36.0, 49.0, null, null, null, 44.0, 36.0, 30.0, 39.0, null, null, 35.0, 34.0, 26.0, 26.0, 27.0, 21.0, 21.0, 61.0, 57.0, 26.0, null, 51.0, null, 9.0, 32.0, 31.0, 41.0, null, 20.0, 2.0, 19.0, null, null, 21.0, 18.0, 24.0, null, 32.0, 23.0, 58.0, 40.0, 47.0, 36.0, 32.0, 25.0, null, 43.0, 31.0, 70.0, null, 18.0, 24.5, 43.0, null, 20.0, 14.0, 60.0, 25.0, 14.0, 19.0, 18.0, 25.0, 60.0, 52.0, 44.0, 49.0, 42.0, 18.0, 25.0, 26.0, 39.0, null, 29.0, 52.0, 19.0, null, 33.0, 17.0, 34.0, 50.0, 20.0, 25.0, 25.0, 11.0, null, 23.0, 23.0, 28.5, 48.0, null, null, 36.0, 24.0, 70.0, 16.0, 19.0, 31.0, 33.0, 23.0, 28.0, 18.0, 34.0, null, 41.0, 16.0, null, 30.5, null, 32.0, 24.0, 48.0, 57.0, null, 18.0, null, null, 29.0, null, 25.0, 25.0, 8.0, 46.0, null, 16.0, null, null, 25.0, 39.0, 30.0, 30.0, 34.0, 31.0, 39.0, 18.0, 39.0, 26.0, 39.0, 35.0, 6.0, 30.5, null, 23.0, 31.0, 43.0, 10.0, 38.0, 2.0, null, null, null, 23.0, 18.0, 21.0, null, 20.0, 16.0, 34.5, 17.0, 42.0, null, 35.0, 28.0, 4.0, 74.0, 9.0, 44.0, null, 41.0, 21.0, null, 24.0, 31.0, null, 26.0, 33.0, 47.0, 20.0, 19.0, null, 33.0, 22.0, 28.0, 25.0, 39.0, 27.0, null, 32.0], \"y\": [7.25, 8.05, 8.4583, 51.8625, 21.075, 8.05, 31.275, 7.8542, 29.125, 18.0, 26.0, 21.075, 7.225, 263.0, 7.8958, 27.7208, 10.5, 82.1708, 52.0, 8.05, 18.0, 9.475, 21.0, 7.8958, 8.05, 15.5, 21.6792, 17.8, 39.6875, 7.8, 61.9792, 7.2292, 46.9, 7.2292, 83.475, 27.9, 27.7208, 8.1583, 8.6625, 10.5, 46.9, 73.5, 14.4542, 7.65, 7.8958, 8.05, 9.0, 47.1, 34.375, 8.05, 8.05, 8.05, 7.8542, 61.175, 20.575, 7.25, 8.05, 34.6542, 26.0, 7.8958, 7.8958, 77.2875, 8.6542, 7.925, 7.8958, 7.8958, 52.0, 14.4542, 8.05, 9.825, 14.4583, 7.925, 7.75, 21.0, 247.5208, 31.275, 73.5, 8.05, 30.0708, 77.2875, 7.75, 6.975, 7.8958, 7.05, 14.5, 13.0, 15.0458, 53.1, 9.2167, 79.2, 15.2458, 6.75, 11.5, 36.75, 34.375, 26.0, 13.0, 12.525, 8.05, 14.5, 7.3125, 61.3792, 8.05, 8.6625, 69.55, 16.1, 7.775, 8.6625, 39.6875, 27.9, 25.925, 56.4958, 33.5, 29.125, 7.925, 30.6958, 7.8542, 25.4667, 28.7125, 13.0, 0.0, 69.55, 15.05, 31.3875, 50.0, 15.5, 7.8958, 13.0, 7.75, 8.4042, 13.0, 9.5, 69.55, 6.4958, 7.225, 10.4625, 15.85, 7.05, 7.25, 13.0, 7.75, 27.0, 10.5, 13.0, 8.05, 7.8958, 9.35, 7.25, 13.0, 25.4667, 7.775, 13.5, 10.5, 7.55, 26.0, 10.5, 12.275, 14.4542, 10.5, 7.125, 7.225, 90.0, 7.775, 26.0, 7.25, 10.4625, 26.55, 16.1, 20.2125, 7.75, 79.65, 0.0, 7.75, 10.5, 39.6875, 31.0, 29.7, 7.75, 0.0, 29.125, 7.75, 7.8542, 9.5, 26.0, 8.6625, 7.8958, 12.875, 8.85, 7.8958, 27.7208, 7.2292, 151.55, 0.0, 8.05, 24.0, 26.0, 7.8958, 26.25, 14.0, 7.25, 7.8958, 69.55, 6.2375, 28.5, 153.4625, 18.0, 7.8958, 66.6, 35.5, 13.0, 13.0, 13.0, 8.6625, 9.225, 35.0, 7.2292, 17.8, 7.225, 9.5, 13.0, 27.9, 27.7208, 14.4542, 7.05, 15.5, 7.25, 6.4958, 8.05, 135.6333, 21.075, 211.5, 4.0125, 7.775, 7.925, 7.8958, 73.5, 46.9, 7.7292, 7.925, 7.7958, 7.8542, 26.0, 10.5, 8.05, 9.825, 15.85, 8.6625, 21.0, 7.75, 7.775, 25.4667, 7.8958, 6.8583, 0.0, 8.05, 13.0, 24.15, 7.8958, 7.7333, 7.875, 14.4, 20.2125, 7.25, 7.75, 7.125, 55.9, 34.375, 263.0, 10.5, 9.5, 7.775, 27.75, 19.9667, 27.75, 8.05, 26.55, 7.75, 8.05, 38.5, 13.0, 8.05, 7.05, 0.0, 26.55, 7.725, 7.25, 8.6625, 9.8375, 52.0, 21.0, 7.0458, 7.5208, 46.9, 0.0, 8.05, 25.4667, 29.7, 8.05, 19.9667, 7.25, 30.5, 49.5042, 8.05, 14.4583, 15.1, 151.55, 7.7958, 8.6625, 7.75, 7.6292, 9.5875, 108.9, 22.525, 8.05, 7.4958, 34.0208, 24.15, 7.8958, 7.8958, 7.225, 7.2292, 7.75, 221.7792, 7.925, 11.5, 7.2292, 7.2292, 8.6625, 26.55, 14.5, 31.275, 31.275, 106.425, 26.0, 20.525, 26.0, 7.8292, 26.55, 227.525, 7.75, 7.8958, 13.5, 8.05, 8.05, 24.15, 7.8958, 21.075, 7.2292, 8.05, 14.5, 14.4583, 26.0, 40.125, 8.7125, 15.0, 8.05, 8.05, 7.125, 7.25, 7.75, 26.0, 24.15, 0.0, 7.225, 7.8958, 42.4, 8.05, 15.55, 7.8958, 31.275, 7.05, 7.75, 8.05, 14.4, 16.1, 10.5, 14.4542, 7.8542, 16.1, 32.3208, 12.35, 7.8958, 7.7333, 7.0542, 0.0, 27.9, 7.925, 26.25, 39.6875, 16.1, 7.8542, 27.9, 7.8958, 7.55, 7.8958, 8.4333, 6.75, 73.5, 7.8958, 15.5, 13.0, 113.275, 7.225, 25.5875, 7.4958, 73.5, 13.0, 7.775, 8.05, 52.0, 10.5, 0.0, 7.775, 8.05, 46.9, 8.1375, 9.225, 46.9, 39.0, 41.5792, 39.6875, 10.1708, 7.7958, 7.225, 26.55, 13.5, 8.05, 110.8833, 7.65, 14.4542, 7.7417, 7.8542, 26.0, 26.55, 9.4833, 13.0, 7.65, 15.5, 7.775, 7.0542, 13.0, 13.0, 8.6625, 26.0, 7.925, 18.7875, 0.0, 13.0, 13.0, 16.1, 34.375, 7.8958, 7.8958, 78.85, 16.1, 71.0, 20.25, 53.1, 7.75, 9.5, 7.8958, 7.7958, 11.5, 8.05, 14.5, 7.125, 7.775, 39.6, 7.75, 24.15, 8.3625, 9.5, 7.8542, 10.5, 7.225, 7.75, 7.75, 7.7375, 30.0, 23.45, 7.05, 7.25, 29.125, 79.2, 7.75, 26.0, 69.55, 30.6958, 7.8958, 13.0, 7.2292, 24.15, 13.0, 7.775, 0.0, 7.775, 13.0, 7.8875, 24.15, 10.5, 31.275, 8.05, 0.0, 7.925, 37.0042, 6.45, 27.9, 0.0, 39.6875, 6.95, 56.4958, 7.2292, 7.8542, 8.3, 8.6625, 8.05, 7.925, 10.5, 6.4375, 8.6625, 7.55, 69.55, 7.8958, 33.0, 31.275, 7.775, 15.2458, 26.0, 7.2292, 14.1083, 11.5, 69.55, 13.0, 50.4958, 9.5, 7.8958, 5.0, 9.0, 9.8458, 7.8958, 7.8958, 7.8958, 10.5167, 10.5, 7.05, 29.125, 13.0, 23.45, 7.75], \"z\": [\"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\"], \"text\": [\"age\", \"fare\", \"age\"], \"name\": \"died\", \"mode\": \"markers\", \"marker\": {\"color\": \"black\"}}, {\"type\": \"scatter3d\", \"x\": [38.0, 26.0, 35.0, 27.0, 14.0, 4.0, 58.0, 55.0, null, null, 34.0, 15.0, 28.0, 38.0, null, null, null, null, 14.0, 3.0, 19.0, null, 49.0, 29.0, null, 21.0, 5.0, 38.0, null, 29.0, 17.0, 32.0, 0.83, 30.0, 29.0, null, 17.0, 33.0, 23.0, 23.0, 34.0, 21.0, null, null, 32.5, 12.0, 24.0, null, 29.0, 19.0, 22.0, 24.0, 27.0, 22.0, 16.0, 40.0, 9.0, null, 1.0, 1.0, 4.0, null, 45.0, 32.0, 19.0, 3.0, 44.0, 58.0, null, 18.0, 26.0, 16.0, 40.0, 35.0, 31.0, 27.0, 32.0, 16.0, 38.0, 19.0, 35.0, 5.0, 8.0, null, 24.0, 37.0, 29.0, null, 30.0, 35.0, 50.0, 3.0, 25.0, 58.0, 35.0, 25.0, 41.0, null, 63.0, 35.0, 19.0, 30.0, 42.0, 22.0, 26.0, 19.0, null, 50.0, null, null, null, 0.92, null, 17.0, 30.0, 24.0, 18.0, 26.0, 24.0, 31.0, 40.0, 30.0, 22.0, 36.0, 36.0, 31.0, 16.0, null, null, 41.0, 45.0, 2.0, 24.0, 24.0, 40.0, null, 3.0, 22.0, null, null, 60.0, null, null, 24.0, 25.0, null, 22.0, 42.0, 1.0, 35.0, 36.0, 17.0, 36.0, 21.0, 23.0, 24.0, 28.0, 39.0, 3.0, 33.0, 44.0, 34.0, 18.0, 28.0, 19.0, 32.0, 28.0, null, 42.0, 14.0, 24.0, 45.0, 28.0, null, 4.0, 13.0, 34.0, 5.0, 52.0, 49.0, 29.0, null, 50.0, 48.0, 0.75, 33.0, 23.0, 2.0, 63.0, 25.0, 35.0, 9.0, 54.0, 16.0, 33.0, null, 26.0, 29.0, 36.0, 54.0, 34.0, 36.0, 30.0, 44.0, 50.0, 2.0, null, 7.0, 30.0, 22.0, 36.0, 32.0, 19.0, null, 8.0, 17.0, 22.0, 22.0, 48.0, 39.0, 36.0, 32.0, 62.0, 53.0, 36.0, null, 34.0, 39.0, 32.0, 25.0, 39.0, 18.0, 60.0, 52.0, null, 49.0, 24.0, 35.0, 27.0, 22.0, 40.0, null, 24.0, 4.0, 42.0, 20.0, 21.0, 80.0, 32.0, 28.0, 24.0, null, 0.75, 48.0, 56.0, 23.0, 18.0, null, 50.0, 20.0, null, 40.0, 31.0, 18.0, 36.0, 27.0, 15.0, 31.0, 4.0, null, null, 18.0, 35.0, 45.0, 42.0, 22.0, null, 24.0, 48.0, 38.0, 27.0, 6.0, 27.0, 30.0, null, 29.0, 35.0, null, 21.0, 31.0, 30.0, 4.0, 6.0, 48.0, 0.67, 33.0, 20.0, 36.0, 51.0, 54.0, 5.0, 43.0, 13.0, 17.0, 18.0, 1.0, 49.0, 31.0, 31.0, 11.0, 0.42, 27.0, 33.0, 52.0, 27.0, 27.0, 1.0, null, 62.0, 15.0, 0.83, 39.0, 32.0, null, 30.0, null, 16.0, 18.0, 45.0, 51.0, 24.0, 48.0, 42.0, 27.0, 4.0, 47.0, 28.0, 15.0, 56.0, 25.0, 19.0, 26.0], \"y\": [71.2833, 7.925, 53.1, 11.1333, 30.0708, 16.7, 26.55, 16.0, 13.0, 7.225, 13.0, 8.0292, 35.5, 31.3875, 7.8792, 146.5208, 7.75, 7.2292, 11.2417, 41.5792, 7.8792, 7.75, 76.7292, 26.0, 35.5, 10.5, 27.75, 80.0, 15.2458, 10.5, 7.925, 56.4958, 29.0, 12.475, 9.5, 7.7875, 10.5, 15.85, 263.0, 63.3583, 23.0, 7.65, 7.775, 24.15, 13.0, 11.2417, 7.1417, 22.3583, 26.0, 26.2833, 7.75, 15.85, 7.7958, 66.6, 7.7333, 15.75, 20.525, 55.0, 11.1333, 39.0, 22.025, 15.5, 26.55, 13.0, 7.8542, 26.0, 27.7208, 146.5208, 7.75, 8.05, 18.7875, 7.75, 31.0, 21.0, 113.275, 7.925, 76.2917, 8.05, 90.0, 10.5, 83.475, 31.3875, 26.25, 15.5, 14.5, 52.5542, 15.2458, 79.2, 86.5, 512.3292, 26.0, 31.3875, 7.775, 153.4625, 135.6333, 0.0, 19.5, 7.75, 77.9583, 20.25, 8.05, 9.5, 13.0, 7.75, 78.85, 91.0792, 30.5, 247.5208, 7.75, 23.25, 12.35, 151.55, 110.8833, 108.9, 56.9292, 83.1583, 262.375, 7.8542, 26.0, 164.8667, 134.5, 12.35, 29.0, 135.6333, 13.0, 20.525, 57.9792, 23.25, 133.65, 134.5, 8.05, 26.0, 263.0, 13.0, 13.0, 16.1, 15.9, 55.0, 7.8792, 7.8792, 75.25, 7.2292, 7.75, 69.3, 55.4417, 82.1708, 7.25, 227.525, 15.7417, 52.0, 13.0, 12.0, 120.0, 7.7958, 113.275, 16.7, 12.65, 7.925, 18.75, 90.0, 7.925, 32.5, 13.0, 26.0, 26.0, 8.05, 26.55, 16.1, 26.0, 120.0, 18.75, 26.25, 13.0, 8.1125, 81.8583, 19.5, 26.55, 19.2583, 30.5, 89.1042, 7.8958, 51.8625, 10.5, 26.55, 19.2583, 27.75, 13.7917, 12.2875, 9.5875, 91.0792, 90.0, 15.9, 78.2667, 86.5, 26.0, 26.55, 56.4958, 7.75, 26.2875, 59.4, 10.5, 26.0, 93.5, 57.9792, 10.5, 26.0, 22.3583, 26.25, 106.425, 49.5, 71.0, 26.0, 26.0, 13.8625, 36.75, 110.8833, 7.225, 7.775, 39.6, 79.65, 17.4, 7.8542, 10.5, 51.4792, 26.3875, 7.75, 13.0, 55.9, 7.925, 30.0, 110.8833, 79.65, 79.2, 78.2667, 33.0, 56.9292, 27.0, 26.55, 30.5, 41.5792, 153.4625, 15.5, 65.0, 39.0, 52.5542, 15.7417, 77.9583, 30.0, 30.5, 13.0, 69.3, 56.4958, 19.2583, 76.7292, 35.5, 7.55, 23.0, 7.8292, 133.65, 7.925, 52.0, 39.0, 13.0, 9.8417, 512.3292, 76.7292, 211.3375, 57.0, 13.4167, 56.4958, 7.7333, 227.525, 26.2875, 13.5, 26.2875, 151.55, 15.2458, 49.5042, 52.0, 227.525, 10.5, 33.0, 53.1, 21.0, 7.7375, 211.3375, 512.3292, 30.0, 262.375, 7.925, 13.0, 23.0, 12.475, 65.0, 14.5, 86.5, 7.2292, 120.0, 77.9583, 23.0, 12.475, 211.3375, 7.2292, 57.0, 7.4958, 20.575, 25.9292, 8.6833, 26.25, 120.0, 8.5167, 6.975, 53.1, 93.5, 8.6625, 12.475, 37.0042, 7.75, 80.0, 14.4542, 18.75, 83.1583, 56.4958, 29.7, 31.0, 89.1042, 39.4, 9.35, 164.8667, 26.55, 19.2583, 25.9292, 13.0, 13.8583, 11.1333, 52.5542, 24.0, 7.225, 83.1583, 26.0, 30.0, 30.0], \"z\": [\"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"female\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"male\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"male\", \"female\", \"male\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"male\", \"female\", \"female\", \"female\", \"female\", \"female\", \"female\", \"male\"], \"text\": [\"age\", \"fare\", \"age\"], \"name\": \"survived\", \"mode\": \"markers\", \"marker\": {\"color\": \"red\"}}], {}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"died3d = plotly.offline.plotly.graph_objs.Scatter3d(\n",
" x = X_died.Age,\n",
" y = X_died.Fare,\n",
" z = X_survived.Sex,\n",
" text = [\"age\", \"fare\", \"age\"],\n",
" name = \"died\",\n",
" mode = \"markers\",\n",
" marker = dict( color = 'black')\n",
")\n",
"\n",
"survived3d = plotly.offline.plotly.graph_objs.Scatter3d(\n",
" x = X_survived.Age,\n",
" y = X_survived.Fare,\n",
" z = X_survived.Sex,\n",
" text = [\"age\", \"fare\", \"age\"],\n",
" name = \"survived\",\n",
" mode = \"markers\",\n",
" marker = dict( color = 'red')\n",
")\n",
"\n",
"data3d = [died3d, survived3d]\n",
"\n",
"plotly.iplot(data3d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Agora está muito melhor. Podemos ver que mais mulheres sobreviveram do que homens, que mais jovens sobreviveram do que velhos e que a tarifa paga para embarque também parece ter influenciado.\n",
"\n",
"Vamos agora construir nosso classificador\n",
"\n",
"---\n",
"\n",
"## Treinamento\n",
"\n",
"Antes do treinamento precisamos fazer um pré-processamento. Existem alguns passageiros na tabela original que estão com dados incompletos. Nos dados de treinamento alguns campos de Idade estão vazios, nos dados de Teste, Idade e Tarifa possuem valores vazios. Usei a média aritmética desses campos para preencher os valores vazios."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"X_train.Age = X_train.Age.fillna(X_train.Age.mean())\n",
"X_test.Age = X_test.Age.fillna(X_test.Age.mean())\n",
"X_test.Fare = X_test.Fare.fillna(X_test.Fare.mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Agora vamos usar o algoritmo de Árvore de Decisão com a biblioteca sklearn. É bem simples de usar e de entender."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn import tree"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=10, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
" splitter='best')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf_dt = tree.DecisionTreeClassifier(criterion=\"gini\", max_depth=3, min_samples_leaf=10)\n",
"clf_dt.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pronto. A seguir, vou armazenar o resultado das previsões e criar um novo dataframe apenas com as IDs dos passageiros para juntar com o resultado, pois é esse o formato que o Kaggle exige."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>PassengerId</th>\n",
" <th>Survived</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>892</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>893</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>894</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>895</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>896</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PassengerId Survived\n",
"0 892 0\n",
"1 893 0\n",
"2 894 0\n",
"3 895 0\n",
"4 896 0"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = clf_dt.predict(X_test)\n",
"submission = pd.read_csv('test.csv', usecols=[0])\n",
"submission['Survived'] = result\n",
"submission.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Agora vamos exportar o arquivo em formato CSV e enviar ao Kaggle."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"submission.to_csv('submission.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pronto. Com essa submissão consegui uma pontuação 0.61244. Pode ficar melhor, mas para já foi bom para uma primeira tentativa.\n",
"\n",
"---\n",
"\n",
"### Bônus: visualizando a árvore\n",
"\n",
"Curioso para ver como ficou a árvore de decisão desse algoritmo? Utilzando a biblioteca graphviz, conseguimos visualizar em detalhes."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import graphviz"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
"<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n",
" -->\r\n",
"<!-- Title: Tree Pages: 1 -->\r\n",
"<svg width=\"958pt\" height=\"373pt\"\r\n",
" viewBox=\"0.00 0.00 958.00 373.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 369)\">\r\n",
"<title>Tree</title>\r\n",
"<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-369 954,-369 954,4 -4,4\"/>\r\n",
"<!-- 0 -->\r\n",
"<g id=\"node1\" class=\"node\"><title>0</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"534,-365 416,-365 416,-297 534,-297 534,-365\"/>\r\n",
"<text text-anchor=\"middle\" x=\"475\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[0] &lt;= 2.5</text>\r\n",
"<text text-anchor=\"middle\" x=\"475\" y=\"-334.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.473</text>\r\n",
"<text text-anchor=\"middle\" x=\"475\" y=\"-319.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 891</text>\r\n",
"<text text-anchor=\"middle\" x=\"475\" y=\"-304.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [549, 342]</text>\r\n",
"</g>\r\n",
"<!-- 1 -->\r\n",
"<g id=\"node2\" class=\"node\"><title>1</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"440,-261 322,-261 322,-193 440,-193 440,-261\"/>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[2] &lt;= 13.646</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.493</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 400</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [177, 223]</text>\r\n",
"</g>\r\n",
"<!-- 0&#45;&gt;1 -->\r\n",
"<g id=\"edge1\" class=\"edge\"><title>0&#45;&gt;1</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M444.481,-296.884C436.19,-287.887 427.116,-278.041 418.488,-268.678\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"421.038,-266.281 411.688,-261.299 415.891,-271.025 421.038,-266.281\"/>\r\n",
"<text text-anchor=\"middle\" x=\"410.668\" y=\"-282.579\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">True</text>\r\n",
"</g>\r\n",
"<!-- 8 -->\r\n",
"<g id=\"node9\" class=\"node\"><title>8</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"629,-261 511,-261 511,-193 629,-193 629,-261\"/>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 6.5</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.367</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-215.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 491</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-200.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [372, 119]</text>\r\n",
"</g>\r\n",
"<!-- 0&#45;&gt;8 -->\r\n",
"<g id=\"edge8\" class=\"edge\"><title>0&#45;&gt;8</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M505.844,-296.884C514.223,-287.887 523.394,-278.041 532.113,-268.678\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"534.732,-271.003 538.986,-261.299 529.609,-266.232 534.732,-271.003\"/>\r\n",
"<text text-anchor=\"middle\" x=\"539.874\" y=\"-282.584\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">False</text>\r\n",
"</g>\r\n",
"<!-- 2 -->\r\n",
"<g id=\"node3\" class=\"node\"><title>2</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"220,-157 116,-157 116,-89 220,-89 220,-157\"/>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[2] &lt;= 7.75</text>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.435</text>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [64, 30]</text>\r\n",
"</g>\r\n",
"<!-- 1&#45;&gt;2 -->\r\n",
"<g id=\"edge2\" class=\"edge\"><title>1&#45;&gt;2</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M321.95,-197.723C293.177,-183.944 258.595,-167.384 229.502,-153.452\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"230.795,-150.19 220.264,-149.028 227.771,-156.504 230.795,-150.19\"/>\r\n",
"</g>\r\n",
"<!-- 5 -->\r\n",
"<g id=\"node6\" class=\"node\"><title>5</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"440,-157 322,-157 322,-89 440,-89 440,-157\"/>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 17.5</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.466</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 306</text>\r\n",
"<text text-anchor=\"middle\" x=\"381\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [113, 193]</text>\r\n",
"</g>\r\n",
"<!-- 1&#45;&gt;5 -->\r\n",
"<g id=\"edge5\" class=\"edge\"><title>1&#45;&gt;5</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M381,-192.884C381,-184.778 381,-175.982 381,-167.472\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"384.5,-167.299 381,-157.299 377.5,-167.299 384.5,-167.299\"/>\r\n",
"</g>\r\n",
"<!-- 3 -->\r\n",
"<g id=\"node4\" class=\"node\"><title>3</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"98,-53 0,-53 0,-0 98,-0 98,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"49\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
"<text text-anchor=\"middle\" x=\"49\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 12</text>\r\n",
"<text text-anchor=\"middle\" x=\"49\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 0]</text>\r\n",
"</g>\r\n",
"<!-- 2&#45;&gt;3 -->\r\n",
"<g id=\"edge3\" class=\"edge\"><title>2&#45;&gt;3</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M126.38,-88.9485C114.399,-79.4346 101.352,-69.074 89.4443,-59.6175\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"91.4169,-56.7147 81.4092,-53.2367 87.0637,-62.1965 91.4169,-56.7147\"/>\r\n",
"</g>\r\n",
"<!-- 4 -->\r\n",
"<g id=\"node5\" class=\"node\"><title>4</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"220,-53 116,-53 116,-0 220,-0 220,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.464</text>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 82</text>\r\n",
"<text text-anchor=\"middle\" x=\"168\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [52, 30]</text>\r\n",
"</g>\r\n",
"<!-- 2&#45;&gt;4 -->\r\n",
"<g id=\"edge4\" class=\"edge\"><title>2&#45;&gt;4</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M168,-88.9485C168,-80.7153 168,-71.848 168,-63.4814\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"171.5,-63.2367 168,-53.2367 164.5,-63.2367 171.5,-63.2367\"/>\r\n",
"</g>\r\n",
"<!-- 6 -->\r\n",
"<g id=\"node7\" class=\"node\"><title>6</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"336,-53 238,-53 238,-0 336,-0 336,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"287\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.117</text>\r\n",
"<text text-anchor=\"middle\" x=\"287\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 32</text>\r\n",
"<text text-anchor=\"middle\" x=\"287\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 30]</text>\r\n",
"</g>\r\n",
"<!-- 5&#45;&gt;6 -->\r\n",
"<g id=\"edge6\" class=\"edge\"><title>5&#45;&gt;6</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M348.123,-88.9485C338.933,-79.709 328.948,-69.671 319.764,-60.4381\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"322.134,-57.8582 312.601,-53.2367 317.171,-62.7948 322.134,-57.8582\"/>\r\n",
"</g>\r\n",
"<!-- 7 -->\r\n",
"<g id=\"node8\" class=\"node\"><title>7</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"472,-53 354,-53 354,-0 472,-0 472,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"413\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.482</text>\r\n",
"<text text-anchor=\"middle\" x=\"413\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 274</text>\r\n",
"<text text-anchor=\"middle\" x=\"413\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [111, 163]</text>\r\n",
"</g>\r\n",
"<!-- 5&#45;&gt;7 -->\r\n",
"<g id=\"edge7\" class=\"edge\"><title>5&#45;&gt;7</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M392.192,-88.9485C395.042,-80.5323 398.116,-71.4536 401.004,-62.9243\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"404.393,-63.831 404.285,-53.2367 397.762,-61.5858 404.393,-63.831\"/>\r\n",
"</g>\r\n",
"<!-- 9 -->\r\n",
"<g id=\"node10\" class=\"node\"><title>9</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"622,-157 518,-157 518,-89 622,-89 622,-157\"/>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[2] &lt;= 20.825</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.491</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
"<text text-anchor=\"middle\" x=\"570\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [13, 17]</text>\r\n",
"</g>\r\n",
"<!-- 8&#45;&gt;9 -->\r\n",
"<g id=\"edge9\" class=\"edge\"><title>8&#45;&gt;9</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M570,-192.884C570,-184.778 570,-175.982 570,-167.472\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"573.5,-167.299 570,-157.299 566.5,-167.299 573.5,-167.299\"/>\r\n",
"</g>\r\n",
"<!-- 12 -->\r\n",
"<g id=\"node13\" class=\"node\"><title>12</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"837,-157 719,-157 719,-89 837,-89 837,-157\"/>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">X[1] &lt;= 32.5</text>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.345</text>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 461</text>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-96.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [359, 102]</text>\r\n",
"</g>\r\n",
"<!-- 8&#45;&gt;12 -->\r\n",
"<g id=\"edge12\" class=\"edge\"><title>8&#45;&gt;12</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M629.048,-197.044C654.189,-184.715 683.669,-170.259 709.738,-157.475\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"711.367,-160.574 718.804,-153.029 708.285,-154.289 711.367,-160.574\"/>\r\n",
"</g>\r\n",
"<!-- 10 -->\r\n",
"<g id=\"node11\" class=\"node\"><title>10</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"588,-53 490,-53 490,-0 588,-0 588,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"539\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
"<text text-anchor=\"middle\" x=\"539\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 15</text>\r\n",
"<text text-anchor=\"middle\" x=\"539\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 14]</text>\r\n",
"</g>\r\n",
"<!-- 9&#45;&gt;10 -->\r\n",
"<g id=\"edge10\" class=\"edge\"><title>9&#45;&gt;10</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M559.158,-88.9485C556.397,-80.5323 553.419,-71.4536 550.621,-62.9243\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"553.885,-61.6475 547.443,-53.2367 547.234,-63.8295 553.885,-61.6475\"/>\r\n",
"</g>\r\n",
"<!-- 11 -->\r\n",
"<g id=\"node12\" class=\"node\"><title>11</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"704,-53 606,-53 606,-0 704,-0 704,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"655\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
"<text text-anchor=\"middle\" x=\"655\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 15</text>\r\n",
"<text text-anchor=\"middle\" x=\"655\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 3]</text>\r\n",
"</g>\r\n",
"<!-- 9&#45;&gt;11 -->\r\n",
"<g id=\"edge11\" class=\"edge\"><title>9&#45;&gt;11</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M599.729,-88.9485C607.957,-79.8005 616.89,-69.8697 625.126,-60.7126\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"627.765,-63.0123 631.851,-53.2367 622.561,-58.331 627.765,-63.0123\"/>\r\n",
"</g>\r\n",
"<!-- 13 -->\r\n",
"<g id=\"node14\" class=\"node\"><title>13</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"833.5,-53 722.5,-53 722.5,-0 833.5,-0 833.5,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.373</text>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 379</text>\r\n",
"<text text-anchor=\"middle\" x=\"778\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [285, 94]</text>\r\n",
"</g>\r\n",
"<!-- 12&#45;&gt;13 -->\r\n",
"<g id=\"edge13\" class=\"edge\"><title>12&#45;&gt;13</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M778,-88.9485C778,-80.7153 778,-71.848 778,-63.4814\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"781.5,-63.2367 778,-53.2367 774.5,-63.2367 781.5,-63.2367\"/>\r\n",
"</g>\r\n",
"<!-- 14 -->\r\n",
"<g id=\"node15\" class=\"node\"><title>14</title>\r\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"950,-53 852,-53 852,-0 950,-0 950,-53\"/>\r\n",
"<text text-anchor=\"middle\" x=\"901\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.176</text>\r\n",
"<text text-anchor=\"middle\" x=\"901\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 82</text>\r\n",
"<text text-anchor=\"middle\" x=\"901\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [74, 8]</text>\r\n",
"</g>\r\n",
"<!-- 12&#45;&gt;14 -->\r\n",
"<g id=\"edge14\" class=\"edge\"><title>12&#45;&gt;14</title>\r\n",
"<path fill=\"none\" stroke=\"black\" d=\"M821.019,-88.9485C833.522,-79.3431 847.147,-68.8747 859.551,-59.345\"/>\r\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"861.704,-62.1046 867.501,-53.2367 857.439,-56.5537 861.704,-62.1046\"/>\r\n",
"</g>\r\n",
"</g>\r\n",
"</svg>\r\n"
],
"text/plain": [
"<graphviz.files.Source at 0x294385a6e10>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dot_data = tree.export_graphviz(clf_dt, out_file=None \n",
" ) \n",
"graph = graphviz.Source(dot_data) \n",
"graph "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment