Skip to content

Instantly share code, notes, and snippets.

@theptrk

theptrk/howto_sklearn.ipynb

Last active June 20, 2022 05:28
Show Gist options
  • Save theptrk/e6bfd6aafe532cac52e204e450df2a9a to your computer and use it in GitHub Desktop.
Save theptrk/e6bfd6aafe532cac52e204e450df2a9a to your computer and use it in GitHub Desktop.
Download ZIP
howto_sklearn_v1.ipynb
Display the source blob
Display the rendered blob
Raw
howto_sklearn.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "howto_sklearn.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPUHOJT/oIwt/Pwexx9TFXe",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/theptrk/e6bfd6aafe532cac52e204e450df2a9a/howto_sklearn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "_j1cMKuYGIot"
},
"outputs": [],
"source": [
"# How do you download data?\n",
"\n",
"# Step: find a dataset url\n",
"# - this repo has a lot: https://github.com/stedy/Machine-Learning-with-R-datasets\n",
"# - here is some medical data \n",
"# -- https://raw.githubusercontent.com/JovianML/opendatasets/master/data/medical-charges.csv\n",
"medical_charges_url = 'https://raw.githubusercontent.com/JovianML/opendatasets/master/data/medical-charges.csv'"
]
},
{
"cell_type": "code",
"source": [
"# Step: download data with \"urlretrieve\" from the python std lib \n",
"# its technically legacy https://docs.python.org/3/library/urllib.request.html#urllib.request.urlretrieve\n",
"# but it works\n",
"from urllib.request import urlretrieve\n",
"\n",
"urlretrieve(medical_charges_url, 'medical.csv')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "n9OsUa9_WmzC",
"outputId": "b2c49907-9425-4340-8a3d-8a2ce47d742d"
},
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"('medical.csv', <http.client.HTTPMessage at 0x7fd6522da4d0>)"
]
},
"metadata": {},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"source": [
"# Step: read your data\n",
"import pandas as pd\n",
"\n",
"medical_df = pd.read_csv('medical.csv')\n",
"medical_df.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "Np_yVkMzGN-C",
"outputId": "386d7b32-52b3-45df-c207-bbf84b578bf9"
},
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" age sex bmi children smoker region charges\n",
"0 19 female 27.900 0 yes southwest 16884.92400\n",
"1 18 male 33.770 1 no southeast 1725.55230\n",
"2 28 male 33.000 3 no southeast 4449.46200\n",
"3 33 male 22.705 0 no northwest 21984.47061\n",
"4 32 male 28.880 0 no northwest 3866.85520"
],
"text/html": [
"\n",
" <div id=\"df-243fa815-aa5e-4058-86cf-421d2c713d6e\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>sex</th>\n",
" <th>bmi</th>\n",
" <th>children</th>\n",
" <th>smoker</th>\n",
" <th>region</th>\n",
" <th>charges</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19</td>\n",
" <td>female</td>\n",
" <td>27.900</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>southwest</td>\n",
" <td>16884.92400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>18</td>\n",
" <td>male</td>\n",
" <td>33.770</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>southeast</td>\n",
" <td>1725.55230</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>28</td>\n",
" <td>male</td>\n",
" <td>33.000</td>\n",
" <td>3</td>\n",
" <td>no</td>\n",
" <td>southeast</td>\n",
" <td>4449.46200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>33</td>\n",
" <td>male</td>\n",
" <td>22.705</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>northwest</td>\n",
" <td>21984.47061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>32</td>\n",
" <td>male</td>\n",
" <td>28.880</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>northwest</td>\n",
" <td>3866.85520</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-243fa815-aa5e-4058-86cf-421d2c713d6e')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-243fa815-aa5e-4058-86cf-421d2c713d6e button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-243fa815-aa5e-4058-86cf-421d2c713d6e');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"# Step: get the info of the data\n",
"# - this has 1338 rows with 6 features and 1 label\n",
"# -- age, bmi, children (3) are ints/floats\n",
"# -- sex, smoker, region (3) are strings\n",
"# - tehre are 1338 non null values for each feature and label\n",
"medical_df.info()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-t3bezd5Xr9a",
"outputId": "59d68741-5be6-4120-fdf2-b75111c59497"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 1338 entries, 0 to 1337\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 age 1338 non-null int64 \n",
" 1 sex 1338 non-null object \n",
" 2 bmi 1338 non-null float64\n",
" 3 children 1338 non-null int64 \n",
" 4 smoker 1338 non-null object \n",
" 5 region 1338 non-null object \n",
" 6 charges 1338 non-null float64\n",
"dtypes: float64(2), int64(2), object(3)\n",
"memory usage: 73.3+ KB\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# step: learn about the data with describe()\n",
"# - age has a min of 18 and max of 64, INTERESTING!\n",
"# - children range of 1 to 5\n",
"# - charges range is huge 1121 to 63770 where 50% is lower than 10,000, SKEW!\n",
"\n",
"medical_df.describe()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "BX4cFq2YXwc8",
"outputId": "3460041f-b100-4754-ed28-18491f204416"
},
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" age bmi children charges\n",
"count 1338.000000 1338.000000 1338.000000 1338.000000\n",
"mean 39.207025 30.663397 1.094918 13270.422265\n",
"std 14.049960 6.098187 1.205493 12110.011237\n",
"min 18.000000 15.960000 0.000000 1121.873900\n",
"25% 27.000000 26.296250 0.000000 4740.287150\n",
"50% 39.000000 30.400000 1.000000 9382.033000\n",
"75% 51.000000 34.693750 2.000000 16639.912515\n",
"max 64.000000 53.130000 5.000000 63770.428010"
],
"text/html": [
"\n",
" <div id=\"df-6d0c9df6-10d1-473b-b8a6-2d73a511ff11\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>bmi</th>\n",
" <th>children</th>\n",
" <th>charges</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1338.000000</td>\n",
" <td>1338.000000</td>\n",
" <td>1338.000000</td>\n",
" <td>1338.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>39.207025</td>\n",
" <td>30.663397</td>\n",
" <td>1.094918</td>\n",
" <td>13270.422265</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>14.049960</td>\n",
" <td>6.098187</td>\n",
" <td>1.205493</td>\n",
" <td>12110.011237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>18.000000</td>\n",
" <td>15.960000</td>\n",
" <td>0.000000</td>\n",
" <td>1121.873900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>27.000000</td>\n",
" <td>26.296250</td>\n",
" <td>0.000000</td>\n",
" <td>4740.287150</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>39.000000</td>\n",
" <td>30.400000</td>\n",
" <td>1.000000</td>\n",
" <td>9382.033000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>51.000000</td>\n",
" <td>34.693750</td>\n",
" <td>2.000000</td>\n",
" <td>16639.912515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>64.000000</td>\n",
" <td>53.130000</td>\n",
" <td>5.000000</td>\n",
" <td>63770.428010</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6d0c9df6-10d1-473b-b8a6-2d73a511ff11')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-6d0c9df6-10d1-473b-b8a6-2d73a511ff11 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-6d0c9df6-10d1-473b-b8a6-2d73a511ff11');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"source": [
"# lets make some charts\n",
"!pip install plotly matplotlib seaborn --quiet"
],
"metadata": {
"id": "l3DF8fI8YbeK"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import plotly.express as px\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
],
"metadata": {
"id": "4YohpyWIZSBL"
},
"execution_count": 8,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# The following settings will improve the default style and \n",
"# font sizes for our charts.\n",
"sns.set_style('darkgrid')\n",
"matplotlib.rcParams['font.size'] = 14\n",
"matplotlib.rcParams['figure.figsize'] = (10, 6)\n",
"matplotlib.rcParams['figure.facecolor'] = '#00000000'"
],
"metadata": {
"id": "r77lXTMnZTcY"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"medical_df.age.describe()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9dF76MuVZYtp",
"outputId": "8aeabc16-d08c-4a2c-a59e-d1d3a270fc36"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"count 1338.000000\n",
"mean 39.207025\n",
"std 14.049960\n",
"min 18.000000\n",
"25% 27.000000\n",
"50% 39.000000\n",
"75% 51.000000\n",
"max 64.000000\n",
"Name: age, dtype: float64"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"source": [
"Age is a numeric column. The minimum age in the dataset is 18 and the maximum age is 64. Thus, we can visualize the distribution of age using a histogram with 47 bins (one for each year) and a box plot. We'll use plotly to make the chart interactive, but you can create similar charts using Seaborn."
],
"metadata": {
"id": "6U6Z7qLTZ3GX"
}
},
{
"cell_type": "code",
"source": [
"fig = px.histogram(medical_df, \n",
" x='age', \n",
" marginal='box', \n",
" nbins=47, \n",
" title='Distribution of Age')\n",
"fig.update_layout(bargap=0.1)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "pLssqGA9ZbwS",
"outputId": "62776866-4387-447a-c915-7f25b1f6d166"
},
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"f9c9dfcb-4433-473c-b4b7-40b3891861c3\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"f9c9dfcb-4433-473c-b4b7-40b3891861c3\")) { Plotly.newPlot( \"f9c9dfcb-4433-473c-b4b7-40b3891861c3\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"age=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"nbinsx\":47,\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[19,18,28,33,32,31,46,37,37,60,25,62,23,56,27,19,52,23,56,30,60,30,18,34,37,59,63,55,23,31,22,18,19,63,28,19,62,26,35,60,24,31,41,37,38,55,18,28,60,36,18,21,48,36,40,58,58,18,53,34,43,25,64,28,20,19,61,40,40,28,27,31,53,58,44,57,29,21,22,41,31,45,22,48,37,45,57,56,46,55,21,53,59,35,64,28,54,55,56,38,41,30,18,61,34,20,19,26,29,63,54,55,37,21,52,60,58,29,49,37,44,18,20,44,47,26,19,52,32,38,59,61,53,19,20,22,19,22,54,22,34,26,34,29,30,29,46,51,53,19,35,48,32,42,40,44,48,18,30,50,42,18,54,32,37,47,20,32,19,27,63,49,18,35,24,63,38,54,46,41,58,18,22,44,44,36,26,30,41,29,61,36,25,56,18,19,39,45,51,64,19,48,60,27,46,28,59,35,63,40,20,40,24,34,45,41,53,27,26,24,34,53,32,19,42,55,28,58,41,47,42,59,19,59,39,40,18,31,19,44,23,33,55,40,63,54,60,24,19,29,18,63,54,27,50,55,56,38,51,19,58,20,52,19,53,46,40,59,45,49,18,50,41,50,25,47,19,22,59,51,40,54,30,55,52,46,46,63,59,52,28,29,25,22,25,18,19,47,31,48,36,53,56,28,57,29,28,30,58,41,50,19,43,49,27,52,50,54,44,32,34,26,34,57,29,40,27,45,64,52,61,52,61,56,43,64,60,62,50,46,24,62,60,63,49,34,33,46,36,19,57,50,30,33,18,46,46,47,23,18,48,35,19,21,21,49,56,42,44,18,61,57,42,26,20,23,39,24,64,62,27,55,55,35,44,19,58,50,26,24,48,19,48,49,46,46,43,21,64,18,51,47,64,49,31,52,33,47,38,32,19,44,26,25,19,43,52,36,64,63,64,61,40,25,48,45,38,18,21,27,19,29,42,60,31,60,22,35,52,26,31,33,18,59,56,45,60,56,40,35,39,30,24,20,32,59,55,57,56,40,49,42,62,56,19,30,60,56,28,18,27,18,19,47,54,61,24,25,21,23,63,49,18,51,48,31,54,19,44,53,19,61,18,61,21,20,31,45,44,62,29,43,51,19,38,37,22,21,24,57,56,27,51,19,39,58,20,45,35,31,50,32,51,38,42,18,19,51,46,18,57,62,59,37,64,38,33,46,46,53,34,20,63,54,54,49,28,54,25,43,63,32,62,52,25,28,46,34,35,19,46,54,27,50,18,19,38,41,49,48,31,18,30,62,57,58,22,31,52,25,59,19,39,32,19,33,21,34,61,38,58,47,20,21,41,46,42,34,43,52,18,51,56,64,19,51,27,59,28,30,47,38,18,34,20,47,56,49,19,55,30,37,49,18,59,29,36,33,58,44,53,24,29,40,51,64,19,35,39,56,33,42,61,23,43,48,39,40,18,58,49,53,48,45,59,52,26,27,48,57,37,57,32,18,64,43,49,40,62,40,30,29,36,41,44,45,55,60,56,49,21,19,39,53,33,53,42,40,47,27,21,47,20,24,27,26,53,41,56,23,21,50,53,34,47,33,51,49,31,36,18,50,43,20,24,60,49,60,51,58,51,53,62,19,50,30,41,29,18,41,35,53,24,48,59,49,37,26,23,29,45,27,53,31,50,50,34,19,47,28,37,21,64,58,24,31,39,47,30,18,22,23,33,27,45,57,47,42,64,38,61,53,44,19,41,51,40,45,35,53,30,18,51,50,31,35,60,21,29,62,39,19,22,53,39,27,30,30,58,33,42,64,21,18,23,45,40,19,18,25,46,33,54,28,36,20,24,23,47,33,45,26,18,44,60,64,56,36,41,39,63,36,28,58,36,42,36,56,35,59,21,59,23,57,53,60,51,23,27,55,37,61,46,53,49,20,48,25,25,57,37,38,55,36,51,40,18,57,61,25,50,26,42,43,44,23,49,33,41,37,22,23,21,51,25,32,57,36,22,57,64,36,54,47,62,61,43,19,18,19,49,60,26,49,60,26,27,44,63,32,22,18,59,44,33,24,43,45,61,35,62,62,38,34,43,50,19,57,62,41,26,39,46,45,32,59,44,39,18,53,18,50,18,19,62,56,42,37,42,25,57,51,30,44,34,31,54,24,43,48,19,29,63,46,52,35,51,44,21,39,50,34,22,19,26,29,48,26,45,36,54,34,31,27,20,44,43,45,34,24,26,38,50,38,27,39,39,63,33,36,30,24,24,48,47,29,28,47,25,51,48,43,61,48,38,59,19,26,54,21,51,22,47,18,47,21,19,23,54,37,46,55,30,18,61,54,22,45,22,19,35,18,20,28,55,43,43,22,25,49,44,64,49,47,27,55,48,45,24,32,24,57,59,36,29,42,48,39,63,54,37,63,21,54,60,32,47,21,28,63,18,32,38,32,62,39,55,57,52,56,47,55,23,22,50,18,51,22,52,25,33,53,29,58,37,54,49,50,26,45,54,38,48,28,23,55,41,25,33,30,23,46,53,27,23,63,55,35,34,19,39,27,57,52,28,50,44,26,33,19,50,41,52,39,50,52,60,20,55,42,18,58,43,35,48,36,19,23,20,32,43,34,30,18,41,35,57,29,32,37,18,43,56,38,29,22,52,40,23,31,42,24,25,48,23,45,20,62,43,23,31,41,58,48,31,19,19,41,40,31,37,46,22,51,18,35,59,36,37,59,36,39,18,52,27,18,40,29,46,38,30,40,50,20,41,33,38,42,56,58,52,20,54,58,45,26,63,58,37,25,52,64,22,28,18,28,45,33,18,32,24,19,20,40,34,42,51,54,55,52,32,28,41,43,49,64,55,24,20,45,26,25,43,35,26,57,22,32,39,25,48,47,18,18,61,47,28,36,20,44,38,19,21,46,58,20,18,28,33,19,45,62,25,43,42,24,29,32,25,41,42,33,34,19,30,18,19,18,35,39,31,62,62,42,31,61,42,51,23,52,57,23,52,50,18,18,21,61],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"age=%{x}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\"},\"name\":\"\",\"notched\":true,\"offsetgroup\":\"\",\"showlegend\":false,\"x\":[19,18,28,33,32,31,46,37,37,60,25,62,23,56,27,19,52,23,56,30,60,30,18,34,37,59,63,55,23,31,22,18,19,63,28,19,62,26,35,60,24,31,41,37,38,55,18,28,60,36,18,21,48,36,40,58,58,18,53,34,43,25,64,28,20,19,61,40,40,28,27,31,53,58,44,57,29,21,22,41,31,45,22,48,37,45,57,56,46,55,21,53,59,35,64,28,54,55,56,38,41,30,18,61,34,20,19,26,29,63,54,55,37,21,52,60,58,29,49,37,44,18,20,44,47,26,19,52,32,38,59,61,53,19,20,22,19,22,54,22,34,26,34,29,30,29,46,51,53,19,35,48,32,42,40,44,48,18,30,50,42,18,54,32,37,47,20,32,19,27,63,49,18,35,24,63,38,54,46,41,58,18,22,44,44,36,26,30,41,29,61,36,25,56,18,19,39,45,51,64,19,48,60,27,46,28,59,35,63,40,20,40,24,34,45,41,53,27,26,24,34,53,32,19,42,55,28,58,41,47,42,59,19,59,39,40,18,31,19,44,23,33,55,40,63,54,60,24,19,29,18,63,54,27,50,55,56,38,51,19,58,20,52,19,53,46,40,59,45,49,18,50,41,50,25,47,19,22,59,51,40,54,30,55,52,46,46,63,59,52,28,29,25,22,25,18,19,47,31,48,36,53,56,28,57,29,28,30,58,41,50,19,43,49,27,52,50,54,44,32,34,26,34,57,29,40,27,45,64,52,61,52,61,56,43,64,60,62,50,46,24,62,60,63,49,34,33,46,36,19,57,50,30,33,18,46,46,47,23,18,48,35,19,21,21,49,56,42,44,18,61,57,42,26,20,23,39,24,64,62,27,55,55,35,44,19,58,50,26,24,48,19,48,49,46,46,43,21,64,18,51,47,64,49,31,52,33,47,38,32,19,44,26,25,19,43,52,36,64,63,64,61,40,25,48,45,38,18,21,27,19,29,42,60,31,60,22,35,52,26,31,33,18,59,56,45,60,56,40,35,39,30,24,20,32,59,55,57,56,40,49,42,62,56,19,30,60,56,28,18,27,18,19,47,54,61,24,25,21,23,63,49,18,51,48,31,54,19,44,53,19,61,18,61,21,20,31,45,44,62,29,43,51,19,38,37,22,21,24,57,56,27,51,19,39,58,20,45,35,31,50,32,51,38,42,18,19,51,46,18,57,62,59,37,64,38,33,46,46,53,34,20,63,54,54,49,28,54,25,43,63,32,62,52,25,28,46,34,35,19,46,54,27,50,18,19,38,41,49,48,31,18,30,62,57,58,22,31,52,25,59,19,39,32,19,33,21,34,61,38,58,47,20,21,41,46,42,34,43,52,18,51,56,64,19,51,27,59,28,30,47,38,18,34,20,47,56,49,19,55,30,37,49,18,59,29,36,33,58,44,53,24,29,40,51,64,19,35,39,56,33,42,61,23,43,48,39,40,18,58,49,53,48,45,59,52,26,27,48,57,37,57,32,18,64,43,49,40,62,40,30,29,36,41,44,45,55,60,56,49,21,19,39,53,33,53,42,40,47,27,21,47,20,24,27,26,53,41,56,23,21,50,53,34,47,33,51,49,31,36,18,50,43,20,24,60,49,60,51,58,51,53,62,19,50,30,41,29,18,41,35,53,24,48,59,49,37,26,23,29,45,27,53,31,50,50,34,19,47,28,37,21,64,58,24,31,39,47,30,18,22,23,33,27,45,57,47,42,64,38,61,53,44,19,41,51,40,45,35,53,30,18,51,50,31,35,60,21,29,62,39,19,22,53,39,27,30,30,58,33,42,64,21,18,23,45,40,19,18,25,46,33,54,28,36,20,24,23,47,33,45,26,18,44,60,64,56,36,41,39,63,36,28,58,36,42,36,56,35,59,21,59,23,57,53,60,51,23,27,55,37,61,46,53,49,20,48,25,25,57,37,38,55,36,51,40,18,57,61,25,50,26,42,43,44,23,49,33,41,37,22,23,21,51,25,32,57,36,22,57,64,36,54,47,62,61,43,19,18,19,49,60,26,49,60,26,27,44,63,32,22,18,59,44,33,24,43,45,61,35,62,62,38,34,43,50,19,57,62,41,26,39,46,45,32,59,44,39,18,53,18,50,18,19,62,56,42,37,42,25,57,51,30,44,34,31,54,24,43,48,19,29,63,46,52,35,51,44,21,39,50,34,22,19,26,29,48,26,45,36,54,34,31,27,20,44,43,45,34,24,26,38,50,38,27,39,39,63,33,36,30,24,24,48,47,29,28,47,25,51,48,43,61,48,38,59,19,26,54,21,51,22,47,18,47,21,19,23,54,37,46,55,30,18,61,54,22,45,22,19,35,18,20,28,55,43,43,22,25,49,44,64,49,47,27,55,48,45,24,32,24,57,59,36,29,42,48,39,63,54,37,63,21,54,60,32,47,21,28,63,18,32,38,32,62,39,55,57,52,56,47,55,23,22,50,18,51,22,52,25,33,53,29,58,37,54,49,50,26,45,54,38,48,28,23,55,41,25,33,30,23,46,53,27,23,63,55,35,34,19,39,27,57,52,28,50,44,26,33,19,50,41,52,39,50,52,60,20,55,42,18,58,43,35,48,36,19,23,20,32,43,34,30,18,41,35,57,29,32,37,18,43,56,38,29,22,52,40,23,31,42,24,25,48,23,45,20,62,43,23,31,41,58,48,31,19,19,41,40,31,37,46,22,51,18,35,59,36,37,59,36,39,18,52,27,18,40,29,46,38,30,40,50,20,41,33,38,42,56,58,52,20,54,58,45,26,63,58,37,25,52,64,22,28,18,28,45,33,18,32,24,19,20,40,34,42,51,54,55,52,32,28,41,43,49,64,55,24,20,45,26,25,43,35,26,57,22,32,39,25,48,47,18,18,61,47,28,36,20,44,38,19,21,46,58,20,18,28,33,19,45,62,25,43,42,24,29,32,25,41,42,33,34,19,30,18,19,18,35,39,31,62,62,42,31,61,42,51,23,52,57,23,52,50,18,18,21,61],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"age\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,0.8316],\"title\":{\"text\":\"count\"}},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.0,1.0],\"matches\":\"x\",\"showticklabels\":false,\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.8416,1.0],\"matches\":\"y2\",\"showticklabels\":false,\"showline\":false,\"ticks\":\"\",\"showgrid\":false},\"legend\":{\"tracegroupgap\":0},\"title\":{\"text\":\"Distribution of Age\"},\"barmode\":\"relative\",\"bargap\":0.1}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('f9c9dfcb-4433-473c-b4b7-40b3891861c3');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"The distribution of ages in the dataset is almost uniform, with 20-30 customers at every age, except for the ages 18 and 19, which seem to have over twice as many customers as other ages. The uniform distribution might arise from the fact that there isn't a big variation in the [number of people of any given age](https://www.statista.com/statistics/241488/population-of-the-us-by-sex-and-age/) (between 18 & 64) in the USA."
],
"metadata": {
"id": "YXPeXjPwaPVD"
}
},
{
"cell_type": "markdown",
"source": [
"# Body mass index"
],
"metadata": {
"id": "9l5GkijLab2F"
}
},
{
"cell_type": "code",
"source": [
"fig = px.histogram(medical_df, \n",
" x='bmi', \n",
" marginal='box', \n",
" color_discrete_sequence=['green'], \n",
" title='Distribution of BMI (Body Mass Index)')\n",
"fig.update_layout(bargap=0.1)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "a_qJ1gHxZdqv",
"outputId": "f0322ea6-430d-4185-e8ab-b67e16c07305"
},
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"bb7ba033-c6b4-4ab6-a7f7-1e013d7fe696\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"bb7ba033-c6b4-4ab6-a7f7-1e013d7fe696\")) { Plotly.newPlot( \"bb7ba033-c6b4-4ab6-a7f7-1e013d7fe696\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"bmi=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"green\",\"pattern\":{\"shape\":\"\"}},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"showlegend\":false,\"x\":[27.9,33.77,33.0,22.705,28.88,25.74,33.44,27.74,29.83,25.84,26.22,26.29,34.4,39.82,42.13,24.6,30.78,23.845,40.3,35.3,36.005,32.4,34.1,31.92,28.025,27.72,23.085,32.775,17.385,36.3,35.6,26.315,28.6,28.31,36.4,20.425,32.965,20.8,36.67,39.9,26.6,36.63,21.78,30.8,37.05,37.3,38.665,34.77,24.53,35.2,35.625,33.63,28.0,34.43,28.69,36.955,31.825,31.68,22.88,37.335,27.36,33.66,24.7,25.935,22.42,28.9,39.1,26.315,36.19,23.98,24.75,28.5,28.1,32.01,27.4,34.01,29.59,35.53,39.805,32.965,26.885,38.285,37.62,41.23,34.8,22.895,31.16,27.2,27.74,26.98,39.49,24.795,29.83,34.77,31.3,37.62,30.8,38.28,19.95,19.3,31.6,25.46,30.115,29.92,27.5,28.025,28.4,30.875,27.94,35.09,33.63,29.7,30.8,35.72,32.205,28.595,49.06,27.94,27.17,23.37,37.1,23.75,28.975,31.35,33.915,28.785,28.3,37.4,17.765,34.7,26.505,22.04,35.9,25.555,28.785,28.05,34.1,25.175,31.9,36.0,22.42,32.49,25.3,29.735,28.69,38.83,30.495,37.73,37.43,28.4,24.13,29.7,37.145,23.37,25.46,39.52,24.42,25.175,35.53,27.83,26.6,36.85,39.6,29.8,29.64,28.215,37.0,33.155,31.825,18.905,41.47,30.3,15.96,34.8,33.345,37.7,27.835,29.2,28.9,33.155,28.595,38.28,19.95,26.41,30.69,41.895,29.92,30.9,32.2,32.11,31.57,26.2,25.74,26.6,34.43,30.59,32.8,28.6,18.05,39.33,32.11,32.23,24.035,36.08,22.3,28.88,26.4,27.74,31.8,41.23,33.0,30.875,28.5,26.73,30.9,37.1,26.6,23.1,29.92,23.21,33.7,33.25,30.8,34.8,24.64,33.88,38.06,41.91,31.635,25.46,36.195,27.83,17.8,27.5,24.51,22.22,26.73,38.39,29.07,38.06,36.67,22.135,26.8,35.3,27.74,30.02,38.06,35.86,20.9,28.975,17.29,32.2,34.21,30.3,31.825,25.365,33.63,40.15,24.415,31.92,25.2,26.84,24.32,36.955,38.06,42.35,19.8,32.395,30.2,25.84,29.37,34.2,37.05,27.455,27.55,26.6,20.615,24.3,31.79,21.56,28.12,40.565,27.645,32.395,31.2,26.62,48.07,26.22,36.765,26.4,33.4,29.64,45.54,28.82,26.8,22.99,27.7,25.41,34.39,28.88,27.55,22.61,37.51,33.0,38.0,33.345,27.5,33.33,34.865,33.06,26.6,24.7,35.97,35.86,31.4,33.25,32.205,32.775,27.645,37.335,25.27,29.64,30.8,40.945,27.2,34.105,23.21,36.48,33.8,36.7,36.385,27.36,31.16,28.785,35.72,34.5,25.74,27.55,32.3,27.72,27.6,30.02,27.55,36.765,41.47,29.26,35.75,33.345,29.92,27.835,23.18,25.6,27.7,35.245,38.28,27.6,43.89,29.83,41.91,20.79,32.3,30.5,21.7,26.4,21.89,30.78,32.3,24.985,32.015,30.4,21.09,22.23,33.155,32.9,33.33,28.31,24.89,40.15,30.115,31.46,17.955,30.685,33.0,43.34,22.135,34.4,39.05,25.365,22.61,30.21,35.625,37.43,31.445,31.35,32.3,19.855,34.4,31.02,25.6,38.17,20.6,47.52,32.965,32.3,20.4,38.38,24.31,23.6,21.12,30.03,17.48,20.235,17.195,23.9,35.15,35.64,34.1,22.6,39.16,26.98,33.88,35.86,32.775,30.59,30.2,24.31,27.265,29.165,16.815,30.4,33.1,20.235,26.9,30.5,28.595,33.11,31.73,28.9,46.75,29.45,32.68,33.5,43.01,36.52,26.695,33.1,29.64,25.65,29.6,38.6,29.6,24.13,23.4,29.735,46.53,37.4,30.14,30.495,39.6,33.0,36.63,30.0,38.095,25.935,25.175,28.38,28.7,33.82,24.32,24.09,32.67,30.115,29.8,33.345,25.1,28.31,28.5,35.625,36.85,32.56,41.325,37.51,31.35,39.5,34.3,31.065,21.47,28.7,38.06,31.16,32.9,25.08,25.08,43.4,25.7,27.93,23.6,28.7,23.98,39.2,34.4,26.03,23.21,30.25,28.93,30.875,31.35,23.75,25.27,28.7,32.11,33.66,22.42,30.4,28.3,35.7,35.31,30.495,31.0,30.875,27.36,44.22,33.915,37.73,26.07,33.88,30.59,25.8,39.425,25.46,42.13,31.73,29.7,36.19,40.48,28.025,38.9,30.2,28.05,31.35,38.0,31.79,36.3,47.41,30.21,25.84,35.435,46.7,28.595,46.2,30.8,28.93,21.4,31.73,41.325,23.8,33.44,34.21,34.105,35.53,19.95,32.68,30.5,44.77,32.12,30.495,40.565,30.59,31.9,40.565,29.1,37.29,43.12,36.86,34.295,27.17,26.84,38.095,30.2,23.465,25.46,30.59,45.43,23.65,20.7,28.27,20.235,30.21,35.91,30.69,29.0,19.57,31.13,21.85,40.26,33.725,29.48,33.25,32.6,37.525,39.16,31.635,25.3,39.05,28.31,34.1,25.175,23.655,26.98,37.8,29.37,34.8,33.155,19.0,33.0,36.63,28.595,25.6,33.11,37.1,31.4,34.1,21.3,33.535,28.785,26.03,28.88,42.46,38.0,38.95,36.1,29.3,35.53,22.705,39.7,38.19,24.51,38.095,26.41,33.66,42.4,28.31,33.915,34.96,35.31,30.78,26.22,23.37,28.5,32.965,42.68,39.6,31.13,36.3,35.2,25.3,42.4,33.155,35.91,28.785,46.53,23.98,31.54,33.66,22.99,38.06,28.7,32.775,32.015,29.81,31.57,31.16,29.7,31.02,43.89,21.375,40.81,31.35,36.1,23.18,17.4,20.3,35.3,24.32,18.5,26.41,26.125,41.69,24.1,31.13,27.36,36.2,32.395,23.655,34.8,40.185,32.3,35.75,33.725,39.27,34.87,44.745,41.47,26.41,29.545,32.9,38.06,28.69,30.495,27.74,35.2,23.54,30.685,40.47,22.6,28.9,22.61,24.32,36.67,33.44,40.66,36.6,37.4,35.4,27.075,39.05,28.405,21.755,40.28,36.08,24.42,21.4,30.1,27.265,32.1,34.77,38.39,23.7,31.73,35.5,24.035,29.15,34.105,26.62,26.41,30.115,27.0,21.755,36.0,30.875,26.4,28.975,37.905,22.77,33.63,27.645,22.8,27.83,37.43,38.17,34.58,35.2,27.1,26.03,25.175,31.825,32.3,29.0,39.7,19.475,36.1,26.7,36.48,28.88,34.2,33.33,32.3,39.805,34.32,28.88,24.4,41.14,35.97,27.6,29.26,27.7,36.955,36.86,22.515,29.92,41.8,27.6,23.18,20.9,31.92,28.5,44.22,22.895,33.1,24.795,26.18,35.97,22.3,42.24,26.51,35.815,41.42,36.575,30.14,25.84,30.8,42.94,21.01,22.515,34.43,31.46,24.225,37.1,26.125,35.53,33.7,17.67,31.13,29.81,24.32,31.825,31.79,28.025,30.78,21.85,33.1,25.84,23.845,34.39,33.82,35.97,31.5,28.31,23.465,31.35,31.1,24.7,32.78,29.81,30.495,32.45,34.2,50.38,24.1,32.775,30.78,32.3,35.53,23.75,23.845,29.6,33.11,24.13,32.23,28.1,47.6,28.0,33.535,19.855,25.4,29.9,37.29,43.7,23.655,24.3,36.2,29.48,24.86,30.1,21.85,28.12,27.1,33.44,28.8,29.5,34.8,27.36,22.135,37.05,26.695,28.93,28.975,30.02,39.5,33.63,26.885,29.04,24.035,38.94,32.11,44.0,20.045,25.555,40.26,22.515,22.515,40.92,27.265,36.85,35.1,29.355,32.585,32.34,39.8,24.6,28.31,31.73,26.695,27.5,24.605,33.99,26.885,22.895,28.2,34.21,25.0,33.2,31.0,35.815,23.2,32.11,23.4,20.1,39.16,34.21,46.53,32.5,25.8,35.3,37.18,27.5,29.735,24.225,26.18,29.48,23.21,46.09,40.185,22.61,39.93,35.8,35.8,34.2,31.255,29.7,18.335,42.9,28.405,30.2,27.835,39.49,30.8,26.79,34.96,36.67,39.615,25.9,35.2,24.795,36.765,27.1,24.795,25.365,25.745,34.32,28.16,23.56,20.235,40.5,35.42,22.895,40.15,29.15,39.995,29.92,25.46,21.375,25.9,30.59,30.115,25.8,30.115,27.645,34.675,20.52,19.8,27.835,31.6,28.27,20.045,23.275,34.1,36.85,36.29,26.885,22.99,32.7,25.8,29.6,19.19,31.73,29.26,28.215,24.985,27.74,22.8,20.13,33.33,32.3,27.6,25.46,24.605,34.2,35.815,32.68,37.0,31.02,36.08,23.32,45.32,34.6,26.03,18.715,31.6,17.29,23.655,35.2,27.93,21.565,38.38,23.0,37.07,30.495,28.88,27.265,28.025,23.085,30.685,25.8,35.245,24.7,25.08,52.58,22.515,30.9,36.955,26.41,29.83,29.8,21.47,27.645,28.9,31.79,39.49,33.82,32.01,27.94,41.14,28.595,25.6,25.3,37.29,42.655,21.66,31.9,37.07,31.445,31.255,28.88,18.335,29.59,32.0,26.03,31.68,33.66,21.78,27.835,19.95,31.5,30.495,18.3,28.975,31.54,47.74,22.1,36.19,29.83,32.7,30.4,33.7,31.35,34.96,33.77,30.875,33.99,19.095,28.6,38.94,36.08,29.8,31.24,29.925,26.22,30.0,20.35,32.3,38.39,25.85,26.315,24.51,32.67,29.64,33.33,35.75,19.95,31.4,38.17,36.86,32.395,42.75,25.08,29.9,35.86,32.8,18.6,23.87,45.9,40.28,18.335,33.82,28.12,25.0,22.23,30.25,32.49,37.07,32.6,24.86,32.34,32.3,32.775,32.8,31.92,21.5,34.1,30.305,36.48,32.56,35.815,27.93,22.135,44.88,23.18,30.59,41.1,34.58,42.13,38.83,28.215,28.31,26.125,40.37,24.6,35.2,34.105,27.36,26.7,41.91,29.26,32.11,27.1,24.13,27.4,34.865,29.81,41.325,29.925,30.3,27.36,28.49,23.56,35.625,32.68,25.27,28.0,32.775,21.755,32.395,36.575,21.755,27.93,30.02,33.55,29.355,25.8,24.32,40.375,32.11,32.3,27.28,17.86,34.8,33.4,25.555,37.1,30.875,34.1,21.47,33.3,31.255,39.14,25.08,37.29,34.6,30.21,21.945,24.97,25.3,24.42,23.94,39.82,16.815,37.18,34.43,30.305,34.485,21.8,24.605,23.3,27.83,31.065,21.66,28.215,22.705,42.13,41.8,36.96,21.28,33.11,33.33,24.3,25.7,29.4,39.82,33.63,29.83,19.8,27.3,29.3,27.72,37.9,36.385,27.645,37.715,23.18,20.52,37.1,28.05,29.9,33.345,23.76,30.5,31.065,33.3,27.5,33.915,34.485,25.52,27.61,27.06,23.7,30.4,29.735,29.925,26.79,33.33,27.645,21.66,30.03,36.3,24.32,17.29,25.9,39.4,34.32,19.95,34.9,23.21,25.745,25.175,22.0,26.125,26.51,27.455,25.745,30.36,30.875,20.8,27.8,24.605,27.72,21.85,28.12,30.2,32.2,26.315,26.695,42.9,34.7,23.655,28.31,20.6,53.13,39.71,26.315,31.065,26.695,38.83,40.37,25.935,33.535,32.87,30.03,24.225,38.6,25.74,33.4,44.7,30.97,31.92,36.85,25.8,29.07],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"bmi=%{x}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"green\"},\"name\":\"\",\"notched\":true,\"offsetgroup\":\"\",\"showlegend\":false,\"x\":[27.9,33.77,33.0,22.705,28.88,25.74,33.44,27.74,29.83,25.84,26.22,26.29,34.4,39.82,42.13,24.6,30.78,23.845,40.3,35.3,36.005,32.4,34.1,31.92,28.025,27.72,23.085,32.775,17.385,36.3,35.6,26.315,28.6,28.31,36.4,20.425,32.965,20.8,36.67,39.9,26.6,36.63,21.78,30.8,37.05,37.3,38.665,34.77,24.53,35.2,35.625,33.63,28.0,34.43,28.69,36.955,31.825,31.68,22.88,37.335,27.36,33.66,24.7,25.935,22.42,28.9,39.1,26.315,36.19,23.98,24.75,28.5,28.1,32.01,27.4,34.01,29.59,35.53,39.805,32.965,26.885,38.285,37.62,41.23,34.8,22.895,31.16,27.2,27.74,26.98,39.49,24.795,29.83,34.77,31.3,37.62,30.8,38.28,19.95,19.3,31.6,25.46,30.115,29.92,27.5,28.025,28.4,30.875,27.94,35.09,33.63,29.7,30.8,35.72,32.205,28.595,49.06,27.94,27.17,23.37,37.1,23.75,28.975,31.35,33.915,28.785,28.3,37.4,17.765,34.7,26.505,22.04,35.9,25.555,28.785,28.05,34.1,25.175,31.9,36.0,22.42,32.49,25.3,29.735,28.69,38.83,30.495,37.73,37.43,28.4,24.13,29.7,37.145,23.37,25.46,39.52,24.42,25.175,35.53,27.83,26.6,36.85,39.6,29.8,29.64,28.215,37.0,33.155,31.825,18.905,41.47,30.3,15.96,34.8,33.345,37.7,27.835,29.2,28.9,33.155,28.595,38.28,19.95,26.41,30.69,41.895,29.92,30.9,32.2,32.11,31.57,26.2,25.74,26.6,34.43,30.59,32.8,28.6,18.05,39.33,32.11,32.23,24.035,36.08,22.3,28.88,26.4,27.74,31.8,41.23,33.0,30.875,28.5,26.73,30.9,37.1,26.6,23.1,29.92,23.21,33.7,33.25,30.8,34.8,24.64,33.88,38.06,41.91,31.635,25.46,36.195,27.83,17.8,27.5,24.51,22.22,26.73,38.39,29.07,38.06,36.67,22.135,26.8,35.3,27.74,30.02,38.06,35.86,20.9,28.975,17.29,32.2,34.21,30.3,31.825,25.365,33.63,40.15,24.415,31.92,25.2,26.84,24.32,36.955,38.06,42.35,19.8,32.395,30.2,25.84,29.37,34.2,37.05,27.455,27.55,26.6,20.615,24.3,31.79,21.56,28.12,40.565,27.645,32.395,31.2,26.62,48.07,26.22,36.765,26.4,33.4,29.64,45.54,28.82,26.8,22.99,27.7,25.41,34.39,28.88,27.55,22.61,37.51,33.0,38.0,33.345,27.5,33.33,34.865,33.06,26.6,24.7,35.97,35.86,31.4,33.25,32.205,32.775,27.645,37.335,25.27,29.64,30.8,40.945,27.2,34.105,23.21,36.48,33.8,36.7,36.385,27.36,31.16,28.785,35.72,34.5,25.74,27.55,32.3,27.72,27.6,30.02,27.55,36.765,41.47,29.26,35.75,33.345,29.92,27.835,23.18,25.6,27.7,35.245,38.28,27.6,43.89,29.83,41.91,20.79,32.3,30.5,21.7,26.4,21.89,30.78,32.3,24.985,32.015,30.4,21.09,22.23,33.155,32.9,33.33,28.31,24.89,40.15,30.115,31.46,17.955,30.685,33.0,43.34,22.135,34.4,39.05,25.365,22.61,30.21,35.625,37.43,31.445,31.35,32.3,19.855,34.4,31.02,25.6,38.17,20.6,47.52,32.965,32.3,20.4,38.38,24.31,23.6,21.12,30.03,17.48,20.235,17.195,23.9,35.15,35.64,34.1,22.6,39.16,26.98,33.88,35.86,32.775,30.59,30.2,24.31,27.265,29.165,16.815,30.4,33.1,20.235,26.9,30.5,28.595,33.11,31.73,28.9,46.75,29.45,32.68,33.5,43.01,36.52,26.695,33.1,29.64,25.65,29.6,38.6,29.6,24.13,23.4,29.735,46.53,37.4,30.14,30.495,39.6,33.0,36.63,30.0,38.095,25.935,25.175,28.38,28.7,33.82,24.32,24.09,32.67,30.115,29.8,33.345,25.1,28.31,28.5,35.625,36.85,32.56,41.325,37.51,31.35,39.5,34.3,31.065,21.47,28.7,38.06,31.16,32.9,25.08,25.08,43.4,25.7,27.93,23.6,28.7,23.98,39.2,34.4,26.03,23.21,30.25,28.93,30.875,31.35,23.75,25.27,28.7,32.11,33.66,22.42,30.4,28.3,35.7,35.31,30.495,31.0,30.875,27.36,44.22,33.915,37.73,26.07,33.88,30.59,25.8,39.425,25.46,42.13,31.73,29.7,36.19,40.48,28.025,38.9,30.2,28.05,31.35,38.0,31.79,36.3,47.41,30.21,25.84,35.435,46.7,28.595,46.2,30.8,28.93,21.4,31.73,41.325,23.8,33.44,34.21,34.105,35.53,19.95,32.68,30.5,44.77,32.12,30.495,40.565,30.59,31.9,40.565,29.1,37.29,43.12,36.86,34.295,27.17,26.84,38.095,30.2,23.465,25.46,30.59,45.43,23.65,20.7,28.27,20.235,30.21,35.91,30.69,29.0,19.57,31.13,21.85,40.26,33.725,29.48,33.25,32.6,37.525,39.16,31.635,25.3,39.05,28.31,34.1,25.175,23.655,26.98,37.8,29.37,34.8,33.155,19.0,33.0,36.63,28.595,25.6,33.11,37.1,31.4,34.1,21.3,33.535,28.785,26.03,28.88,42.46,38.0,38.95,36.1,29.3,35.53,22.705,39.7,38.19,24.51,38.095,26.41,33.66,42.4,28.31,33.915,34.96,35.31,30.78,26.22,23.37,28.5,32.965,42.68,39.6,31.13,36.3,35.2,25.3,42.4,33.155,35.91,28.785,46.53,23.98,31.54,33.66,22.99,38.06,28.7,32.775,32.015,29.81,31.57,31.16,29.7,31.02,43.89,21.375,40.81,31.35,36.1,23.18,17.4,20.3,35.3,24.32,18.5,26.41,26.125,41.69,24.1,31.13,27.36,36.2,32.395,23.655,34.8,40.185,32.3,35.75,33.725,39.27,34.87,44.745,41.47,26.41,29.545,32.9,38.06,28.69,30.495,27.74,35.2,23.54,30.685,40.47,22.6,28.9,22.61,24.32,36.67,33.44,40.66,36.6,37.4,35.4,27.075,39.05,28.405,21.755,40.28,36.08,24.42,21.4,30.1,27.265,32.1,34.77,38.39,23.7,31.73,35.5,24.035,29.15,34.105,26.62,26.41,30.115,27.0,21.755,36.0,30.875,26.4,28.975,37.905,22.77,33.63,27.645,22.8,27.83,37.43,38.17,34.58,35.2,27.1,26.03,25.175,31.825,32.3,29.0,39.7,19.475,36.1,26.7,36.48,28.88,34.2,33.33,32.3,39.805,34.32,28.88,24.4,41.14,35.97,27.6,29.26,27.7,36.955,36.86,22.515,29.92,41.8,27.6,23.18,20.9,31.92,28.5,44.22,22.895,33.1,24.795,26.18,35.97,22.3,42.24,26.51,35.815,41.42,36.575,30.14,25.84,30.8,42.94,21.01,22.515,34.43,31.46,24.225,37.1,26.125,35.53,33.7,17.67,31.13,29.81,24.32,31.825,31.79,28.025,30.78,21.85,33.1,25.84,23.845,34.39,33.82,35.97,31.5,28.31,23.465,31.35,31.1,24.7,32.78,29.81,30.495,32.45,34.2,50.38,24.1,32.775,30.78,32.3,35.53,23.75,23.845,29.6,33.11,24.13,32.23,28.1,47.6,28.0,33.535,19.855,25.4,29.9,37.29,43.7,23.655,24.3,36.2,29.48,24.86,30.1,21.85,28.12,27.1,33.44,28.8,29.5,34.8,27.36,22.135,37.05,26.695,28.93,28.975,30.02,39.5,33.63,26.885,29.04,24.035,38.94,32.11,44.0,20.045,25.555,40.26,22.515,22.515,40.92,27.265,36.85,35.1,29.355,32.585,32.34,39.8,24.6,28.31,31.73,26.695,27.5,24.605,33.99,26.885,22.895,28.2,34.21,25.0,33.2,31.0,35.815,23.2,32.11,23.4,20.1,39.16,34.21,46.53,32.5,25.8,35.3,37.18,27.5,29.735,24.225,26.18,29.48,23.21,46.09,40.185,22.61,39.93,35.8,35.8,34.2,31.255,29.7,18.335,42.9,28.405,30.2,27.835,39.49,30.8,26.79,34.96,36.67,39.615,25.9,35.2,24.795,36.765,27.1,24.795,25.365,25.745,34.32,28.16,23.56,20.235,40.5,35.42,22.895,40.15,29.15,39.995,29.92,25.46,21.375,25.9,30.59,30.115,25.8,30.115,27.645,34.675,20.52,19.8,27.835,31.6,28.27,20.045,23.275,34.1,36.85,36.29,26.885,22.99,32.7,25.8,29.6,19.19,31.73,29.26,28.215,24.985,27.74,22.8,20.13,33.33,32.3,27.6,25.46,24.605,34.2,35.815,32.68,37.0,31.02,36.08,23.32,45.32,34.6,26.03,18.715,31.6,17.29,23.655,35.2,27.93,21.565,38.38,23.0,37.07,30.495,28.88,27.265,28.025,23.085,30.685,25.8,35.245,24.7,25.08,52.58,22.515,30.9,36.955,26.41,29.83,29.8,21.47,27.645,28.9,31.79,39.49,33.82,32.01,27.94,41.14,28.595,25.6,25.3,37.29,42.655,21.66,31.9,37.07,31.445,31.255,28.88,18.335,29.59,32.0,26.03,31.68,33.66,21.78,27.835,19.95,31.5,30.495,18.3,28.975,31.54,47.74,22.1,36.19,29.83,32.7,30.4,33.7,31.35,34.96,33.77,30.875,33.99,19.095,28.6,38.94,36.08,29.8,31.24,29.925,26.22,30.0,20.35,32.3,38.39,25.85,26.315,24.51,32.67,29.64,33.33,35.75,19.95,31.4,38.17,36.86,32.395,42.75,25.08,29.9,35.86,32.8,18.6,23.87,45.9,40.28,18.335,33.82,28.12,25.0,22.23,30.25,32.49,37.07,32.6,24.86,32.34,32.3,32.775,32.8,31.92,21.5,34.1,30.305,36.48,32.56,35.815,27.93,22.135,44.88,23.18,30.59,41.1,34.58,42.13,38.83,28.215,28.31,26.125,40.37,24.6,35.2,34.105,27.36,26.7,41.91,29.26,32.11,27.1,24.13,27.4,34.865,29.81,41.325,29.925,30.3,27.36,28.49,23.56,35.625,32.68,25.27,28.0,32.775,21.755,32.395,36.575,21.755,27.93,30.02,33.55,29.355,25.8,24.32,40.375,32.11,32.3,27.28,17.86,34.8,33.4,25.555,37.1,30.875,34.1,21.47,33.3,31.255,39.14,25.08,37.29,34.6,30.21,21.945,24.97,25.3,24.42,23.94,39.82,16.815,37.18,34.43,30.305,34.485,21.8,24.605,23.3,27.83,31.065,21.66,28.215,22.705,42.13,41.8,36.96,21.28,33.11,33.33,24.3,25.7,29.4,39.82,33.63,29.83,19.8,27.3,29.3,27.72,37.9,36.385,27.645,37.715,23.18,20.52,37.1,28.05,29.9,33.345,23.76,30.5,31.065,33.3,27.5,33.915,34.485,25.52,27.61,27.06,23.7,30.4,29.735,29.925,26.79,33.33,27.645,21.66,30.03,36.3,24.32,17.29,25.9,39.4,34.32,19.95,34.9,23.21,25.745,25.175,22.0,26.125,26.51,27.455,25.745,30.36,30.875,20.8,27.8,24.605,27.72,21.85,28.12,30.2,32.2,26.315,26.695,42.9,34.7,23.655,28.31,20.6,53.13,39.71,26.315,31.065,26.695,38.83,40.37,25.935,33.535,32.87,30.03,24.225,38.6,25.74,33.4,44.7,30.97,31.92,36.85,25.8,29.07],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"bmi\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,0.8316],\"title\":{\"text\":\"count\"}},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.0,1.0],\"matches\":\"x\",\"showticklabels\":false,\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.8416,1.0],\"matches\":\"y2\",\"showticklabels\":false,\"showline\":false,\"ticks\":\"\",\"showgrid\":false},\"legend\":{\"tracegroupgap\":0},\"title\":{\"text\":\"Distribution of BMI (Body Mass Index)\"},\"barmode\":\"relative\",\"bargap\":0.1}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('bb7ba033-c6b4-4ab6-a7f7-1e013d7fe696');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# Charges"
],
"metadata": {
"id": "6pdBobIWbEQI"
}
},
{
"cell_type": "code",
"source": [
"fig = px.histogram(medical_df, \n",
" x='charges', \n",
" marginal='box', \n",
" color='smoker', \n",
" color_discrete_sequence=['green', 'grey'], \n",
" title='Annual Medical Charges')\n",
"fig.update_layout(bargap=0.1)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "1eKFwPq0aft8",
"outputId": "497ff8bc-7f0e-4118-fa3a-339830f4a4ab"
},
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"5f62e236-543c-4f00-9ea6-7fdfc5282483\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"5f62e236-543c-4f00-9ea6-7fdfc5282483\")) { Plotly.newPlot( \"5f62e236-543c-4f00-9ea6-7fdfc5282483\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"smoker=yes<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"yes\",\"marker\":{\"color\":\"green\",\"pattern\":{\"shape\":\"\"}},\"name\":\"yes\",\"offsetgroup\":\"yes\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[16884.924,27808.7251,39611.7577,36837.467,37701.8768,38711.0,35585.576,51194.55914,39774.2763,48173.361,38709.176,23568.272,37742.5757,47496.49445,34303.1672,23244.7902,14711.7438,17663.1442,16577.7795,37165.1638,39836.519,21098.55405,43578.9394,30184.9367,47291.055,22412.6485,15820.699,30942.1918,17560.37975,47055.5321,19107.7796,39556.4945,17081.08,32734.1863,18972.495,20745.9891,40720.55105,19964.7463,21223.6758,15518.18025,36950.2567,21348.706,36149.4835,48824.45,43753.33705,37133.8982,20984.0936,34779.615,19515.5416,19444.2658,17352.6803,38511.6283,29523.1656,12829.4551,47305.305,44260.7499,41097.16175,43921.1837,33750.2918,17085.2676,24869.8368,36219.40545,46151.1245,17179.522,42856.838,22331.5668,48549.17835,47896.79135,42112.2356,16297.846,21978.6769,38746.3551,24873.3849,42124.5153,34838.873,35491.64,42760.5022,47928.03,48517.56315,24393.6224,41919.097,13844.506,36085.219,18033.9679,21659.9301,38126.2465,15006.57945,42303.69215,19594.80965,14455.64405,18608.262,28950.4692,46889.2612,46599.1084,39125.33225,37079.372,26109.32905,22144.032,19521.9682,25382.297,28868.6639,35147.52848,48885.13561,17942.106,36197.699,22218.1149,32548.3405,21082.16,38245.59327,48675.5177,63770.42801,23807.2406,45863.205,39983.42595,45702.02235,58571.07448,43943.8761,15359.1045,17468.9839,25678.77845,39241.442,42969.8527,23306.547,34439.8559,40182.246,34617.84065,42983.4585,20149.3229,32787.45859,24667.419,27037.9141,42560.4304,40003.33225,45710.20785,46200.9851,46130.5265,40103.89,34806.4677,40273.6455,44400.4064,40932.4295,16657.71745,19361.9988,40419.0191,36189.1017,44585.45587,18246.4955,43254.41795,19539.243,23065.4207,36307.7983,19040.876,17748.5062,18259.216,24520.264,21195.818,18310.742,17904.52705,38792.6856,23401.30575,55135.40209,43813.8661,20773.62775,39597.4072,36021.0112,27533.9129,45008.9555,37270.1512,42111.6647,24106.91255,40974.1649,15817.9857,46113.511,46255.1125,19719.6947,27218.43725,29330.98315,44202.6536,19798.05455,48673.5588,17496.306,33732.6867,21774.32215,35069.37452,39047.285,19933.458,47462.894,38998.546,20009.63365,41999.52,41034.2214,23967.38305,16138.76205,19199.944,14571.8908,16420.49455,17361.7661,34472.841,24915.22085,18767.7377,35595.5898,42211.1382,16450.8947,21677.28345,44423.803,13747.87235,37484.4493,39725.51805,20234.85475,33475.81715,21880.82,44501.3982,39727.614,25309.489,48970.2476,39871.7043,34672.1472,19023.26,41676.0811,33907.548,44641.1974,16776.30405,41949.2441,24180.9335,36124.5737,38282.7495,34166.273,46661.4424,40904.1995,36898.73308,52590.82939,40941.2854,39722.7462,17178.6824,22478.6,23887.6627,19350.3689,18328.2381,37465.34375,21771.3423,33307.5508,18223.4512,38415.474,20296.86345,41661.602,26125.67477,60021.39897,20167.33603,47269.854,49577.6624,37607.5277,18648.4217,16232.847,26926.5144,34254.05335,17043.3414,22462.04375,24535.69855,14283.4594,47403.88,38344.566,34828.654,62592.87309,46718.16325,37829.7242,21259.37795,16115.3045,21472.4788,33900.653,36397.576,18765.87545,28101.33305,43896.3763,29141.3603],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"smoker=yes<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"yes\",\"marker\":{\"color\":\"green\"},\"name\":\"yes\",\"notched\":true,\"offsetgroup\":\"yes\",\"showlegend\":false,\"x\":[16884.924,27808.7251,39611.7577,36837.467,37701.8768,38711.0,35585.576,51194.55914,39774.2763,48173.361,38709.176,23568.272,37742.5757,47496.49445,34303.1672,23244.7902,14711.7438,17663.1442,16577.7795,37165.1638,39836.519,21098.55405,43578.9394,30184.9367,47291.055,22412.6485,15820.699,30942.1918,17560.37975,47055.5321,19107.7796,39556.4945,17081.08,32734.1863,18972.495,20745.9891,40720.55105,19964.7463,21223.6758,15518.18025,36950.2567,21348.706,36149.4835,48824.45,43753.33705,37133.8982,20984.0936,34779.615,19515.5416,19444.2658,17352.6803,38511.6283,29523.1656,12829.4551,47305.305,44260.7499,41097.16175,43921.1837,33750.2918,17085.2676,24869.8368,36219.40545,46151.1245,17179.522,42856.838,22331.5668,48549.17835,47896.79135,42112.2356,16297.846,21978.6769,38746.3551,24873.3849,42124.5153,34838.873,35491.64,42760.5022,47928.03,48517.56315,24393.6224,41919.097,13844.506,36085.219,18033.9679,21659.9301,38126.2465,15006.57945,42303.69215,19594.80965,14455.64405,18608.262,28950.4692,46889.2612,46599.1084,39125.33225,37079.372,26109.32905,22144.032,19521.9682,25382.297,28868.6639,35147.52848,48885.13561,17942.106,36197.699,22218.1149,32548.3405,21082.16,38245.59327,48675.5177,63770.42801,23807.2406,45863.205,39983.42595,45702.02235,58571.07448,43943.8761,15359.1045,17468.9839,25678.77845,39241.442,42969.8527,23306.547,34439.8559,40182.246,34617.84065,42983.4585,20149.3229,32787.45859,24667.419,27037.9141,42560.4304,40003.33225,45710.20785,46200.9851,46130.5265,40103.89,34806.4677,40273.6455,44400.4064,40932.4295,16657.71745,19361.9988,40419.0191,36189.1017,44585.45587,18246.4955,43254.41795,19539.243,23065.4207,36307.7983,19040.876,17748.5062,18259.216,24520.264,21195.818,18310.742,17904.52705,38792.6856,23401.30575,55135.40209,43813.8661,20773.62775,39597.4072,36021.0112,27533.9129,45008.9555,37270.1512,42111.6647,24106.91255,40974.1649,15817.9857,46113.511,46255.1125,19719.6947,27218.43725,29330.98315,44202.6536,19798.05455,48673.5588,17496.306,33732.6867,21774.32215,35069.37452,39047.285,19933.458,47462.894,38998.546,20009.63365,41999.52,41034.2214,23967.38305,16138.76205,19199.944,14571.8908,16420.49455,17361.7661,34472.841,24915.22085,18767.7377,35595.5898,42211.1382,16450.8947,21677.28345,44423.803,13747.87235,37484.4493,39725.51805,20234.85475,33475.81715,21880.82,44501.3982,39727.614,25309.489,48970.2476,39871.7043,34672.1472,19023.26,41676.0811,33907.548,44641.1974,16776.30405,41949.2441,24180.9335,36124.5737,38282.7495,34166.273,46661.4424,40904.1995,36898.73308,52590.82939,40941.2854,39722.7462,17178.6824,22478.6,23887.6627,19350.3689,18328.2381,37465.34375,21771.3423,33307.5508,18223.4512,38415.474,20296.86345,41661.602,26125.67477,60021.39897,20167.33603,47269.854,49577.6624,37607.5277,18648.4217,16232.847,26926.5144,34254.05335,17043.3414,22462.04375,24535.69855,14283.4594,47403.88,38344.566,34828.654,62592.87309,46718.16325,37829.7242,21259.37795,16115.3045,21472.4788,33900.653,36397.576,18765.87545,28101.33305,43896.3763,29141.3603],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"smoker=no<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"no\",\"marker\":{\"color\":\"grey\",\"pattern\":{\"shape\":\"\"}},\"name\":\"no\",\"offsetgroup\":\"no\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,1826.843,11090.7178,1837.237,10797.3362,2395.17155,10602.385,13228.84695,4149.736,1137.011,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,2198.18985,4687.797,13770.0979,1625.43375,15612.19335,2302.3,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,1743.214,14235.072,6389.37785,5920.1041,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,11033.6617,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,5729.0053,3766.8838,12105.32,10226.2842,6186.127,3645.0894,21344.8467,5003.853,2331.519,3877.30425,2867.1196,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,10115.00885,3385.39915,9634.538,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18157.876,5138.2567,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,7077.1894,6948.7008,19749.38338,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,7147.105,4337.7352,11743.299,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,1615.7667,4463.2051,7152.6714,5354.07465,35160.13457,7196.867,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,4260.744,13047.33235,5400.9805,11520.09985,11837.16,20462.99766,14590.63205,7441.053,9282.4806,1719.4363,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,25992.82104,3172.018,20277.80751,2156.7518,3906.127,1704.5681,9249.4952,6746.7425,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,8124.4084,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,11566.30055,2866.091,6600.20595,3561.8889,9144.565,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,1391.5287,16455.70785,27000.98473,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,5080.096,2134.9015,7345.7266,9140.951,14418.2804,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,1149.3959,28287.89766,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,15230.32405,11165.41765,1632.03625,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,10461.9794,1748.774,24513.09126,2196.4732,12574.049,1967.0227,4931.647,8027.968,8211.1002,13470.86,6837.3687,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,10231.4999,3268.84665,11538.421,3213.62205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,9283.562,3558.62025,4435.0942,8547.6913,6571.544,2207.69745,6753.038,1880.07,11658.11505,10713.644,3659.346,9182.17,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,12949.1554,6666.243,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,8703.456,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,7222.78625,12485.8009,12363.547,10156.7832,2585.269,1242.26,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,6664.68595,2217.6012,6781.3542,10065.413,4234.927,9447.25035,14007.222,9583.8933,3484.331,8604.48365,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,2416.955,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,1146.7966,9386.1613,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,7209.4918,4266.1658,4719.52405,11848.141,7046.7222,14313.8463,2103.08,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,10072.05505,9872.701,2438.0552,2974.126,10601.63225,14119.62,11729.6795,1875.344,18218.16139,10965.446,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,4877.98105,5272.1758,1682.597,11945.1327,7243.8136,10422.91665,13555.0049,13063.883,2221.56445,1634.5734,2117.33885,8688.85885,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,2639.0429,14382.70905,7626.993,5257.50795,2473.3341,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,6358.77645,11534.87265,4527.18295,3875.7341,12609.88702,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,3378.91,7144.86265,10118.424,5484.4673,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,23241.47453,9957.7216,8269.044,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,1711.0268,8569.8618,2020.177,21595.38229,9850.432,6877.9801,4137.5227,12950.0712,12094.478,2250.8352,22493.65964,1704.70015,3161.454,11394.06555,7325.0482,3594.17085,8023.13545,14394.5579,9288.0267,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,10796.35025,11353.2276,9748.9106,10577.087,11286.5387,3591.48,11299.343,4561.1885,1674.6323,23045.56616,3227.1211,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,5312.16985,2396.0959,10807.4863,9222.4026,5693.4305,8347.1643,18903.49141,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,2261.5688,10791.96,5979.731,2203.73595,12235.8392,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,11093.6229,6457.8434,4433.9159,2154.361,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,8603.8234,13844.7972,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,36910.60803,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,7537.1639,4718.20355,6593.5083,8442.667,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,1241.565,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,10704.47,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,10959.33,2741.948,4357.04365,4189.1131,8283.6807,1720.3537,8534.6718,3732.6251,5472.449,7147.4728,7133.9025,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,3208.787,2464.6188,6875.961,6940.90985,4571.41305,4536.259,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,12981.3457,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"smoker=no<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"no\",\"marker\":{\"color\":\"grey\"},\"name\":\"no\",\"notched\":true,\"offsetgroup\":\"no\",\"showlegend\":false,\"x\":[1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,1826.843,11090.7178,1837.237,10797.3362,2395.17155,10602.385,13228.84695,4149.736,1137.011,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,2198.18985,4687.797,13770.0979,1625.43375,15612.19335,2302.3,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,1743.214,14235.072,6389.37785,5920.1041,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,11033.6617,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,5729.0053,3766.8838,12105.32,10226.2842,6186.127,3645.0894,21344.8467,5003.853,2331.519,3877.30425,2867.1196,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,10115.00885,3385.39915,9634.538,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18157.876,5138.2567,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,7077.1894,6948.7008,19749.38338,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,7147.105,4337.7352,11743.299,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,1615.7667,4463.2051,7152.6714,5354.07465,35160.13457,7196.867,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,4260.744,13047.33235,5400.9805,11520.09985,11837.16,20462.99766,14590.63205,7441.053,9282.4806,1719.4363,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,25992.82104,3172.018,20277.80751,2156.7518,3906.127,1704.5681,9249.4952,6746.7425,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,8124.4084,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,11566.30055,2866.091,6600.20595,3561.8889,9144.565,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,1391.5287,16455.70785,27000.98473,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,5080.096,2134.9015,7345.7266,9140.951,14418.2804,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,1149.3959,28287.89766,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,15230.32405,11165.41765,1632.03625,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,10461.9794,1748.774,24513.09126,2196.4732,12574.049,1967.0227,4931.647,8027.968,8211.1002,13470.86,6837.3687,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,10231.4999,3268.84665,11538.421,3213.62205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,9283.562,3558.62025,4435.0942,8547.6913,6571.544,2207.69745,6753.038,1880.07,11658.11505,10713.644,3659.346,9182.17,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,12949.1554,6666.243,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,8703.456,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,7222.78625,12485.8009,12363.547,10156.7832,2585.269,1242.26,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,6664.68595,2217.6012,6781.3542,10065.413,4234.927,9447.25035,14007.222,9583.8933,3484.331,8604.48365,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,2416.955,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,1146.7966,9386.1613,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,7209.4918,4266.1658,4719.52405,11848.141,7046.7222,14313.8463,2103.08,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,10072.05505,9872.701,2438.0552,2974.126,10601.63225,14119.62,11729.6795,1875.344,18218.16139,10965.446,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,4877.98105,5272.1758,1682.597,11945.1327,7243.8136,10422.91665,13555.0049,13063.883,2221.56445,1634.5734,2117.33885,8688.85885,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,2639.0429,14382.70905,7626.993,5257.50795,2473.3341,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,6358.77645,11534.87265,4527.18295,3875.7341,12609.88702,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,3378.91,7144.86265,10118.424,5484.4673,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,23241.47453,9957.7216,8269.044,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,1711.0268,8569.8618,2020.177,21595.38229,9850.432,6877.9801,4137.5227,12950.0712,12094.478,2250.8352,22493.65964,1704.70015,3161.454,11394.06555,7325.0482,3594.17085,8023.13545,14394.5579,9288.0267,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,10796.35025,11353.2276,9748.9106,10577.087,11286.5387,3591.48,11299.343,4561.1885,1674.6323,23045.56616,3227.1211,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,5312.16985,2396.0959,10807.4863,9222.4026,5693.4305,8347.1643,18903.49141,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,2261.5688,10791.96,5979.731,2203.73595,12235.8392,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,11093.6229,6457.8434,4433.9159,2154.361,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,8603.8234,13844.7972,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,36910.60803,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,7537.1639,4718.20355,6593.5083,8442.667,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,1241.565,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,10704.47,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,10959.33,2741.948,4357.04365,4189.1131,8283.6807,1720.3537,8534.6718,3732.6251,5472.449,7147.4728,7133.9025,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,3208.787,2464.6188,6875.961,6940.90985,4571.41305,4536.259,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,12981.3457,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,0.7326],\"title\":{\"text\":\"count\"}},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.0,1.0],\"matches\":\"x\",\"showticklabels\":false,\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.7426,1.0],\"matches\":\"y2\",\"showticklabels\":false,\"showline\":false,\"ticks\":\"\",\"showgrid\":false},\"legend\":{\"title\":{\"text\":\"smoker\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Annual Medical Charges\"},\"barmode\":\"relative\",\"bargap\":0.1}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('5f62e236-543c-4f00-9ea6-7fdfc5282483');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"fig = px.histogram(medical_df, \n",
" x='charges', \n",
" marginal='box', \n",
" color='sex', \n",
" color_discrete_sequence=['green', 'grey'], \n",
" title='Annual Medical Charges')\n",
"fig.update_layout(bargap=0.1)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "EJ8Gp4gFbDuw",
"outputId": "96921f0e-c63c-4232-b096-1a6ab3cc2f36"
},
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"b6f63ec7-50f1-4126-a667-9ea8e81fe2f2\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"b6f63ec7-50f1-4126-a667-9ea8e81fe2f2\")) { Plotly.newPlot( \"b6f63ec7-50f1-4126-a667-9ea8e81fe2f2\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"sex=female<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"female\",\"marker\":{\"color\":\"green\",\"pattern\":{\"shape\":\"\"}},\"name\":\"female\",\"offsetgroup\":\"female\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[16884.924,3756.6216,8240.5896,7281.5056,28923.13692,27808.7251,11090.7178,10797.3362,13228.84695,4149.736,37701.8768,14001.1338,14451.83515,12268.63225,2198.18985,4687.797,15612.19335,3046.062,4949.7587,6313.759,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,23244.7902,5989.52365,4133.64165,14711.7438,1743.214,14235.072,5920.1041,16577.7795,11741.726,3947.4131,2755.02095,6571.02435,7935.29115,11033.6617,39836.519,43578.9394,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,47291.055,3766.8838,12105.32,6186.127,21344.8467,30942.1918,5003.853,2331.519,11881.358,2404.7338,19107.7796,8601.3293,6686.4313,2257.47525,10115.00885,3385.39915,17081.08,9634.538,32734.1863,12815.44495,13616.3586,11163.568,2457.21115,2155.6815,27322.73386,2166.732,5138.2567,9877.6077,10959.6947,6334.34355,19964.7463,7077.1894,19749.38338,21348.706,36149.4835,5152.134,4830.63,6128.79745,2719.27975,5246.047,2855.43755,48824.45,8823.279,8538.28845,1631.8212,7419.4779,3981.9768,5325.651,6775.961,4922.9159,4883.866,12044.342,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,37133.8982,4337.7352,13880.949,5002.7827,8520.026,7371.772,10355.641,3392.9768,25081.76784,5012.471,10564.8845,24227.33724,7358.17565,7443.64305,14001.2867,1727.785,19444.2658,1615.7667,38511.6283,5354.07465,35160.13457,29523.1656,12648.7034,47305.305,13047.33235,5400.9805,11837.16,17085.2676,20462.99766,14590.63205,9715.841,2150.469,9855.1314,22331.5668,11879.10405,9625.92,9432.9253,14256.1928,47896.79135,3172.018,2156.7518,9249.4952,24873.3849,12265.5069,4349.462,12646.207,20177.67113,4151.0287,7749.1564,1737.376,34838.873,7421.19455,24671.66334,3561.8889,47928.03,48517.56315,13429.0354,11658.37915,19144.57652,8232.6388,18955.22017,13217.0945,10977.2063,6184.2994,5478.0368,11830.6072,8932.084,3554.203,14133.03775,1607.5101,10043.249,13844.506,2597.779,3180.5101,9778.3472,13430.265,8017.06115,13415.0381,12029.2867,7639.41745,18033.9679,21659.9301,16455.70785,15006.57945,5846.9176,11856.4115,3176.8159,4618.0799,2138.0707,9411.005,8522.003,1631.6683,9264.797,14692.66935,11396.9002,4185.0979,8539.671,19594.80965,14455.64405,2134.9015,7345.7266,18608.262,28950.4692,6555.07035,7323.734819,3167.45585,18804.7524,4906.40965,12638.195,12592.5345,4738.2682,37079.372,28287.89766,7345.084,11454.0215,5910.944,11881.9696,11840.77505,7682.67,10381.4787,15230.32405,19521.9682,13224.693,12643.3778,23288.9284,2201.0971,2203.47185,1744.465,20878.78443,1622.1885,9880.068,4347.02335,12475.3513,48885.13561,1748.774,24513.09126,2196.4732,4931.647,8211.1002,13470.86,5974.3847,3044.2133,11455.28,5240.765,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,14043.4767,5972.378,8825.086,8233.0975,6196.448,3056.3881,13887.204,63770.42801,11538.421,3213.62205,45863.205,3972.9247,11187.6567,17878.90068,39983.42595,9193.8385,10923.9332,2801.2588,2128.43105,6373.55735,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,58571.07448,3206.49135,17626.23951,4779.6023,43943.8761,13635.6379,5976.8311,11842.442,15359.1045,8823.98575,7640.3092,5594.8455,33471.97189,1633.0444,11070.535,16085.1275,17468.9839,9283.562,3558.62025,25678.77845,8547.6913,6571.544,2207.69745,6753.038,1880.07,42969.8527,11658.11505,34439.8559,10713.644,9182.17,3736.4647,42983.4585,3366.6697,2709.1119,24915.04626,4466.6214,8252.2843,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,3410.324,26392.26029,14394.39815,22192.43711,5148.5526,27037.9141,40003.33225,6500.2359,3943.5954,6185.3208,46200.9851,12485.8009,10156.7832,2585.269,4766.022,26236.57997,3577.999,3201.24515,29186.48236,3500.6123,2020.5523,9541.69555,5385.3379,8930.93455,5375.038,44400.4064,6113.23105,5469.0066,10107.2206,8310.83915,2457.502,9566.9909,10848.1343,12231.6136,9875.6804,10106.13425,40932.4295,16657.71745,2217.6012,6781.3542,4234.927,9447.25035,14007.222,9583.8933,40419.0191,3757.8448,9910.35985,8556.907,19539.243,11833.7823,7985.815,23065.4207,3925.7582,9095.06825,11842.62375,7050.642,14319.031,6933.24225,11150.78,12797.20962,17748.5062,24520.264,4350.5144,6414.178,13457.9608,5662.225,2731.9122,7209.4918,4719.52405,11848.141,7046.7222,14313.8463,38792.6856,7731.85785,28476.73499,2136.88225,9414.92,6360.9936,1877.9294,2842.76075,23401.30575,55135.40209,1621.8827,8219.2039,16069.08475,5266.3656,4719.73655,11657.7189,6402.29135,12622.1795,36021.0112,27533.9129,45008.9555,9872.701,2974.126,37270.1512,42111.6647,11729.6795,24106.91255,1875.344,40974.1649,18218.16139,46113.511,7151.092,12269.68865,5458.04645,4391.652,3392.3652,2690.1138,26140.3603,6311.952,2585.85065,46255.1125,5272.1758,29330.98315,7243.8136,13063.883,19798.05455,1634.5734,2117.33885,12644.589,4564.19145,7633.7206,17496.306,14382.70905,7626.993,2473.3341,21774.32215,13041.921,5245.2269,13451.122,13462.52,2913.569,12032.326,13470.8044,6238.298,7348.142,12233.828,8965.79575,9549.5651,2217.46915,11674.13,4527.18295,2730.10785,3353.284,14474.675,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,9704.66805,4889.0368,16796.41194,7624.63,28340.18885,14571.8908,3378.91,7144.86265,10118.424,16420.49455,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,8269.044,36580.28216,5383.536,2709.24395,3987.926,12495.29085,26018.95052,35595.5898,8569.8618,2020.177,6877.9801,21677.28345,44423.803,4137.5227,12094.478,39725.51805,20234.85475,3161.454,21880.82,7325.0482,3594.17085,8023.13545,3353.4703,8277.523,17929.30337,2480.9791,5708.867,7045.499,10928.849,12096.6512,13204.28565,4562.8421,8551.347,15019.76005,19023.26,11286.5387,33907.548,11299.343,4561.1885,44641.1974,23045.56616,3227.1211,16776.30405,10338.9316,8988.15875,10493.9458,11512.405,24180.9335,5312.16985,5693.4305,34166.273,46661.4424,18903.49141,40904.1995,14254.6082,5836.5204,1728.897,8582.3023,9991.03765,11085.5868,7623.518,3176.2877,36898.73308,7954.517,27117.99378,2261.5688,2203.73595,12235.8392,40941.2854,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,2200.83085,7153.5539,5227.98875,4529.477,6112.35295,22478.6,11093.6229,2154.361,23887.6627,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,18328.2381,13844.7972,21771.3423,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,33307.5508,4934.705,18223.4512,36910.60803,20296.86345,10806.839,3956.07145,41661.602,7537.1639,4718.20355,26125.67477,4795.6568,20167.33603,12479.70895,8515.7587,14449.8544,12224.35085,3238.4357,4296.2712,3171.6149,9101.798,1633.9618,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,10197.7722,4544.2348,6770.1925,7337.748,10370.91255,10704.47,1880.487,3021.80915,2741.948,4357.04365,4189.1131,8283.6807,24535.69855,14283.4594,8534.6718,3732.6251,5472.449,7133.9025,4340.4409,2710.82855,3208.787,2464.6188,16115.3045,33900.653,4571.41305,36397.576,18765.87545,1731.677,7201.70085,43896.3763,7050.0213,22395.74424,12629.1656,10795.93733,11411.685,2205.9808,1629.8335,2007.945,29141.3603],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"sex=female<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"female\",\"marker\":{\"color\":\"green\"},\"name\":\"female\",\"notched\":true,\"offsetgroup\":\"female\",\"showlegend\":false,\"x\":[16884.924,3756.6216,8240.5896,7281.5056,28923.13692,27808.7251,11090.7178,10797.3362,13228.84695,4149.736,37701.8768,14001.1338,14451.83515,12268.63225,2198.18985,4687.797,15612.19335,3046.062,4949.7587,6313.759,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,23244.7902,5989.52365,4133.64165,14711.7438,1743.214,14235.072,5920.1041,16577.7795,11741.726,3947.4131,2755.02095,6571.02435,7935.29115,11033.6617,39836.519,43578.9394,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,47291.055,3766.8838,12105.32,6186.127,21344.8467,30942.1918,5003.853,2331.519,11881.358,2404.7338,19107.7796,8601.3293,6686.4313,2257.47525,10115.00885,3385.39915,17081.08,9634.538,32734.1863,12815.44495,13616.3586,11163.568,2457.21115,2155.6815,27322.73386,2166.732,5138.2567,9877.6077,10959.6947,6334.34355,19964.7463,7077.1894,19749.38338,21348.706,36149.4835,5152.134,4830.63,6128.79745,2719.27975,5246.047,2855.43755,48824.45,8823.279,8538.28845,1631.8212,7419.4779,3981.9768,5325.651,6775.961,4922.9159,4883.866,12044.342,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,37133.8982,4337.7352,13880.949,5002.7827,8520.026,7371.772,10355.641,3392.9768,25081.76784,5012.471,10564.8845,24227.33724,7358.17565,7443.64305,14001.2867,1727.785,19444.2658,1615.7667,38511.6283,5354.07465,35160.13457,29523.1656,12648.7034,47305.305,13047.33235,5400.9805,11837.16,17085.2676,20462.99766,14590.63205,9715.841,2150.469,9855.1314,22331.5668,11879.10405,9625.92,9432.9253,14256.1928,47896.79135,3172.018,2156.7518,9249.4952,24873.3849,12265.5069,4349.462,12646.207,20177.67113,4151.0287,7749.1564,1737.376,34838.873,7421.19455,24671.66334,3561.8889,47928.03,48517.56315,13429.0354,11658.37915,19144.57652,8232.6388,18955.22017,13217.0945,10977.2063,6184.2994,5478.0368,11830.6072,8932.084,3554.203,14133.03775,1607.5101,10043.249,13844.506,2597.779,3180.5101,9778.3472,13430.265,8017.06115,13415.0381,12029.2867,7639.41745,18033.9679,21659.9301,16455.70785,15006.57945,5846.9176,11856.4115,3176.8159,4618.0799,2138.0707,9411.005,8522.003,1631.6683,9264.797,14692.66935,11396.9002,4185.0979,8539.671,19594.80965,14455.64405,2134.9015,7345.7266,18608.262,28950.4692,6555.07035,7323.734819,3167.45585,18804.7524,4906.40965,12638.195,12592.5345,4738.2682,37079.372,28287.89766,7345.084,11454.0215,5910.944,11881.9696,11840.77505,7682.67,10381.4787,15230.32405,19521.9682,13224.693,12643.3778,23288.9284,2201.0971,2203.47185,1744.465,20878.78443,1622.1885,9880.068,4347.02335,12475.3513,48885.13561,1748.774,24513.09126,2196.4732,4931.647,8211.1002,13470.86,5974.3847,3044.2133,11455.28,5240.765,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,14043.4767,5972.378,8825.086,8233.0975,6196.448,3056.3881,13887.204,63770.42801,11538.421,3213.62205,45863.205,3972.9247,11187.6567,17878.90068,39983.42595,9193.8385,10923.9332,2801.2588,2128.43105,6373.55735,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,58571.07448,3206.49135,17626.23951,4779.6023,43943.8761,13635.6379,5976.8311,11842.442,15359.1045,8823.98575,7640.3092,5594.8455,33471.97189,1633.0444,11070.535,16085.1275,17468.9839,9283.562,3558.62025,25678.77845,8547.6913,6571.544,2207.69745,6753.038,1880.07,42969.8527,11658.11505,34439.8559,10713.644,9182.17,3736.4647,42983.4585,3366.6697,2709.1119,24915.04626,4466.6214,8252.2843,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,3410.324,26392.26029,14394.39815,22192.43711,5148.5526,27037.9141,40003.33225,6500.2359,3943.5954,6185.3208,46200.9851,12485.8009,10156.7832,2585.269,4766.022,26236.57997,3577.999,3201.24515,29186.48236,3500.6123,2020.5523,9541.69555,5385.3379,8930.93455,5375.038,44400.4064,6113.23105,5469.0066,10107.2206,8310.83915,2457.502,9566.9909,10848.1343,12231.6136,9875.6804,10106.13425,40932.4295,16657.71745,2217.6012,6781.3542,4234.927,9447.25035,14007.222,9583.8933,40419.0191,3757.8448,9910.35985,8556.907,19539.243,11833.7823,7985.815,23065.4207,3925.7582,9095.06825,11842.62375,7050.642,14319.031,6933.24225,11150.78,12797.20962,17748.5062,24520.264,4350.5144,6414.178,13457.9608,5662.225,2731.9122,7209.4918,4719.52405,11848.141,7046.7222,14313.8463,38792.6856,7731.85785,28476.73499,2136.88225,9414.92,6360.9936,1877.9294,2842.76075,23401.30575,55135.40209,1621.8827,8219.2039,16069.08475,5266.3656,4719.73655,11657.7189,6402.29135,12622.1795,36021.0112,27533.9129,45008.9555,9872.701,2974.126,37270.1512,42111.6647,11729.6795,24106.91255,1875.344,40974.1649,18218.16139,46113.511,7151.092,12269.68865,5458.04645,4391.652,3392.3652,2690.1138,26140.3603,6311.952,2585.85065,46255.1125,5272.1758,29330.98315,7243.8136,13063.883,19798.05455,1634.5734,2117.33885,12644.589,4564.19145,7633.7206,17496.306,14382.70905,7626.993,2473.3341,21774.32215,13041.921,5245.2269,13451.122,13462.52,2913.569,12032.326,13470.8044,6238.298,7348.142,12233.828,8965.79575,9549.5651,2217.46915,11674.13,4527.18295,2730.10785,3353.284,14474.675,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,9704.66805,4889.0368,16796.41194,7624.63,28340.18885,14571.8908,3378.91,7144.86265,10118.424,16420.49455,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,8269.044,36580.28216,5383.536,2709.24395,3987.926,12495.29085,26018.95052,35595.5898,8569.8618,2020.177,6877.9801,21677.28345,44423.803,4137.5227,12094.478,39725.51805,20234.85475,3161.454,21880.82,7325.0482,3594.17085,8023.13545,3353.4703,8277.523,17929.30337,2480.9791,5708.867,7045.499,10928.849,12096.6512,13204.28565,4562.8421,8551.347,15019.76005,19023.26,11286.5387,33907.548,11299.343,4561.1885,44641.1974,23045.56616,3227.1211,16776.30405,10338.9316,8988.15875,10493.9458,11512.405,24180.9335,5312.16985,5693.4305,34166.273,46661.4424,18903.49141,40904.1995,14254.6082,5836.5204,1728.897,8582.3023,9991.03765,11085.5868,7623.518,3176.2877,36898.73308,7954.517,27117.99378,2261.5688,2203.73595,12235.8392,40941.2854,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,2200.83085,7153.5539,5227.98875,4529.477,6112.35295,22478.6,11093.6229,2154.361,23887.6627,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,18328.2381,13844.7972,21771.3423,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,33307.5508,4934.705,18223.4512,36910.60803,20296.86345,10806.839,3956.07145,41661.602,7537.1639,4718.20355,26125.67477,4795.6568,20167.33603,12479.70895,8515.7587,14449.8544,12224.35085,3238.4357,4296.2712,3171.6149,9101.798,1633.9618,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,10197.7722,4544.2348,6770.1925,7337.748,10370.91255,10704.47,1880.487,3021.80915,2741.948,4357.04365,4189.1131,8283.6807,24535.69855,14283.4594,8534.6718,3732.6251,5472.449,7133.9025,4340.4409,2710.82855,3208.787,2464.6188,16115.3045,33900.653,4571.41305,36397.576,18765.87545,1731.677,7201.70085,43896.3763,7050.0213,22395.74424,12629.1656,10795.93733,11411.685,2205.9808,1629.8335,2007.945,29141.3603],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"sex=male<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"male\",\"marker\":{\"color\":\"grey\",\"pattern\":{\"shape\":\"\"}},\"name\":\"male\",\"offsetgroup\":\"male\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[1725.5523,4449.462,21984.47061,3866.8552,6406.4107,2721.3208,1826.843,39611.7577,1837.237,2395.17155,10602.385,36837.467,1137.011,6203.90175,2775.19215,38711.0,35585.576,13770.0979,51194.55914,1625.43375,2302.3,39774.2763,48173.361,6272.4772,6079.6715,20630.28351,38709.176,23568.272,37742.5757,47496.49445,34303.1672,8606.2174,4504.6624,30166.61817,6389.37785,17663.1442,6799.458,11946.6259,7726.854,11356.6609,1532.4697,4441.21315,37165.1638,21098.55405,30184.9367,5729.0053,10226.2842,22412.6485,15820.699,3645.0894,17560.37975,3877.30425,2867.1196,47055.5321,10825.2537,4646.759,11488.31695,30259.99556,11381.3254,7740.337,1705.6245,39556.4945,6082.405,1632.56445,1261.442,2045.68525,27375.90478,3490.5491,18972.495,18157.876,20745.9891,40720.55105,1842.519,5125.2157,7789.635,6948.7008,21223.6758,15518.18025,36950.2567,10450.552,5028.1466,10407.08585,4827.90495,13405.3903,8116.68,1694.7964,6455.86265,10436.096,11735.87905,4005.4225,7731.4271,43753.33705,12557.6053,2137.6536,1137.4697,1639.5631,7147.105,11743.299,20984.0936,6610.1097,1980.07,8162.71625,3537.703,2483.736,5253.524,34779.615,19515.5416,11987.1682,2689.4954,9225.2564,12333.828,6710.1919,4463.2051,17352.6803,7152.6714,7196.867,24476.47851,1986.9334,1832.094,4040.55825,12829.4551,44260.7499,4260.744,41097.16175,43921.1837,11520.09985,33750.2918,24869.8368,36219.40545,46151.1245,17179.522,7441.053,9282.4806,1719.4363,42856.838,7265.7025,9617.66245,2523.1695,2803.69785,12928.7911,48549.17835,4237.12655,7742.1098,25992.82104,20277.80751,42112.2356,3906.127,1704.5681,16297.846,21978.6769,38746.3551,6746.7425,19442.3535,11944.59435,8444.474,42124.5153,8124.4084,9722.7695,8835.26495,10435.06525,4667.60765,4894.7533,35491.64,11566.30055,2866.091,6600.20595,42760.5022,9144.565,24393.6224,13822.803,12142.5786,13937.6665,41919.097,13352.0998,13981.85035,4889.9995,8334.45755,1635.73365,12404.8791,24603.04837,8944.1151,9620.3307,1837.2819,4751.07,8116.26885,3481.868,36085.219,1391.5287,38126.2465,27000.98473,42303.69215,20781.48892,8302.53565,1261.859,30284.64294,10736.87075,8964.06055,9290.1395,7526.70645,16586.49771,14988.432,8083.9198,10269.46,3260.199,6652.5288,4074.4537,1621.3402,5080.096,9140.951,14418.2804,46889.2612,46599.1084,39125.33225,2727.3951,8968.33,9788.8659,23082.95533,5969.723,4243.59005,13919.8229,2254.7967,5926.846,2897.3235,1149.3959,26109.32905,12730.9996,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,10601.412,22144.032,11165.41765,1632.03625,2497.0383,25382.297,28868.6639,35147.52848,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,9563.029,1253.936,10461.9794,12574.049,17942.106,1967.0227,8027.968,36197.699,6837.3687,22218.1149,32548.3405,6796.86325,2643.2685,3077.0955,11763.0009,2498.4144,9361.3268,1256.299,21082.16,11362.755,27724.28875,8413.46305,3857.75925,38245.59327,8342.90875,1708.0014,48675.5177,12925.886,19214.70553,13831.1152,6067.12675,27346.04207,10231.4999,23807.2406,3268.84665,13390.559,12957.118,3847.674,8334.5896,3935.1799,1646.4297,2494.022,9058.7303,7256.7231,45702.02235,1664.9996,9724.53,12913.9924,1639.5631,6356.2707,1242.816,3861.20965,8428.0693,2566.4707,5709.1644,7441.501,9174.13565,4435.0942,39241.442,23306.547,3659.346,40182.246,34617.84065,12129.61415,6748.5912,11326.71487,11365.952,10085.846,1977.815,7173.35995,9391.346,14410.9321,20149.3229,12949.1554,6666.243,32787.45859,13143.86485,18806.14547,10141.1362,6123.5688,1712.227,4058.71245,6435.6237,1136.3994,42560.4304,8703.456,45710.20785,4837.5823,4399.731,7222.78625,46130.5265,12363.547,1242.26,40103.89,9863.4718,11244.3769,7729.64575,5438.7491,34806.4677,2104.1134,8068.185,2362.22905,2352.96845,40273.6455,10976.24575,9504.3103,10264.4421,1727.54,1984.4533,12146.971,13112.6048,11264.541,12979.358,1263.249,6664.68595,19361.9988,10065.413,3484.331,36189.1017,44585.45587,8604.48365,18246.4955,43254.41795,8827.2099,11737.84884,1627.28245,3062.50825,1906.35825,14210.53595,17128.42608,5031.26955,5428.7277,36307.7983,2416.955,19040.876,3070.8087,8062.764,27941.28758,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,18259.216,1146.7966,9386.1613,12741.16745,1917.3184,5209.57885,1252.407,21195.818,18310.742,4266.1658,17904.52705,2103.08,1815.8759,1131.5066,3309.7926,11013.7119,4428.88785,5584.3057,3597.596,7445.918,2680.9493,12523.6048,43813.8661,20773.62775,39597.4072,6117.4945,13393.756,11743.9341,5377.4578,7160.3303,4402.233,1526.312,12323.936,10072.05505,2438.0552,10601.63225,14119.62,15817.9857,10965.446,8782.469,6600.361,1141.4451,11576.13,13129.60345,8457.818,5966.8874,6849.026,8891.1395,6653.7886,6282.235,3443.064,2789.0574,4877.98105,19719.6947,27218.43725,1682.597,11945.1327,10422.91665,44202.6536,13555.0049,2221.56445,8688.85885,48673.5588,4661.28635,8125.7845,4846.92015,15170.069,2639.0429,33732.6867,5257.50795,35069.37452,5488.262,4320.41085,6250.435,25333.33284,6289.7549,2927.0647,10096.97,4673.3922,32108.66282,2304.0022,9487.6442,1121.8739,1628.4709,12982.8747,7160.094,39047.285,6358.77645,19933.458,11534.87265,47462.894,38998.546,20009.63365,3875.7341,41999.52,12609.88702,41034.2214,28468.91901,9500.57305,26467.09737,4746.344,23967.38305,7518.02535,3279.86855,2322.6218,16138.76205,7804.1605,2902.9065,25517.11363,4500.33925,19199.944,4915.05985,8410.04685,4518.82625,5484.4673,17361.7661,34472.841,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,24915.22085,23241.47453,9957.7216,18767.7377,8765.249,12124.9924,8798.593,42211.1382,1711.0268,16450.8947,21595.38229,9850.432,13747.87235,12950.0712,37484.4493,2250.8352,22493.65964,1704.70015,33475.81715,11394.06555,44501.3982,39727.614,14394.5579,9288.0267,25309.489,10594.50155,4462.7218,1981.5819,11554.2236,48970.2476,6548.19505,8978.1851,5757.41345,14349.8544,39871.7043,13974.45555,1909.52745,2102.2647,34672.1472,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,10796.35025,11353.2276,9748.9106,10577.087,41676.0811,3591.48,1674.6323,11253.421,3471.4096,11363.2832,20420.60465,2904.088,8605.3615,41949.2441,2396.0959,10807.4863,9222.4026,36124.5737,38282.7495,8347.1643,10214.636,14358.36437,3693.428,20709.02034,19673.33573,3704.3545,9048.0273,6338.0756,9630.397,11289.10925,52590.82939,10791.96,5979.731,39722.7462,5124.1887,18963.17192,10982.5013,4670.64,17178.6824,6457.8434,4433.9159,19350.3689,8603.8234,37465.34375,5699.8375,6393.60345,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,38415.474,12347.172,5373.36425,23563.01618,1702.4553,12890.05765,5415.6612,4058.1161,6593.5083,8442.667,6858.4796,6640.54485,7162.0122,10594.2257,11938.25595,60021.39897,11345.519,2699.56835,6985.50695,47269.854,49577.6624,1135.9407,5615.369,6059.173,37607.5277,18648.4217,1241.565,16232.847,30063.58055,3277.161,26926.5144,34254.05335,8615.3,3292.52985,14478.33015,4747.0529,17043.3414,10959.33,22462.04375,1720.3537,47403.88,38344.566,7147.4728,34828.654,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,5261.46945,62592.87309,46718.16325,37829.7242,21259.37795,21472.4788,6875.961,6940.90985,4536.259,11272.33139,1163.4627,19496.71917,5425.02335,28101.33305,12981.3457,4239.89265,13143.33665,9377.9047,10325.206,10600.5483],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"sex=male<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"male\",\"marker\":{\"color\":\"grey\"},\"name\":\"male\",\"notched\":true,\"offsetgroup\":\"male\",\"showlegend\":false,\"x\":[1725.5523,4449.462,21984.47061,3866.8552,6406.4107,2721.3208,1826.843,39611.7577,1837.237,2395.17155,10602.385,36837.467,1137.011,6203.90175,2775.19215,38711.0,35585.576,13770.0979,51194.55914,1625.43375,2302.3,39774.2763,48173.361,6272.4772,6079.6715,20630.28351,38709.176,23568.272,37742.5757,47496.49445,34303.1672,8606.2174,4504.6624,30166.61817,6389.37785,17663.1442,6799.458,11946.6259,7726.854,11356.6609,1532.4697,4441.21315,37165.1638,21098.55405,30184.9367,5729.0053,10226.2842,22412.6485,15820.699,3645.0894,17560.37975,3877.30425,2867.1196,47055.5321,10825.2537,4646.759,11488.31695,30259.99556,11381.3254,7740.337,1705.6245,39556.4945,6082.405,1632.56445,1261.442,2045.68525,27375.90478,3490.5491,18972.495,18157.876,20745.9891,40720.55105,1842.519,5125.2157,7789.635,6948.7008,21223.6758,15518.18025,36950.2567,10450.552,5028.1466,10407.08585,4827.90495,13405.3903,8116.68,1694.7964,6455.86265,10436.096,11735.87905,4005.4225,7731.4271,43753.33705,12557.6053,2137.6536,1137.4697,1639.5631,7147.105,11743.299,20984.0936,6610.1097,1980.07,8162.71625,3537.703,2483.736,5253.524,34779.615,19515.5416,11987.1682,2689.4954,9225.2564,12333.828,6710.1919,4463.2051,17352.6803,7152.6714,7196.867,24476.47851,1986.9334,1832.094,4040.55825,12829.4551,44260.7499,4260.744,41097.16175,43921.1837,11520.09985,33750.2918,24869.8368,36219.40545,46151.1245,17179.522,7441.053,9282.4806,1719.4363,42856.838,7265.7025,9617.66245,2523.1695,2803.69785,12928.7911,48549.17835,4237.12655,7742.1098,25992.82104,20277.80751,42112.2356,3906.127,1704.5681,16297.846,21978.6769,38746.3551,6746.7425,19442.3535,11944.59435,8444.474,42124.5153,8124.4084,9722.7695,8835.26495,10435.06525,4667.60765,4894.7533,35491.64,11566.30055,2866.091,6600.20595,42760.5022,9144.565,24393.6224,13822.803,12142.5786,13937.6665,41919.097,13352.0998,13981.85035,4889.9995,8334.45755,1635.73365,12404.8791,24603.04837,8944.1151,9620.3307,1837.2819,4751.07,8116.26885,3481.868,36085.219,1391.5287,38126.2465,27000.98473,42303.69215,20781.48892,8302.53565,1261.859,30284.64294,10736.87075,8964.06055,9290.1395,7526.70645,16586.49771,14988.432,8083.9198,10269.46,3260.199,6652.5288,4074.4537,1621.3402,5080.096,9140.951,14418.2804,46889.2612,46599.1084,39125.33225,2727.3951,8968.33,9788.8659,23082.95533,5969.723,4243.59005,13919.8229,2254.7967,5926.846,2897.3235,1149.3959,26109.32905,12730.9996,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,10601.412,22144.032,11165.41765,1632.03625,2497.0383,25382.297,28868.6639,35147.52848,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,9563.029,1253.936,10461.9794,12574.049,17942.106,1967.0227,8027.968,36197.699,6837.3687,22218.1149,32548.3405,6796.86325,2643.2685,3077.0955,11763.0009,2498.4144,9361.3268,1256.299,21082.16,11362.755,27724.28875,8413.46305,3857.75925,38245.59327,8342.90875,1708.0014,48675.5177,12925.886,19214.70553,13831.1152,6067.12675,27346.04207,10231.4999,23807.2406,3268.84665,13390.559,12957.118,3847.674,8334.5896,3935.1799,1646.4297,2494.022,9058.7303,7256.7231,45702.02235,1664.9996,9724.53,12913.9924,1639.5631,6356.2707,1242.816,3861.20965,8428.0693,2566.4707,5709.1644,7441.501,9174.13565,4435.0942,39241.442,23306.547,3659.346,40182.246,34617.84065,12129.61415,6748.5912,11326.71487,11365.952,10085.846,1977.815,7173.35995,9391.346,14410.9321,20149.3229,12949.1554,6666.243,32787.45859,13143.86485,18806.14547,10141.1362,6123.5688,1712.227,4058.71245,6435.6237,1136.3994,42560.4304,8703.456,45710.20785,4837.5823,4399.731,7222.78625,46130.5265,12363.547,1242.26,40103.89,9863.4718,11244.3769,7729.64575,5438.7491,34806.4677,2104.1134,8068.185,2362.22905,2352.96845,40273.6455,10976.24575,9504.3103,10264.4421,1727.54,1984.4533,12146.971,13112.6048,11264.541,12979.358,1263.249,6664.68595,19361.9988,10065.413,3484.331,36189.1017,44585.45587,8604.48365,18246.4955,43254.41795,8827.2099,11737.84884,1627.28245,3062.50825,1906.35825,14210.53595,17128.42608,5031.26955,5428.7277,36307.7983,2416.955,19040.876,3070.8087,8062.764,27941.28758,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,18259.216,1146.7966,9386.1613,12741.16745,1917.3184,5209.57885,1252.407,21195.818,18310.742,4266.1658,17904.52705,2103.08,1815.8759,1131.5066,3309.7926,11013.7119,4428.88785,5584.3057,3597.596,7445.918,2680.9493,12523.6048,43813.8661,20773.62775,39597.4072,6117.4945,13393.756,11743.9341,5377.4578,7160.3303,4402.233,1526.312,12323.936,10072.05505,2438.0552,10601.63225,14119.62,15817.9857,10965.446,8782.469,6600.361,1141.4451,11576.13,13129.60345,8457.818,5966.8874,6849.026,8891.1395,6653.7886,6282.235,3443.064,2789.0574,4877.98105,19719.6947,27218.43725,1682.597,11945.1327,10422.91665,44202.6536,13555.0049,2221.56445,8688.85885,48673.5588,4661.28635,8125.7845,4846.92015,15170.069,2639.0429,33732.6867,5257.50795,35069.37452,5488.262,4320.41085,6250.435,25333.33284,6289.7549,2927.0647,10096.97,4673.3922,32108.66282,2304.0022,9487.6442,1121.8739,1628.4709,12982.8747,7160.094,39047.285,6358.77645,19933.458,11534.87265,47462.894,38998.546,20009.63365,3875.7341,41999.52,12609.88702,41034.2214,28468.91901,9500.57305,26467.09737,4746.344,23967.38305,7518.02535,3279.86855,2322.6218,16138.76205,7804.1605,2902.9065,25517.11363,4500.33925,19199.944,4915.05985,8410.04685,4518.82625,5484.4673,17361.7661,34472.841,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,24915.22085,23241.47453,9957.7216,18767.7377,8765.249,12124.9924,8798.593,42211.1382,1711.0268,16450.8947,21595.38229,9850.432,13747.87235,12950.0712,37484.4493,2250.8352,22493.65964,1704.70015,33475.81715,11394.06555,44501.3982,39727.614,14394.5579,9288.0267,25309.489,10594.50155,4462.7218,1981.5819,11554.2236,48970.2476,6548.19505,8978.1851,5757.41345,14349.8544,39871.7043,13974.45555,1909.52745,2102.2647,34672.1472,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,10796.35025,11353.2276,9748.9106,10577.087,41676.0811,3591.48,1674.6323,11253.421,3471.4096,11363.2832,20420.60465,2904.088,8605.3615,41949.2441,2396.0959,10807.4863,9222.4026,36124.5737,38282.7495,8347.1643,10214.636,14358.36437,3693.428,20709.02034,19673.33573,3704.3545,9048.0273,6338.0756,9630.397,11289.10925,52590.82939,10791.96,5979.731,39722.7462,5124.1887,18963.17192,10982.5013,4670.64,17178.6824,6457.8434,4433.9159,19350.3689,8603.8234,37465.34375,5699.8375,6393.60345,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,38415.474,12347.172,5373.36425,23563.01618,1702.4553,12890.05765,5415.6612,4058.1161,6593.5083,8442.667,6858.4796,6640.54485,7162.0122,10594.2257,11938.25595,60021.39897,11345.519,2699.56835,6985.50695,47269.854,49577.6624,1135.9407,5615.369,6059.173,37607.5277,18648.4217,1241.565,16232.847,30063.58055,3277.161,26926.5144,34254.05335,8615.3,3292.52985,14478.33015,4747.0529,17043.3414,10959.33,22462.04375,1720.3537,47403.88,38344.566,7147.4728,34828.654,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,5261.46945,62592.87309,46718.16325,37829.7242,21259.37795,21472.4788,6875.961,6940.90985,4536.259,11272.33139,1163.4627,19496.71917,5425.02335,28101.33305,12981.3457,4239.89265,13143.33665,9377.9047,10325.206,10600.5483],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,0.7326],\"title\":{\"text\":\"count\"}},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.0,1.0],\"matches\":\"x\",\"showticklabels\":false,\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.7426,1.0],\"matches\":\"y2\",\"showticklabels\":false,\"showline\":false,\"ticks\":\"\",\"showgrid\":false},\"legend\":{\"title\":{\"text\":\"sex\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Annual Medical Charges\"},\"barmode\":\"relative\",\"bargap\":0.1}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('b6f63ec7-50f1-4126-a667-9ea8e81fe2f2');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"fig = px.histogram(medical_df, \n",
" x='charges', \n",
" marginal='box', \n",
" color='region', \n",
" color_discrete_sequence=['green', 'grey', 'blue', 'brown'], \n",
" title='Annual Medical Charges')\n",
"fig.update_layout(bargap=0.1)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "P094c5Wfc2uW",
"outputId": "f12cacb4-c0e9-4c83-cc06-94350e675fa5"
},
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"bde03466-e2d4-4c5d-97a9-370fcca8247c\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"bde03466-e2d4-4c5d-97a9-370fcca8247c\")) { Plotly.newPlot( \"bde03466-e2d4-4c5d-97a9-370fcca8247c\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"region=southwest<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"southwest\",\"marker\":{\"color\":\"green\",\"pattern\":{\"shape\":\"\"}},\"name\":\"southwest\",\"offsetgroup\":\"southwest\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[16884.924,1826.843,1837.237,10602.385,36837.467,4149.736,38711.0,35585.576,4687.797,51194.55914,2302.3,48173.361,20630.28351,23568.272,1743.214,14235.072,11741.726,7726.854,39836.519,11073.176,47291.055,12105.32,15820.699,6186.127,5003.853,2331.519,11881.358,4646.759,7740.337,17081.08,9634.538,6082.405,11163.568,1261.442,2166.732,1842.519,10450.552,5152.134,4830.63,8116.68,5246.047,48824.45,10436.096,8823.279,5325.651,6775.961,4883.866,5649.715,7147.105,13880.949,1980.07,8520.026,7371.772,5012.471,5253.524,34779.615,1727.785,12333.828,35160.13457,7196.867,1832.094,47305.305,4260.744,11837.16,7441.053,42856.838,2150.469,9625.92,3172.018,3906.127,16297.846,12646.207,20177.67113,8444.474,1737.376,34838.873,35491.64,2866.091,47928.03,9144.565,13822.803,18955.22017,8932.084,3554.203,24603.04837,4751.07,13844.506,2597.779,36085.219,1261.859,8522.003,14988.432,9264.797,3260.199,8539.671,5080.096,18608.262,8968.33,23082.95533,5969.723,12638.195,5926.846,37079.372,7345.084,5910.944,4762.329,7512.267,1969.614,21797.0004,10601.412,22144.032,13224.693,1744.465,25382.297,9880.068,9563.029,1253.936,1748.774,12574.049,17942.106,4931.647,8027.968,13470.86,36197.699,11455.28,1256.299,21082.16,11362.755,5240.765,9861.025,5972.378,8825.086,6196.448,11538.421,13390.559,12957.118,3847.674,2494.022,11552.904,3761.292,9724.53,1242.816,11842.442,7441.501,11070.535,39241.442,6571.544,23306.547,10713.644,3659.346,40182.246,9182.17,11365.952,10085.846,1977.815,9391.346,6666.243,3410.324,8703.456,12363.547,2585.269,1242.26,40103.89,4766.022,26236.57997,8068.185,3577.999,5375.038,2457.502,12146.971,11264.541,12979.358,1263.249,10065.413,4234.927,14007.222,3484.331,44585.45587,11737.84884,8556.907,2416.955,19040.876,8062.764,7050.642,14319.031,27941.28758,11150.78,18259.216,24520.264,6414.178,1252.407,11848.141,2103.08,9414.92,3597.596,7445.918,13393.756,4402.233,1526.312,9872.701,2974.126,1875.344,10965.446,46113.511,7151.092,8782.469,6600.361,11576.13,4391.652,8457.818,6849.026,26140.3603,6282.235,6311.952,3443.064,1682.597,13063.883,12644.589,15170.069,17496.306,7626.993,13041.921,13451.122,13462.52,5488.262,6250.435,2913.569,12032.326,6238.298,10096.97,7348.142,12233.828,11674.13,7160.094,19933.458,38998.546,3353.284,4746.344,1759.338,19199.944,7624.63,3378.91,10118.424,7418.522,34472.841,1972.95,21232.18226,8269.044,5383.536,3987.926,8798.593,2020.177,9850.432,12094.478,3161.454,39727.614,25309.489,8277.523,5708.867,7045.499,8551.347,4076.497,19023.26,10577.087,3591.48,11299.343,11253.421,20420.60465,2904.088,34166.273,10214.636,14358.36437,1728.897,3693.428,7623.518,7954.517,9630.397,52590.82939,10791.96,5979.731,3989.841,4529.477,4670.64,22478.6,2154.361,6496.886,2632.992,13126.67745,4934.705,36910.60803,38415.474,12347.172,10806.839,41661.602,20167.33603,11345.519,5615.369,9101.798,6059.173,1241.565,16232.847,15828.82173,6474.013,3277.161,7337.748,10704.47,1880.487,8615.3,10959.33,47403.88,5472.449,38344.566,34828.654,1964.78,3208.787,37829.7242,33900.653,6875.961,4536.259,36397.576,1731.677,10325.206,10795.93733,11411.685,2007.945],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"region=southwest<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"southwest\",\"marker\":{\"color\":\"green\"},\"name\":\"southwest\",\"notched\":true,\"offsetgroup\":\"southwest\",\"showlegend\":false,\"x\":[16884.924,1826.843,1837.237,10602.385,36837.467,4149.736,38711.0,35585.576,4687.797,51194.55914,2302.3,48173.361,20630.28351,23568.272,1743.214,14235.072,11741.726,7726.854,39836.519,11073.176,47291.055,12105.32,15820.699,6186.127,5003.853,2331.519,11881.358,4646.759,7740.337,17081.08,9634.538,6082.405,11163.568,1261.442,2166.732,1842.519,10450.552,5152.134,4830.63,8116.68,5246.047,48824.45,10436.096,8823.279,5325.651,6775.961,4883.866,5649.715,7147.105,13880.949,1980.07,8520.026,7371.772,5012.471,5253.524,34779.615,1727.785,12333.828,35160.13457,7196.867,1832.094,47305.305,4260.744,11837.16,7441.053,42856.838,2150.469,9625.92,3172.018,3906.127,16297.846,12646.207,20177.67113,8444.474,1737.376,34838.873,35491.64,2866.091,47928.03,9144.565,13822.803,18955.22017,8932.084,3554.203,24603.04837,4751.07,13844.506,2597.779,36085.219,1261.859,8522.003,14988.432,9264.797,3260.199,8539.671,5080.096,18608.262,8968.33,23082.95533,5969.723,12638.195,5926.846,37079.372,7345.084,5910.944,4762.329,7512.267,1969.614,21797.0004,10601.412,22144.032,13224.693,1744.465,25382.297,9880.068,9563.029,1253.936,1748.774,12574.049,17942.106,4931.647,8027.968,13470.86,36197.699,11455.28,1256.299,21082.16,11362.755,5240.765,9861.025,5972.378,8825.086,6196.448,11538.421,13390.559,12957.118,3847.674,2494.022,11552.904,3761.292,9724.53,1242.816,11842.442,7441.501,11070.535,39241.442,6571.544,23306.547,10713.644,3659.346,40182.246,9182.17,11365.952,10085.846,1977.815,9391.346,6666.243,3410.324,8703.456,12363.547,2585.269,1242.26,40103.89,4766.022,26236.57997,8068.185,3577.999,5375.038,2457.502,12146.971,11264.541,12979.358,1263.249,10065.413,4234.927,14007.222,3484.331,44585.45587,11737.84884,8556.907,2416.955,19040.876,8062.764,7050.642,14319.031,27941.28758,11150.78,18259.216,24520.264,6414.178,1252.407,11848.141,2103.08,9414.92,3597.596,7445.918,13393.756,4402.233,1526.312,9872.701,2974.126,1875.344,10965.446,46113.511,7151.092,8782.469,6600.361,11576.13,4391.652,8457.818,6849.026,26140.3603,6282.235,6311.952,3443.064,1682.597,13063.883,12644.589,15170.069,17496.306,7626.993,13041.921,13451.122,13462.52,5488.262,6250.435,2913.569,12032.326,6238.298,10096.97,7348.142,12233.828,11674.13,7160.094,19933.458,38998.546,3353.284,4746.344,1759.338,19199.944,7624.63,3378.91,10118.424,7418.522,34472.841,1972.95,21232.18226,8269.044,5383.536,3987.926,8798.593,2020.177,9850.432,12094.478,3161.454,39727.614,25309.489,8277.523,5708.867,7045.499,8551.347,4076.497,19023.26,10577.087,3591.48,11299.343,11253.421,20420.60465,2904.088,34166.273,10214.636,14358.36437,1728.897,3693.428,7623.518,7954.517,9630.397,52590.82939,10791.96,5979.731,3989.841,4529.477,4670.64,22478.6,2154.361,6496.886,2632.992,13126.67745,4934.705,36910.60803,38415.474,12347.172,10806.839,41661.602,20167.33603,11345.519,5615.369,9101.798,6059.173,1241.565,16232.847,15828.82173,6474.013,3277.161,7337.748,10704.47,1880.487,8615.3,10959.33,47403.88,5472.449,38344.566,34828.654,1964.78,3208.787,37829.7242,33900.653,6875.961,4536.259,36397.576,1731.677,10325.206,10795.93733,11411.685,2007.945],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"region=southeast<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"southeast\",\"marker\":{\"color\":\"grey\",\"pattern\":{\"shape\":\"\"}},\"name\":\"southeast\",\"offsetgroup\":\"southeast\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[1725.5523,4449.462,3756.6216,8240.5896,27808.7251,11090.7178,39611.7577,1137.011,14001.1338,4949.7587,6272.4772,6313.759,12629.8967,38709.176,37742.5757,34303.1672,23244.7902,4504.6624,5920.1041,17663.1442,16577.7795,11946.6259,3947.4131,1532.4697,37165.1638,2026.9741,3766.8838,10226.2842,30942.1918,2867.1196,47055.5321,11381.3254,19107.7796,8601.3293,2155.6815,27322.73386,18972.495,5138.2567,9877.6077,7789.635,21223.6758,36950.2567,19749.38338,36149.4835,13405.3903,1631.8212,7731.4271,3981.9768,12557.6053,2137.6536,1137.4697,8516.829,8871.1517,37133.8982,11743.299,5002.7827,2483.736,3392.9768,25081.76784,19515.5416,11987.1682,2689.4954,24227.33724,14001.2867,19444.2658,1615.7667,4463.2051,7152.6714,12648.7034,1986.9334,44260.7499,5400.9805,17085.2676,20462.99766,46151.1245,17179.522,1719.4363,12928.7911,9855.1314,7742.1098,25992.82104,42112.2356,2156.7518,21978.6769,12265.5069,4349.462,4151.0287,42124.5153,8124.4084,3561.8889,12142.5786,8232.6388,10977.2063,6184.2994,4889.9995,5478.0368,14133.03775,8944.1151,1837.2819,1607.5101,3180.5101,1391.5287,38126.2465,27000.98473,20781.48892,5846.9176,11856.4115,16586.49771,1631.6683,8083.9198,4185.0979,6652.5288,4074.4537,7345.7266,9140.951,14418.2804,46889.2612,46599.1084,9788.8659,13919.8229,12592.5345,1149.3959,28287.89766,4686.3887,11881.9696,7682.67,10381.4787,19521.9682,2201.0971,2497.0383,1534.3045,1824.2854,9304.7019,1622.1885,48885.13561,24513.09126,8211.1002,22218.1149,32548.3405,5974.3847,2498.4144,27724.28875,3994.1778,5397.6167,38245.59327,11482.63485,48675.5177,12925.886,19214.70553,13831.1152,8233.0975,27346.04207,3056.3881,13887.204,63770.42801,45863.205,3972.9247,3935.1799,9058.7303,2801.2588,2219.4451,4753.6368,1664.9996,6356.2707,17626.23951,4779.6023,5976.8311,2566.4707,5709.1644,7640.3092,1633.0444,16085.1275,9283.562,8547.6913,1880.07,42969.8527,34439.8559,11326.71487,3366.6697,12949.1554,18806.14547,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,6435.6237,22192.43711,1136.3994,27037.9141,42560.4304,6500.2359,4837.5823,4399.731,6185.3208,46200.9851,12485.8009,5438.7491,34806.4677,40273.6455,3500.6123,2020.5523,9504.3103,44400.4064,1727.54,10107.2206,40932.4295,6781.3542,19361.9988,40419.0191,18246.4955,3757.8448,19539.243,11833.7823,23065.4207,36307.7983,10560.4917,5934.3798,1146.7966,9386.1613,4350.5144,13457.9608,5662.225,21195.818,4266.1658,7046.7222,14313.8463,38792.6856,1815.8759,1131.5066,11013.7119,5584.3057,1877.9294,1621.8827,8219.2039,43813.8661,7160.3303,36021.0112,27533.9129,45008.9555,2438.0552,40974.1649,18218.16139,1141.4451,3392.3652,5966.8874,6653.7886,19719.6947,7243.8136,44202.6536,1634.5734,48673.5588,8125.7845,7633.7206,2473.3341,5245.2269,13470.8044,6289.7549,2927.0647,4673.3922,2304.0022,9487.6442,1121.8739,9549.5651,12982.8747,47462.894,3875.7341,41999.52,14474.675,8596.8278,10702.6424,2322.6218,7804.1605,2902.9065,4889.0368,5484.4673,13887.9685,18767.7377,36580.28216,35595.5898,42211.1382,1711.0268,8569.8618,44423.803,37484.4493,44501.3982,17929.30337,2480.9791,1981.5819,11554.2236,48970.2476,8978.1851,10928.849,39871.7043,4562.8421,34672.1472,15161.5344,11884.04858,9748.9106,41676.0811,1674.6323,3227.1211,3471.4096,11363.2832,10338.9316,8605.3615,41949.2441,24180.9335,10807.4863,36124.5737,38282.7495,8347.1643,5836.5204,8582.3023,3704.3545,9048.0273,27117.99378,6338.0756,40941.2854,39722.7462,5124.1887,18963.17192,10982.5013,11093.6229,19350.3689,18328.2381,5699.8375,18223.4512,23563.01618,5415.6612,4058.1161,6593.5083,8442.667,26125.67477,4795.6568,7162.0122,10594.2257,8515.7587,3238.4357,47269.854,49577.6624,3171.6149,1135.9407,1633.9618,4415.1588,6770.1925,26926.5144,14478.33015,4747.0529,17043.3414,8283.6807,1720.3537,7147.4728,1515.3449,4340.4409,62592.87309,2464.6188,1163.4627,12981.3457,43896.3763,9377.9047,12629.1656,1629.8335],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"region=southeast<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"southeast\",\"marker\":{\"color\":\"grey\"},\"name\":\"southeast\",\"notched\":true,\"offsetgroup\":\"southeast\",\"showlegend\":false,\"x\":[1725.5523,4449.462,3756.6216,8240.5896,27808.7251,11090.7178,39611.7577,1137.011,14001.1338,4949.7587,6272.4772,6313.759,12629.8967,38709.176,37742.5757,34303.1672,23244.7902,4504.6624,5920.1041,17663.1442,16577.7795,11946.6259,3947.4131,1532.4697,37165.1638,2026.9741,3766.8838,10226.2842,30942.1918,2867.1196,47055.5321,11381.3254,19107.7796,8601.3293,2155.6815,27322.73386,18972.495,5138.2567,9877.6077,7789.635,21223.6758,36950.2567,19749.38338,36149.4835,13405.3903,1631.8212,7731.4271,3981.9768,12557.6053,2137.6536,1137.4697,8516.829,8871.1517,37133.8982,11743.299,5002.7827,2483.736,3392.9768,25081.76784,19515.5416,11987.1682,2689.4954,24227.33724,14001.2867,19444.2658,1615.7667,4463.2051,7152.6714,12648.7034,1986.9334,44260.7499,5400.9805,17085.2676,20462.99766,46151.1245,17179.522,1719.4363,12928.7911,9855.1314,7742.1098,25992.82104,42112.2356,2156.7518,21978.6769,12265.5069,4349.462,4151.0287,42124.5153,8124.4084,3561.8889,12142.5786,8232.6388,10977.2063,6184.2994,4889.9995,5478.0368,14133.03775,8944.1151,1837.2819,1607.5101,3180.5101,1391.5287,38126.2465,27000.98473,20781.48892,5846.9176,11856.4115,16586.49771,1631.6683,8083.9198,4185.0979,6652.5288,4074.4537,7345.7266,9140.951,14418.2804,46889.2612,46599.1084,9788.8659,13919.8229,12592.5345,1149.3959,28287.89766,4686.3887,11881.9696,7682.67,10381.4787,19521.9682,2201.0971,2497.0383,1534.3045,1824.2854,9304.7019,1622.1885,48885.13561,24513.09126,8211.1002,22218.1149,32548.3405,5974.3847,2498.4144,27724.28875,3994.1778,5397.6167,38245.59327,11482.63485,48675.5177,12925.886,19214.70553,13831.1152,8233.0975,27346.04207,3056.3881,13887.204,63770.42801,45863.205,3972.9247,3935.1799,9058.7303,2801.2588,2219.4451,4753.6368,1664.9996,6356.2707,17626.23951,4779.6023,5976.8311,2566.4707,5709.1644,7640.3092,1633.0444,16085.1275,9283.562,8547.6913,1880.07,42969.8527,34439.8559,11326.71487,3366.6697,12949.1554,18806.14547,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,6435.6237,22192.43711,1136.3994,27037.9141,42560.4304,6500.2359,4837.5823,4399.731,6185.3208,46200.9851,12485.8009,5438.7491,34806.4677,40273.6455,3500.6123,2020.5523,9504.3103,44400.4064,1727.54,10107.2206,40932.4295,6781.3542,19361.9988,40419.0191,18246.4955,3757.8448,19539.243,11833.7823,23065.4207,36307.7983,10560.4917,5934.3798,1146.7966,9386.1613,4350.5144,13457.9608,5662.225,21195.818,4266.1658,7046.7222,14313.8463,38792.6856,1815.8759,1131.5066,11013.7119,5584.3057,1877.9294,1621.8827,8219.2039,43813.8661,7160.3303,36021.0112,27533.9129,45008.9555,2438.0552,40974.1649,18218.16139,1141.4451,3392.3652,5966.8874,6653.7886,19719.6947,7243.8136,44202.6536,1634.5734,48673.5588,8125.7845,7633.7206,2473.3341,5245.2269,13470.8044,6289.7549,2927.0647,4673.3922,2304.0022,9487.6442,1121.8739,9549.5651,12982.8747,47462.894,3875.7341,41999.52,14474.675,8596.8278,10702.6424,2322.6218,7804.1605,2902.9065,4889.0368,5484.4673,13887.9685,18767.7377,36580.28216,35595.5898,42211.1382,1711.0268,8569.8618,44423.803,37484.4493,44501.3982,17929.30337,2480.9791,1981.5819,11554.2236,48970.2476,8978.1851,10928.849,39871.7043,4562.8421,34672.1472,15161.5344,11884.04858,9748.9106,41676.0811,1674.6323,3227.1211,3471.4096,11363.2832,10338.9316,8605.3615,41949.2441,24180.9335,10807.4863,36124.5737,38282.7495,8347.1643,5836.5204,8582.3023,3704.3545,9048.0273,27117.99378,6338.0756,40941.2854,39722.7462,5124.1887,18963.17192,10982.5013,11093.6229,19350.3689,18328.2381,5699.8375,18223.4512,23563.01618,5415.6612,4058.1161,6593.5083,8442.667,26125.67477,4795.6568,7162.0122,10594.2257,8515.7587,3238.4357,47269.854,49577.6624,3171.6149,1135.9407,1633.9618,4415.1588,6770.1925,26926.5144,14478.33015,4747.0529,17043.3414,8283.6807,1720.3537,7147.4728,1515.3449,4340.4409,62592.87309,2464.6188,1163.4627,12981.3457,43896.3763,9377.9047,12629.1656,1629.8335],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"region=northwest<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"northwest\",\"marker\":{\"color\":\"blue\",\"pattern\":{\"shape\":\"\"}},\"name\":\"northwest\",\"offsetgroup\":\"northwest\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[21984.47061,3866.8552,7281.5056,28923.13692,6203.90175,12268.63225,2775.19215,13770.0979,1625.43375,15612.19335,3556.9223,3579.8287,8059.6791,47496.49445,5989.52365,30166.61817,4133.64165,14711.7438,6389.37785,11356.6609,6571.02435,11033.6617,21098.55405,43578.9394,8026.6666,11082.5772,10942.13205,5729.0053,17560.37975,3877.30425,10825.2537,2404.7338,6686.4313,2257.47525,10115.00885,32734.1863,1632.56445,2045.68525,18157.876,20745.9891,40720.55105,10959.6947,5125.2157,6948.7008,21348.706,5028.1466,6128.79745,2719.27975,2855.43755,6455.86265,11735.87905,7419.4779,4922.9159,12044.342,1639.5631,9644.2525,2130.6759,13012.20865,8162.71625,3537.703,10355.641,7443.64305,6710.1919,17352.6803,24476.47851,43921.1837,11520.09985,33750.2918,36219.40545,7265.7025,2523.1695,2803.69785,14256.1928,38746.3551,9249.4952,19442.3535,7749.1564,8835.26495,7421.19455,4894.7533,42760.5022,24393.6224,13429.0354,13937.6665,13352.0998,1635.73365,11830.6072,9620.3307,8017.06115,8116.26885,13415.0381,18033.9679,16455.70785,30284.64294,3176.8159,4618.0799,2138.0707,7526.70645,14692.66935,10269.46,1621.3402,2134.9015,28950.4692,18804.7524,4906.40965,4243.59005,4738.2682,26109.32905,11454.0215,4032.2407,1769.53165,11840.77505,1632.03625,12643.3778,28868.6639,2534.39375,15555.18875,12475.3513,10461.9794,6796.86325,2643.2685,3077.0955,8413.46305,24059.68019,10231.4999,23807.2406,11187.6567,39983.42595,1646.4297,9193.8385,2128.43105,6373.55735,7256.7231,45702.02235,12222.8983,1639.5631,43943.8761,8428.0693,33471.97189,9174.13565,17468.9839,25678.77845,12129.61415,3736.4647,42983.4585,2709.1119,32787.45859,4466.6214,6123.5688,4058.71245,40003.33225,7222.78625,46130.5265,10156.7832,9863.4718,2362.22905,2352.96845,3201.24515,10976.24575,5385.3379,8930.93455,10264.4421,8310.83915,9566.9909,13112.6048,10848.1343,12231.6136,6664.68595,9583.8933,8827.2099,9910.35985,1627.28245,3062.50825,1906.35825,14210.53595,11842.62375,6933.24225,17748.5062,7261.741,6986.697,9869.8102,1917.3184,7209.4918,18310.742,7731.85785,28476.73499,2136.88225,6360.9936,2842.76075,55135.40209,2680.9493,12523.6048,6117.4945,5266.3656,4719.73655,11743.9341,5377.4578,12622.1795,10601.63225,14119.62,15817.9857,12269.68865,2690.1138,2789.0574,4877.98105,5272.1758,11945.1327,29330.98315,2221.56445,2117.33885,2639.0429,14382.70905,5257.50795,21774.32215,4320.41085,8965.79575,1628.4709,6358.77645,4527.18295,20009.63365,12609.88702,28468.91901,2730.10785,26467.09737,23967.38305,7518.02535,2527.81865,8410.04685,28340.18885,16420.49455,5267.81815,17361.7661,4433.3877,24915.22085,8765.249,12124.9924,2709.24395,12495.29085,26018.95052,16450.8947,21595.38229,21677.28345,12950.0712,39725.51805,22493.65964,20234.85475,21880.82,3594.17085,8023.13545,3353.4703,10594.50155,4462.7218,6548.19505,14349.8544,1909.52745,4454.40265,5855.9025,15019.76005,11353.2276,33907.548,8988.15875,10493.9458,5312.16985,5693.4305,46661.4424,14254.6082,9991.03765,19673.33573,11085.5868,3176.2877,36898.73308,11289.10925,2261.5688,12235.8392,5630.45785,11015.1747,14426.07385,7727.2532,7153.5539,6112.35295,6457.8434,4433.9159,23887.6627,2850.68375,37465.34375,13844.7972,5327.40025,8671.19125,4134.08245,18838.70366,33307.5508,6393.60345,6198.7518,8733.22925,2055.3249,5116.5004,5373.36425,3956.07145,7537.1639,60021.39897,12479.70895,2699.56835,12224.35085,4296.2712,11436.73815,11305.93455,30063.58055,3292.52985,3021.80915,4357.04365,4189.1131,24535.69855,9301.89355,5261.46945,2710.82855,46718.16325,21472.4788,6940.90985,4571.41305,18765.87545,7201.70085,5425.02335,4239.89265,10600.5483,29141.3603],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"region=northwest<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"northwest\",\"marker\":{\"color\":\"blue\"},\"name\":\"northwest\",\"notched\":true,\"offsetgroup\":\"northwest\",\"showlegend\":false,\"x\":[21984.47061,3866.8552,7281.5056,28923.13692,6203.90175,12268.63225,2775.19215,13770.0979,1625.43375,15612.19335,3556.9223,3579.8287,8059.6791,47496.49445,5989.52365,30166.61817,4133.64165,14711.7438,6389.37785,11356.6609,6571.02435,11033.6617,21098.55405,43578.9394,8026.6666,11082.5772,10942.13205,5729.0053,17560.37975,3877.30425,10825.2537,2404.7338,6686.4313,2257.47525,10115.00885,32734.1863,1632.56445,2045.68525,18157.876,20745.9891,40720.55105,10959.6947,5125.2157,6948.7008,21348.706,5028.1466,6128.79745,2719.27975,2855.43755,6455.86265,11735.87905,7419.4779,4922.9159,12044.342,1639.5631,9644.2525,2130.6759,13012.20865,8162.71625,3537.703,10355.641,7443.64305,6710.1919,17352.6803,24476.47851,43921.1837,11520.09985,33750.2918,36219.40545,7265.7025,2523.1695,2803.69785,14256.1928,38746.3551,9249.4952,19442.3535,7749.1564,8835.26495,7421.19455,4894.7533,42760.5022,24393.6224,13429.0354,13937.6665,13352.0998,1635.73365,11830.6072,9620.3307,8017.06115,8116.26885,13415.0381,18033.9679,16455.70785,30284.64294,3176.8159,4618.0799,2138.0707,7526.70645,14692.66935,10269.46,1621.3402,2134.9015,28950.4692,18804.7524,4906.40965,4243.59005,4738.2682,26109.32905,11454.0215,4032.2407,1769.53165,11840.77505,1632.03625,12643.3778,28868.6639,2534.39375,15555.18875,12475.3513,10461.9794,6796.86325,2643.2685,3077.0955,8413.46305,24059.68019,10231.4999,23807.2406,11187.6567,39983.42595,1646.4297,9193.8385,2128.43105,6373.55735,7256.7231,45702.02235,12222.8983,1639.5631,43943.8761,8428.0693,33471.97189,9174.13565,17468.9839,25678.77845,12129.61415,3736.4647,42983.4585,2709.1119,32787.45859,4466.6214,6123.5688,4058.71245,40003.33225,7222.78625,46130.5265,10156.7832,9863.4718,2362.22905,2352.96845,3201.24515,10976.24575,5385.3379,8930.93455,10264.4421,8310.83915,9566.9909,13112.6048,10848.1343,12231.6136,6664.68595,9583.8933,8827.2099,9910.35985,1627.28245,3062.50825,1906.35825,14210.53595,11842.62375,6933.24225,17748.5062,7261.741,6986.697,9869.8102,1917.3184,7209.4918,18310.742,7731.85785,28476.73499,2136.88225,6360.9936,2842.76075,55135.40209,2680.9493,12523.6048,6117.4945,5266.3656,4719.73655,11743.9341,5377.4578,12622.1795,10601.63225,14119.62,15817.9857,12269.68865,2690.1138,2789.0574,4877.98105,5272.1758,11945.1327,29330.98315,2221.56445,2117.33885,2639.0429,14382.70905,5257.50795,21774.32215,4320.41085,8965.79575,1628.4709,6358.77645,4527.18295,20009.63365,12609.88702,28468.91901,2730.10785,26467.09737,23967.38305,7518.02535,2527.81865,8410.04685,28340.18885,16420.49455,5267.81815,17361.7661,4433.3877,24915.22085,8765.249,12124.9924,2709.24395,12495.29085,26018.95052,16450.8947,21595.38229,21677.28345,12950.0712,39725.51805,22493.65964,20234.85475,21880.82,3594.17085,8023.13545,3353.4703,10594.50155,4462.7218,6548.19505,14349.8544,1909.52745,4454.40265,5855.9025,15019.76005,11353.2276,33907.548,8988.15875,10493.9458,5312.16985,5693.4305,46661.4424,14254.6082,9991.03765,19673.33573,11085.5868,3176.2877,36898.73308,11289.10925,2261.5688,12235.8392,5630.45785,11015.1747,14426.07385,7727.2532,7153.5539,6112.35295,6457.8434,4433.9159,23887.6627,2850.68375,37465.34375,13844.7972,5327.40025,8671.19125,4134.08245,18838.70366,33307.5508,6393.60345,6198.7518,8733.22925,2055.3249,5116.5004,5373.36425,3956.07145,7537.1639,60021.39897,12479.70895,2699.56835,12224.35085,4296.2712,11436.73815,11305.93455,30063.58055,3292.52985,3021.80915,4357.04365,4189.1131,24535.69855,9301.89355,5261.46945,2710.82855,46718.16325,21472.4788,6940.90985,4571.41305,18765.87545,7201.70085,5425.02335,4239.89265,10600.5483,29141.3603],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"region=northeast<br>charges=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"northeast\",\"marker\":{\"color\":\"brown\",\"pattern\":{\"shape\":\"\"}},\"name\":\"northeast\",\"offsetgroup\":\"northeast\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[6406.4107,2721.3208,10797.3362,2395.17155,13228.84695,37701.8768,14451.83515,2198.18985,39774.2763,3046.062,6079.6715,3393.35635,2211.13075,13607.36875,8606.2174,6799.458,2755.02095,4441.21315,7935.29115,30184.9367,22412.6485,3645.0894,21344.8467,11488.31695,30259.99556,1705.6245,39556.4945,3385.39915,12815.44495,13616.3586,2457.21115,27375.90478,3490.5491,6334.34355,19964.7463,7077.1894,15518.18025,10407.08585,4827.90495,1694.7964,8538.28845,4005.4225,43753.33705,14901.5167,4337.7352,20984.0936,6610.1097,10564.8845,7358.17565,9225.2564,38511.6283,5354.07465,29523.1656,4040.55825,12829.4551,41097.16175,13047.33235,24869.8368,14590.63205,9282.4806,9617.66245,9715.841,22331.5668,48549.17835,4237.12655,11879.10405,9432.9253,47896.79135,20277.80751,1704.5681,6746.7425,24873.3849,11944.59435,9722.7695,10435.06525,4667.60765,24671.66334,11566.30055,6600.20595,48517.56315,11658.37915,19144.57652,41919.097,13217.0945,13981.85035,8334.45755,12404.8791,10043.249,9778.3472,13430.265,3481.868,12029.2867,7639.41745,21659.9301,15006.57945,42303.69215,8302.53565,10736.87075,8964.06055,9290.1395,9411.005,11396.9002,19594.80965,14455.64405,39125.33225,2727.3951,6555.07035,7323.734819,3167.45585,2254.7967,2897.3235,12730.9996,15230.32405,11165.41765,23288.9284,2203.47185,20878.78443,35147.52848,4347.02335,2196.4732,1967.0227,6837.3687,3044.2133,11763.0009,9361.3268,3857.75925,25656.57526,9866.30485,8342.90875,1708.0014,14043.4767,6067.12675,3268.84665,3213.62205,17878.90068,8334.5896,10923.9332,31620.00106,13224.05705,58571.07448,3206.49135,12913.9924,3861.20965,13635.6379,15359.1045,8823.98575,5594.8455,3558.62025,4435.0942,2207.69745,6753.038,11658.11505,34617.84065,6748.5912,7173.35995,14410.9321,24915.04626,20149.3229,13143.86485,10141.1362,8252.2843,1712.227,12430.95335,26392.26029,14394.39815,5148.5526,45710.20785,3943.5954,11244.3769,7729.64575,2104.1134,29186.48236,9541.69555,6113.23105,5469.0066,1984.4533,9875.6804,10106.13425,16657.71745,2217.6012,9447.25035,36189.1017,8604.48365,43254.41795,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,3070.8087,9095.06825,12797.20962,7448.40395,12741.16745,5209.57885,2731.9122,4719.52405,17904.52705,3309.7926,4428.88785,23401.30575,16069.08475,20773.62775,39597.4072,11657.7189,6402.29135,12323.936,10072.05505,37270.1512,42111.6647,11729.6795,24106.91255,5458.04645,13129.60345,8891.1395,2585.85065,46255.1125,27218.43725,10422.91665,13555.0049,19798.05455,8688.85885,4661.28635,4564.19145,4846.92015,33732.6867,35069.37452,25333.33284,32108.66282,2217.46915,39047.285,11534.87265,41034.2214,9500.57305,3279.86855,4992.3764,16138.76205,9704.66805,25517.11363,4500.33925,16796.41194,4915.05985,4518.82625,14571.8908,7144.86265,7986.47525,6551.7501,8627.5411,4438.2634,23241.47453,9957.7216,6877.9801,4137.5227,13747.87235,2250.8352,1704.70015,33475.81715,11394.06555,7325.0482,14394.5579,9288.0267,5757.41345,13974.45555,12096.6512,13204.28565,2102.2647,10796.35025,11286.5387,4561.1885,44641.1974,23045.56616,16776.30405,11512.405,2396.0959,9222.4026,18903.49141,40904.1995,20709.02034,2203.73595,7228.21565,2459.7201,2200.83085,5227.98875,17178.6824,2899.48935,7650.77375,9447.3824,8603.8234,21771.3423,13725.47184,13019.16105,9964.06,20296.86345,1702.4553,12890.05765,4718.20355,6858.4796,6640.54485,11938.25595,14449.8544,6985.50695,37607.5277,18648.4217,10197.7722,4544.2348,10370.91255,34254.05335,2741.948,22462.04375,14283.4594,8534.6718,3732.6251,7133.9025,11931.12525,1708.92575,21259.37795,16115.3045,11272.33139,19496.71917,28101.33305,13143.33665,7050.0213,22395.74424,2205.9808],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"hovertemplate\":\"region=northeast<br>charges=%{x}<extra></extra>\",\"legendgroup\":\"northeast\",\"marker\":{\"color\":\"brown\"},\"name\":\"northeast\",\"notched\":true,\"offsetgroup\":\"northeast\",\"showlegend\":false,\"x\":[6406.4107,2721.3208,10797.3362,2395.17155,13228.84695,37701.8768,14451.83515,2198.18985,39774.2763,3046.062,6079.6715,3393.35635,2211.13075,13607.36875,8606.2174,6799.458,2755.02095,4441.21315,7935.29115,30184.9367,22412.6485,3645.0894,21344.8467,11488.31695,30259.99556,1705.6245,39556.4945,3385.39915,12815.44495,13616.3586,2457.21115,27375.90478,3490.5491,6334.34355,19964.7463,7077.1894,15518.18025,10407.08585,4827.90495,1694.7964,8538.28845,4005.4225,43753.33705,14901.5167,4337.7352,20984.0936,6610.1097,10564.8845,7358.17565,9225.2564,38511.6283,5354.07465,29523.1656,4040.55825,12829.4551,41097.16175,13047.33235,24869.8368,14590.63205,9282.4806,9617.66245,9715.841,22331.5668,48549.17835,4237.12655,11879.10405,9432.9253,47896.79135,20277.80751,1704.5681,6746.7425,24873.3849,11944.59435,9722.7695,10435.06525,4667.60765,24671.66334,11566.30055,6600.20595,48517.56315,11658.37915,19144.57652,41919.097,13217.0945,13981.85035,8334.45755,12404.8791,10043.249,9778.3472,13430.265,3481.868,12029.2867,7639.41745,21659.9301,15006.57945,42303.69215,8302.53565,10736.87075,8964.06055,9290.1395,9411.005,11396.9002,19594.80965,14455.64405,39125.33225,2727.3951,6555.07035,7323.734819,3167.45585,2254.7967,2897.3235,12730.9996,15230.32405,11165.41765,23288.9284,2203.47185,20878.78443,35147.52848,4347.02335,2196.4732,1967.0227,6837.3687,3044.2133,11763.0009,9361.3268,3857.75925,25656.57526,9866.30485,8342.90875,1708.0014,14043.4767,6067.12675,3268.84665,3213.62205,17878.90068,8334.5896,10923.9332,31620.00106,13224.05705,58571.07448,3206.49135,12913.9924,3861.20965,13635.6379,15359.1045,8823.98575,5594.8455,3558.62025,4435.0942,2207.69745,6753.038,11658.11505,34617.84065,6748.5912,7173.35995,14410.9321,24915.04626,20149.3229,13143.86485,10141.1362,8252.2843,1712.227,12430.95335,26392.26029,14394.39815,5148.5526,45710.20785,3943.5954,11244.3769,7729.64575,2104.1134,29186.48236,9541.69555,6113.23105,5469.0066,1984.4533,9875.6804,10106.13425,16657.71745,2217.6012,9447.25035,36189.1017,8604.48365,43254.41795,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,3070.8087,9095.06825,12797.20962,7448.40395,12741.16745,5209.57885,2731.9122,4719.52405,17904.52705,3309.7926,4428.88785,23401.30575,16069.08475,20773.62775,39597.4072,11657.7189,6402.29135,12323.936,10072.05505,37270.1512,42111.6647,11729.6795,24106.91255,5458.04645,13129.60345,8891.1395,2585.85065,46255.1125,27218.43725,10422.91665,13555.0049,19798.05455,8688.85885,4661.28635,4564.19145,4846.92015,33732.6867,35069.37452,25333.33284,32108.66282,2217.46915,39047.285,11534.87265,41034.2214,9500.57305,3279.86855,4992.3764,16138.76205,9704.66805,25517.11363,4500.33925,16796.41194,4915.05985,4518.82625,14571.8908,7144.86265,7986.47525,6551.7501,8627.5411,4438.2634,23241.47453,9957.7216,6877.9801,4137.5227,13747.87235,2250.8352,1704.70015,33475.81715,11394.06555,7325.0482,14394.5579,9288.0267,5757.41345,13974.45555,12096.6512,13204.28565,2102.2647,10796.35025,11286.5387,4561.1885,44641.1974,23045.56616,16776.30405,11512.405,2396.0959,9222.4026,18903.49141,40904.1995,20709.02034,2203.73595,7228.21565,2459.7201,2200.83085,5227.98875,17178.6824,2899.48935,7650.77375,9447.3824,8603.8234,21771.3423,13725.47184,13019.16105,9964.06,20296.86345,1702.4553,12890.05765,4718.20355,6858.4796,6640.54485,11938.25595,14449.8544,6985.50695,37607.5277,18648.4217,10197.7722,4544.2348,10370.91255,34254.05335,2741.948,22462.04375,14283.4594,8534.6718,3732.6251,7133.9025,11931.12525,1708.92575,21259.37795,16115.3045,11272.33139,19496.71917,28101.33305,13143.33665,7050.0213,22395.74424,2205.9808],\"xaxis\":\"x2\",\"yaxis\":\"y2\",\"type\":\"box\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,0.7326],\"title\":{\"text\":\"count\"}},\"xaxis2\":{\"anchor\":\"y2\",\"domain\":[0.0,1.0],\"matches\":\"x\",\"showticklabels\":false,\"showgrid\":true},\"yaxis2\":{\"anchor\":\"x2\",\"domain\":[0.7426,1.0],\"matches\":\"y2\",\"showticklabels\":false,\"showline\":false,\"ticks\":\"\",\"showgrid\":false},\"legend\":{\"title\":{\"text\":\"region\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Annual Medical Charges\"},\"barmode\":\"relative\",\"bargap\":0.1}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('bde03466-e2d4-4c5d-97a9-370fcca8247c');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Smoker\n",
"\n",
"Let's visualize the distribution of the \"smoker\" column (containing values \"yes\" and \"no\") using a histogram."
],
"metadata": {
"id": "3q3TMe92dSa3"
}
},
{
"cell_type": "code",
"source": [
"medical_df.smoker.value_counts()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FsJzOm3gdD3d",
"outputId": "c28747ce-3940-489f-bcf3-32e91655b235"
},
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"no 1064\n",
"yes 274\n",
"Name: smoker, dtype: int64"
]
},
"metadata": {},
"execution_count": 17
}
]
},
{
"cell_type": "code",
"source": [
"px.histogram(medical_df, x='smoker', color='sex', title='Smoker')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "6sXhv7PGdOql",
"outputId": "f5a6246d-1824-457b-f160-8994d172e848"
},
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"0c0b32a3-1718-4a6a-bb82-81aa6c50823e\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"0c0b32a3-1718-4a6a-bb82-81aa6c50823e\")) { Plotly.newPlot( \"0c0b32a3-1718-4a6a-bb82-81aa6c50823e\", [{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"sex=female<br>smoker=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"female\",\"marker\":{\"color\":\"#636efa\",\"pattern\":{\"shape\":\"\"}},\"name\":\"female\",\"offsetgroup\":\"female\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\"],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"},{\"alignmentgroup\":\"True\",\"bingroup\":\"x\",\"hovertemplate\":\"sex=male<br>smoker=%{x}<br>count=%{y}<extra></extra>\",\"legendgroup\":\"male\",\"marker\":{\"color\":\"#EF553B\",\"pattern\":{\"shape\":\"\"}},\"name\":\"male\",\"offsetgroup\":\"male\",\"orientation\":\"v\",\"showlegend\":true,\"x\":[\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"yes\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"yes\",\"no\",\"yes\",\"yes\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"yes\",\"yes\",\"yes\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\",\"yes\",\"no\",\"no\",\"no\",\"no\",\"no\",\"no\"],\"xaxis\":\"x\",\"yaxis\":\"y\",\"type\":\"histogram\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"smoker\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"count\"}},\"legend\":{\"title\":{\"text\":\"sex\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Smoker\"},\"barmode\":\"relative\"}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('0c0b32a3-1718-4a6a-bb82-81aa6c50823e');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Having looked at individual columns, we can now visualize the relationship between \"charges\" (the value we wish to predict) and other columns.\n",
"\n",
"### Age and Charges\n",
"\n",
"Let's visualize the relationship between \"age\" and \"charges\" using a scatter plot. Each point in the scatter plot represents one customer. We'll also use values in the \"smoker\" column to color the points.\n",
"\n",
"Note: \n",
"- we use hover_data to point out sex differences\n",
"- color determines smoker status"
],
"metadata": {
"id": "I8FnGiCVezNv"
}
},
{
"cell_type": "code",
"source": [
"fig = px.scatter(medical_df, \n",
" x='age', \n",
" y='charges', \n",
" opacity=0.8, \n",
" title='Age vs. Charges')\n",
"fig.update_traces(marker_size=5)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "Yu4JJkZvdQNW",
"outputId": "6101e870-d670-4982-f848-faad24e34d59"
},
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"3eabfdf0-7418-4ce8-8cf2-159d4ac29281\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"3eabfdf0-7418-4ce8-8cf2-159d4ac29281\")) { Plotly.newPlot( \"3eabfdf0-7418-4ce8-8cf2-159d4ac29281\", [{\"hovertemplate\":\"age=%{x}<br>charges=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"opacity\":0.8,\"symbol\":\"circle\",\"size\":5},\"mode\":\"markers\",\"name\":\"\",\"showlegend\":false,\"x\":[19,18,28,33,32,31,46,37,37,60,25,62,23,56,27,19,52,23,56,30,60,30,18,34,37,59,63,55,23,31,22,18,19,63,28,19,62,26,35,60,24,31,41,37,38,55,18,28,60,36,18,21,48,36,40,58,58,18,53,34,43,25,64,28,20,19,61,40,40,28,27,31,53,58,44,57,29,21,22,41,31,45,22,48,37,45,57,56,46,55,21,53,59,35,64,28,54,55,56,38,41,30,18,61,34,20,19,26,29,63,54,55,37,21,52,60,58,29,49,37,44,18,20,44,47,26,19,52,32,38,59,61,53,19,20,22,19,22,54,22,34,26,34,29,30,29,46,51,53,19,35,48,32,42,40,44,48,18,30,50,42,18,54,32,37,47,20,32,19,27,63,49,18,35,24,63,38,54,46,41,58,18,22,44,44,36,26,30,41,29,61,36,25,56,18,19,39,45,51,64,19,48,60,27,46,28,59,35,63,40,20,40,24,34,45,41,53,27,26,24,34,53,32,19,42,55,28,58,41,47,42,59,19,59,39,40,18,31,19,44,23,33,55,40,63,54,60,24,19,29,18,63,54,27,50,55,56,38,51,19,58,20,52,19,53,46,40,59,45,49,18,50,41,50,25,47,19,22,59,51,40,54,30,55,52,46,46,63,59,52,28,29,25,22,25,18,19,47,31,48,36,53,56,28,57,29,28,30,58,41,50,19,43,49,27,52,50,54,44,32,34,26,34,57,29,40,27,45,64,52,61,52,61,56,43,64,60,62,50,46,24,62,60,63,49,34,33,46,36,19,57,50,30,33,18,46,46,47,23,18,48,35,19,21,21,49,56,42,44,18,61,57,42,26,20,23,39,24,64,62,27,55,55,35,44,19,58,50,26,24,48,19,48,49,46,46,43,21,64,18,51,47,64,49,31,52,33,47,38,32,19,44,26,25,19,43,52,36,64,63,64,61,40,25,48,45,38,18,21,27,19,29,42,60,31,60,22,35,52,26,31,33,18,59,56,45,60,56,40,35,39,30,24,20,32,59,55,57,56,40,49,42,62,56,19,30,60,56,28,18,27,18,19,47,54,61,24,25,21,23,63,49,18,51,48,31,54,19,44,53,19,61,18,61,21,20,31,45,44,62,29,43,51,19,38,37,22,21,24,57,56,27,51,19,39,58,20,45,35,31,50,32,51,38,42,18,19,51,46,18,57,62,59,37,64,38,33,46,46,53,34,20,63,54,54,49,28,54,25,43,63,32,62,52,25,28,46,34,35,19,46,54,27,50,18,19,38,41,49,48,31,18,30,62,57,58,22,31,52,25,59,19,39,32,19,33,21,34,61,38,58,47,20,21,41,46,42,34,43,52,18,51,56,64,19,51,27,59,28,30,47,38,18,34,20,47,56,49,19,55,30,37,49,18,59,29,36,33,58,44,53,24,29,40,51,64,19,35,39,56,33,42,61,23,43,48,39,40,18,58,49,53,48,45,59,52,26,27,48,57,37,57,32,18,64,43,49,40,62,40,30,29,36,41,44,45,55,60,56,49,21,19,39,53,33,53,42,40,47,27,21,47,20,24,27,26,53,41,56,23,21,50,53,34,47,33,51,49,31,36,18,50,43,20,24,60,49,60,51,58,51,53,62,19,50,30,41,29,18,41,35,53,24,48,59,49,37,26,23,29,45,27,53,31,50,50,34,19,47,28,37,21,64,58,24,31,39,47,30,18,22,23,33,27,45,57,47,42,64,38,61,53,44,19,41,51,40,45,35,53,30,18,51,50,31,35,60,21,29,62,39,19,22,53,39,27,30,30,58,33,42,64,21,18,23,45,40,19,18,25,46,33,54,28,36,20,24,23,47,33,45,26,18,44,60,64,56,36,41,39,63,36,28,58,36,42,36,56,35,59,21,59,23,57,53,60,51,23,27,55,37,61,46,53,49,20,48,25,25,57,37,38,55,36,51,40,18,57,61,25,50,26,42,43,44,23,49,33,41,37,22,23,21,51,25,32,57,36,22,57,64,36,54,47,62,61,43,19,18,19,49,60,26,49,60,26,27,44,63,32,22,18,59,44,33,24,43,45,61,35,62,62,38,34,43,50,19,57,62,41,26,39,46,45,32,59,44,39,18,53,18,50,18,19,62,56,42,37,42,25,57,51,30,44,34,31,54,24,43,48,19,29,63,46,52,35,51,44,21,39,50,34,22,19,26,29,48,26,45,36,54,34,31,27,20,44,43,45,34,24,26,38,50,38,27,39,39,63,33,36,30,24,24,48,47,29,28,47,25,51,48,43,61,48,38,59,19,26,54,21,51,22,47,18,47,21,19,23,54,37,46,55,30,18,61,54,22,45,22,19,35,18,20,28,55,43,43,22,25,49,44,64,49,47,27,55,48,45,24,32,24,57,59,36,29,42,48,39,63,54,37,63,21,54,60,32,47,21,28,63,18,32,38,32,62,39,55,57,52,56,47,55,23,22,50,18,51,22,52,25,33,53,29,58,37,54,49,50,26,45,54,38,48,28,23,55,41,25,33,30,23,46,53,27,23,63,55,35,34,19,39,27,57,52,28,50,44,26,33,19,50,41,52,39,50,52,60,20,55,42,18,58,43,35,48,36,19,23,20,32,43,34,30,18,41,35,57,29,32,37,18,43,56,38,29,22,52,40,23,31,42,24,25,48,23,45,20,62,43,23,31,41,58,48,31,19,19,41,40,31,37,46,22,51,18,35,59,36,37,59,36,39,18,52,27,18,40,29,46,38,30,40,50,20,41,33,38,42,56,58,52,20,54,58,45,26,63,58,37,25,52,64,22,28,18,28,45,33,18,32,24,19,20,40,34,42,51,54,55,52,32,28,41,43,49,64,55,24,20,45,26,25,43,35,26,57,22,32,39,25,48,47,18,18,61,47,28,36,20,44,38,19,21,46,58,20,18,28,33,19,45,62,25,43,42,24,29,32,25,41,42,33,34,19,30,18,19,18,35,39,31,62,62,42,31,61,42,51,23,52,57,23,52,50,18,18,21,61],\"xaxis\":\"x\",\"y\":[16884.924,1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,27808.7251,1826.843,11090.7178,39611.7577,1837.237,10797.3362,2395.17155,10602.385,36837.467,13228.84695,4149.736,1137.011,37701.8768,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,38711.0,35585.576,2198.18985,4687.797,13770.0979,51194.55914,1625.43375,15612.19335,2302.3,39774.2763,48173.361,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,38709.176,2211.13075,3579.8287,23568.272,37742.5757,8059.6791,47496.49445,13607.36875,34303.1672,23244.7902,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,14711.7438,1743.214,14235.072,6389.37785,5920.1041,17663.1442,16577.7795,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,37165.1638,11033.6617,39836.519,21098.55405,43578.9394,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,30184.9367,5729.0053,47291.055,3766.8838,12105.32,10226.2842,22412.6485,15820.699,6186.127,3645.0894,21344.8467,30942.1918,5003.853,17560.37975,2331.519,3877.30425,2867.1196,47055.5321,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,19107.7796,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,39556.4945,10115.00885,3385.39915,17081.08,9634.538,32734.1863,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18972.495,18157.876,20745.9891,5138.2567,40720.55105,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,19964.7463,7077.1894,6948.7008,21223.6758,15518.18025,36950.2567,19749.38338,21348.706,36149.4835,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,48824.45,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,43753.33705,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,37133.8982,7147.105,4337.7352,11743.299,20984.0936,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,34779.615,19515.5416,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,19444.2658,1615.7667,4463.2051,17352.6803,7152.6714,38511.6283,5354.07465,35160.13457,7196.867,29523.1656,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,12829.4551,47305.305,44260.7499,4260.744,41097.16175,13047.33235,43921.1837,5400.9805,11520.09985,33750.2918,11837.16,17085.2676,24869.8368,36219.40545,20462.99766,46151.1245,17179.522,14590.63205,7441.053,9282.4806,1719.4363,42856.838,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,22331.5668,48549.17835,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,47896.79135,25992.82104,3172.018,20277.80751,42112.2356,2156.7518,3906.127,1704.5681,16297.846,21978.6769,38746.3551,9249.4952,6746.7425,24873.3849,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,42124.5153,8124.4084,34838.873,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,35491.64,11566.30055,2866.091,6600.20595,3561.8889,42760.5022,47928.03,9144.565,48517.56315,24393.6224,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,41919.097,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,13844.506,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,36085.219,1391.5287,18033.9679,21659.9301,38126.2465,16455.70785,27000.98473,15006.57945,42303.69215,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,19594.80965,14455.64405,5080.096,2134.9015,7345.7266,9140.951,18608.262,14418.2804,28950.4692,46889.2612,46599.1084,39125.33225,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,37079.372,1149.3959,28287.89766,26109.32905,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,22144.032,15230.32405,11165.41765,1632.03625,19521.9682,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,25382.297,28868.6639,35147.52848,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,48885.13561,10461.9794,1748.774,24513.09126,2196.4732,12574.049,17942.106,1967.0227,4931.647,8027.968,8211.1002,13470.86,36197.699,6837.3687,22218.1149,32548.3405,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,21082.16,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,38245.59327,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,48675.5177,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,63770.42801,10231.4999,23807.2406,3268.84665,11538.421,3213.62205,45863.205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,39983.42595,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,45702.02235,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,58571.07448,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,43943.8761,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,15359.1045,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,17468.9839,9283.562,3558.62025,25678.77845,4435.0942,39241.442,8547.6913,6571.544,2207.69745,6753.038,1880.07,42969.8527,11658.11505,23306.547,34439.8559,10713.644,3659.346,40182.246,9182.17,34617.84065,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,42983.4585,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,20149.3229,12949.1554,6666.243,32787.45859,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,27037.9141,42560.4304,8703.456,40003.33225,45710.20785,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,46200.9851,7222.78625,12485.8009,46130.5265,12363.547,10156.7832,2585.269,1242.26,40103.89,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,34806.4677,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,40273.6455,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,44400.4064,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,40932.4295,6664.68595,16657.71745,2217.6012,6781.3542,19361.9988,10065.413,4234.927,9447.25035,14007.222,9583.8933,40419.0191,3484.331,36189.1017,44585.45587,8604.48365,18246.4955,43254.41795,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,19539.243,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,23065.4207,5428.7277,36307.7983,3925.7582,2416.955,19040.876,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,17748.5062,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,18259.216,1146.7966,9386.1613,24520.264,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,21195.818,7209.4918,18310.742,4266.1658,4719.52405,11848.141,17904.52705,7046.7222,14313.8463,2103.08,38792.6856,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,23401.30575,55135.40209,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,43813.8661,20773.62775,39597.4072,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,36021.0112,27533.9129,10072.05505,45008.9555,9872.701,2438.0552,2974.126,10601.63225,37270.1512,14119.62,42111.6647,11729.6795,24106.91255,1875.344,40974.1649,15817.9857,18218.16139,10965.446,46113.511,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,46255.1125,4877.98105,19719.6947,27218.43725,5272.1758,1682.597,11945.1327,29330.98315,7243.8136,10422.91665,44202.6536,13555.0049,13063.883,19798.05455,2221.56445,1634.5734,2117.33885,8688.85885,48673.5588,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,17496.306,2639.0429,33732.6867,14382.70905,7626.993,5257.50795,2473.3341,21774.32215,35069.37452,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,39047.285,6358.77645,19933.458,11534.87265,47462.894,4527.18295,38998.546,20009.63365,3875.7341,41999.52,12609.88702,41034.2214,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,23967.38305,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,16138.76205,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,19199.944,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,14571.8908,3378.91,7144.86265,10118.424,5484.4673,16420.49455,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,17361.7661,34472.841,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,24915.22085,23241.47453,9957.7216,8269.044,18767.7377,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,35595.5898,42211.1382,1711.0268,8569.8618,2020.177,16450.8947,21595.38229,9850.432,6877.9801,21677.28345,44423.803,4137.5227,13747.87235,12950.0712,12094.478,37484.4493,39725.51805,2250.8352,22493.65964,20234.85475,1704.70015,33475.81715,3161.454,11394.06555,21880.82,7325.0482,44501.3982,3594.17085,39727.614,8023.13545,14394.5579,9288.0267,25309.489,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,48970.2476,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,39871.7043,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,34672.1472,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,19023.26,10796.35025,11353.2276,9748.9106,10577.087,41676.0811,11286.5387,3591.48,33907.548,11299.343,4561.1885,44641.1974,1674.6323,23045.56616,3227.1211,16776.30405,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,41949.2441,24180.9335,5312.16985,2396.0959,10807.4863,9222.4026,36124.5737,38282.7495,5693.4305,34166.273,8347.1643,46661.4424,18903.49141,40904.1995,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,36898.73308,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,52590.82939,2261.5688,10791.96,5979.731,2203.73595,12235.8392,40941.2854,5630.45785,11015.1747,7228.21565,39722.7462,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,17178.6824,22478.6,11093.6229,6457.8434,4433.9159,2154.361,23887.6627,6496.886,2899.48935,19350.3689,7650.77375,2850.68375,2632.992,9447.3824,18328.2381,8603.8234,37465.34375,13844.7972,21771.3423,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,33307.5508,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,18223.4512,5116.5004,36910.60803,38415.474,20296.86345,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,41661.602,7537.1639,4718.20355,6593.5083,8442.667,26125.67477,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,60021.39897,20167.33603,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,47269.854,49577.6624,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,37607.5277,18648.4217,1241.565,16232.847,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,26926.5144,10704.47,34254.05335,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,17043.3414,10959.33,2741.948,4357.04365,22462.04375,4189.1131,8283.6807,24535.69855,14283.4594,1720.3537,47403.88,8534.6718,3732.6251,5472.449,38344.566,7147.4728,7133.9025,34828.654,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,62592.87309,46718.16325,3208.787,37829.7242,21259.37795,2464.6188,16115.3045,21472.4788,33900.653,6875.961,6940.90985,4571.41305,4536.259,36397.576,18765.87545,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,28101.33305,12981.3457,43896.3763,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945,29141.3603],\"yaxis\":\"y\",\"type\":\"scattergl\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"age\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"legend\":{\"tracegroupgap\":0},\"title\":{\"text\":\"Age vs. Charges\"}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('3eabfdf0-7418-4ce8-8cf2-159d4ac29281');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"fig = px.scatter(medical_df, \n",
" x='age', \n",
" y='charges', \n",
" color='smoker', \n",
" opacity=0.8, \n",
" hover_data=['sex'], \n",
" title='Age vs. Charges')\n",
"fig.update_traces(marker_size=5)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "tt9poiCielau",
"outputId": "56335ea9-3c0a-43a2-9298-c2a97aaff1fb"
},
"execution_count": 25,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"b55ee414-8561-4a25-b038-1f4e1f1f69b5\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"b55ee414-8561-4a25-b038-1f4e1f1f69b5\")) { Plotly.newPlot( \"b55ee414-8561-4a25-b038-1f4e1f1f69b5\", [{\"customdata\":[[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"]],\"hovertemplate\":\"smoker=yes<br>age=%{x}<br>charges=%{y}<br>sex=%{customdata[0]}<extra></extra>\",\"legendgroup\":\"yes\",\"marker\":{\"color\":\"#636efa\",\"opacity\":0.8,\"symbol\":\"circle\",\"size\":5},\"mode\":\"markers\",\"name\":\"yes\",\"showlegend\":true,\"x\":[19,62,27,30,34,31,22,28,35,60,36,48,36,58,18,53,20,28,27,22,37,45,57,59,64,56,38,61,20,63,29,44,19,32,34,30,46,42,48,18,30,42,18,63,36,27,35,19,42,40,19,23,63,18,63,54,50,56,19,20,52,19,46,40,50,40,54,59,25,19,47,31,53,43,27,34,45,64,61,52,50,19,26,23,39,24,27,55,44,26,36,63,64,61,40,33,56,42,30,54,61,24,44,21,29,51,19,39,42,57,54,49,43,35,48,31,34,21,19,59,30,47,49,19,37,18,44,39,42,52,64,43,40,62,44,60,39,27,41,51,30,29,35,37,23,29,27,53,37,47,18,33,19,30,50,53,27,33,18,47,33,56,36,41,23,57,60,37,46,49,48,25,37,51,32,57,64,47,43,60,32,18,43,45,37,25,51,44,34,54,43,51,29,31,24,27,30,24,47,43,22,47,19,46,55,18,22,45,35,20,43,22,49,47,59,37,28,39,47,22,51,33,38,48,25,33,23,53,23,19,60,43,19,18,43,52,31,23,20,43,19,18,36,37,46,20,52,20,52,64,32,24,20,64,24,26,39,47,18,61,20,19,45,62,43,42,29,32,25,19,30,62,42,61],\"xaxis\":\"x\",\"y\":[16884.924,27808.7251,39611.7577,36837.467,37701.8768,38711.0,35585.576,51194.55914,39774.2763,48173.361,38709.176,23568.272,37742.5757,47496.49445,34303.1672,23244.7902,14711.7438,17663.1442,16577.7795,37165.1638,39836.519,21098.55405,43578.9394,30184.9367,47291.055,22412.6485,15820.699,30942.1918,17560.37975,47055.5321,19107.7796,39556.4945,17081.08,32734.1863,18972.495,20745.9891,40720.55105,19964.7463,21223.6758,15518.18025,36950.2567,21348.706,36149.4835,48824.45,43753.33705,37133.8982,20984.0936,34779.615,19515.5416,19444.2658,17352.6803,38511.6283,29523.1656,12829.4551,47305.305,44260.7499,41097.16175,43921.1837,33750.2918,17085.2676,24869.8368,36219.40545,46151.1245,17179.522,42856.838,22331.5668,48549.17835,47896.79135,42112.2356,16297.846,21978.6769,38746.3551,24873.3849,42124.5153,34838.873,35491.64,42760.5022,47928.03,48517.56315,24393.6224,41919.097,13844.506,36085.219,18033.9679,21659.9301,38126.2465,15006.57945,42303.69215,19594.80965,14455.64405,18608.262,28950.4692,46889.2612,46599.1084,39125.33225,37079.372,26109.32905,22144.032,19521.9682,25382.297,28868.6639,35147.52848,48885.13561,17942.106,36197.699,22218.1149,32548.3405,21082.16,38245.59327,48675.5177,63770.42801,23807.2406,45863.205,39983.42595,45702.02235,58571.07448,43943.8761,15359.1045,17468.9839,25678.77845,39241.442,42969.8527,23306.547,34439.8559,40182.246,34617.84065,42983.4585,20149.3229,32787.45859,24667.419,27037.9141,42560.4304,40003.33225,45710.20785,46200.9851,46130.5265,40103.89,34806.4677,40273.6455,44400.4064,40932.4295,16657.71745,19361.9988,40419.0191,36189.1017,44585.45587,18246.4955,43254.41795,19539.243,23065.4207,36307.7983,19040.876,17748.5062,18259.216,24520.264,21195.818,18310.742,17904.52705,38792.6856,23401.30575,55135.40209,43813.8661,20773.62775,39597.4072,36021.0112,27533.9129,45008.9555,37270.1512,42111.6647,24106.91255,40974.1649,15817.9857,46113.511,46255.1125,19719.6947,27218.43725,29330.98315,44202.6536,19798.05455,48673.5588,17496.306,33732.6867,21774.32215,35069.37452,39047.285,19933.458,47462.894,38998.546,20009.63365,41999.52,41034.2214,23967.38305,16138.76205,19199.944,14571.8908,16420.49455,17361.7661,34472.841,24915.22085,18767.7377,35595.5898,42211.1382,16450.8947,21677.28345,44423.803,13747.87235,37484.4493,39725.51805,20234.85475,33475.81715,21880.82,44501.3982,39727.614,25309.489,48970.2476,39871.7043,34672.1472,19023.26,41676.0811,33907.548,44641.1974,16776.30405,41949.2441,24180.9335,36124.5737,38282.7495,34166.273,46661.4424,40904.1995,36898.73308,52590.82939,40941.2854,39722.7462,17178.6824,22478.6,23887.6627,19350.3689,18328.2381,37465.34375,21771.3423,33307.5508,18223.4512,38415.474,20296.86345,41661.602,26125.67477,60021.39897,20167.33603,47269.854,49577.6624,37607.5277,18648.4217,16232.847,26926.5144,34254.05335,17043.3414,22462.04375,24535.69855,14283.4594,47403.88,38344.566,34828.654,62592.87309,46718.16325,37829.7242,21259.37795,16115.3045,21472.4788,33900.653,36397.576,18765.87545,28101.33305,43896.3763,29141.3603],\"yaxis\":\"y\",\"type\":\"scattergl\"},{\"customdata\":[[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"]],\"hovertemplate\":\"smoker=no<br>age=%{x}<br>charges=%{y}<br>sex=%{customdata[0]}<extra></extra>\",\"legendgroup\":\"no\",\"marker\":{\"color\":\"#EF553B\",\"opacity\":0.8,\"symbol\":\"circle\",\"size\":5},\"mode\":\"markers\",\"name\":\"no\",\"showlegend\":true,\"x\":[18,28,33,32,31,46,37,37,60,25,23,56,19,52,23,56,60,30,18,37,59,63,55,23,18,19,63,19,62,26,24,31,41,37,38,55,18,28,60,18,21,40,58,34,43,25,64,28,19,61,40,40,31,53,58,44,57,29,21,22,41,31,45,48,56,46,55,21,53,35,28,54,55,41,30,18,34,19,26,29,54,55,37,21,52,60,58,49,37,44,18,20,47,26,52,38,59,61,53,19,20,22,19,22,54,22,34,26,29,29,51,53,19,35,48,32,40,44,50,54,32,37,47,20,32,19,27,63,49,18,35,24,38,54,46,41,58,18,22,44,44,26,30,41,29,61,36,25,56,18,19,39,45,51,64,19,48,60,46,28,59,63,40,20,40,24,34,45,41,53,27,26,24,34,53,32,55,28,58,41,47,42,59,19,59,39,18,31,44,33,55,40,54,60,24,19,29,27,55,38,51,58,53,59,45,49,18,41,50,25,47,19,22,59,51,30,55,52,46,46,63,52,28,29,22,25,18,48,36,56,28,57,29,28,30,58,41,50,19,49,52,50,54,44,32,34,26,57,29,40,27,52,61,56,43,64,60,62,46,24,62,60,63,49,34,33,46,36,19,57,50,30,33,18,46,46,47,23,18,48,35,21,21,49,56,42,44,18,61,57,42,20,64,62,55,35,44,19,58,50,26,24,48,19,48,49,46,46,43,21,64,18,51,47,64,49,31,52,33,47,38,32,19,25,19,43,52,64,25,48,45,38,18,21,27,19,29,42,60,31,60,22,35,52,26,31,18,59,45,60,56,40,35,39,30,24,20,32,59,55,57,56,40,49,62,56,19,60,56,28,18,27,18,19,47,25,21,23,63,49,18,51,48,31,54,19,53,19,61,18,61,20,31,45,44,62,43,38,37,22,21,24,57,56,27,51,19,58,20,45,35,31,50,32,51,38,18,19,51,46,18,62,59,37,64,38,33,46,46,53,34,20,63,54,28,54,25,63,32,62,52,25,28,46,34,19,46,54,27,50,18,19,38,41,49,31,18,30,62,57,58,22,52,25,59,19,39,32,19,33,21,61,38,58,47,20,41,46,42,34,43,52,18,51,56,64,51,27,28,47,38,18,34,20,56,55,30,49,59,29,36,33,58,53,24,29,40,51,64,19,35,56,33,61,23,43,48,39,40,18,58,49,53,48,45,59,26,27,48,57,37,57,32,18,49,40,30,29,36,41,45,55,56,49,21,19,53,33,53,42,40,47,21,47,20,24,27,26,53,56,23,21,50,53,34,47,33,49,31,36,18,50,43,20,24,60,49,60,51,58,51,53,62,19,50,41,18,41,53,24,48,59,49,26,45,31,50,50,34,19,47,28,21,64,58,24,31,39,30,22,23,27,45,57,47,42,64,38,61,53,44,41,51,40,45,35,53,18,51,31,35,60,21,29,62,39,19,22,39,30,30,58,42,64,21,23,45,40,19,18,25,46,33,54,28,36,20,24,23,45,26,18,44,60,64,39,63,36,28,58,36,42,36,56,35,59,21,59,53,51,23,27,55,61,53,20,25,57,38,55,36,51,40,18,57,61,25,50,26,42,43,44,23,49,33,41,37,22,23,21,25,36,22,57,36,54,62,61,19,18,19,49,26,49,60,26,27,44,63,22,59,44,33,24,61,35,62,62,38,34,43,50,19,57,62,41,26,39,46,45,32,59,44,39,18,53,18,50,18,19,62,56,42,42,57,30,31,24,48,19,29,63,46,52,35,44,21,39,50,34,22,19,26,48,26,45,36,54,34,27,20,44,43,45,34,26,38,50,38,39,39,63,33,36,24,48,47,29,28,25,51,48,61,48,38,59,19,26,54,21,51,18,47,21,23,54,37,30,61,54,22,19,18,28,55,43,25,44,64,49,27,55,48,45,24,32,24,57,36,29,42,48,39,63,54,63,21,54,60,32,47,21,63,18,32,38,32,62,55,57,52,56,55,23,50,18,22,52,25,53,29,58,37,54,49,50,26,45,54,28,23,55,41,30,46,27,63,55,35,34,19,39,27,57,52,28,50,44,26,33,50,41,52,39,50,52,20,55,42,18,58,35,48,36,23,20,32,43,34,30,18,41,35,57,29,32,37,56,38,29,22,40,23,42,24,25,48,45,62,23,31,41,58,48,31,19,41,40,31,37,46,22,51,35,59,59,36,39,18,52,27,18,40,29,38,30,40,50,41,33,38,42,56,58,54,58,45,26,63,58,37,25,22,28,18,28,45,33,18,19,40,34,42,51,54,55,52,32,28,41,43,49,55,20,45,26,25,43,35,57,22,32,25,48,18,47,28,36,44,38,21,46,58,20,18,28,33,19,25,24,41,42,33,34,18,19,18,35,39,31,62,31,61,42,51,23,52,57,23,52,50,18,18,21],\"xaxis\":\"x\",\"y\":[1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,1826.843,11090.7178,1837.237,10797.3362,2395.17155,10602.385,13228.84695,4149.736,1137.011,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,2198.18985,4687.797,13770.0979,1625.43375,15612.19335,2302.3,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,1743.214,14235.072,6389.37785,5920.1041,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,11033.6617,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,5729.0053,3766.8838,12105.32,10226.2842,6186.127,3645.0894,21344.8467,5003.853,2331.519,3877.30425,2867.1196,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,10115.00885,3385.39915,9634.538,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18157.876,5138.2567,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,7077.1894,6948.7008,19749.38338,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,7147.105,4337.7352,11743.299,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,1615.7667,4463.2051,7152.6714,5354.07465,35160.13457,7196.867,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,4260.744,13047.33235,5400.9805,11520.09985,11837.16,20462.99766,14590.63205,7441.053,9282.4806,1719.4363,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,25992.82104,3172.018,20277.80751,2156.7518,3906.127,1704.5681,9249.4952,6746.7425,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,8124.4084,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,11566.30055,2866.091,6600.20595,3561.8889,9144.565,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,1391.5287,16455.70785,27000.98473,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,5080.096,2134.9015,7345.7266,9140.951,14418.2804,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,1149.3959,28287.89766,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,15230.32405,11165.41765,1632.03625,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,10461.9794,1748.774,24513.09126,2196.4732,12574.049,1967.0227,4931.647,8027.968,8211.1002,13470.86,6837.3687,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,10231.4999,3268.84665,11538.421,3213.62205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,9283.562,3558.62025,4435.0942,8547.6913,6571.544,2207.69745,6753.038,1880.07,11658.11505,10713.644,3659.346,9182.17,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,12949.1554,6666.243,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,8703.456,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,7222.78625,12485.8009,12363.547,10156.7832,2585.269,1242.26,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,6664.68595,2217.6012,6781.3542,10065.413,4234.927,9447.25035,14007.222,9583.8933,3484.331,8604.48365,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,2416.955,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,1146.7966,9386.1613,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,7209.4918,4266.1658,4719.52405,11848.141,7046.7222,14313.8463,2103.08,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,10072.05505,9872.701,2438.0552,2974.126,10601.63225,14119.62,11729.6795,1875.344,18218.16139,10965.446,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,4877.98105,5272.1758,1682.597,11945.1327,7243.8136,10422.91665,13555.0049,13063.883,2221.56445,1634.5734,2117.33885,8688.85885,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,2639.0429,14382.70905,7626.993,5257.50795,2473.3341,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,6358.77645,11534.87265,4527.18295,3875.7341,12609.88702,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,3378.91,7144.86265,10118.424,5484.4673,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,23241.47453,9957.7216,8269.044,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,1711.0268,8569.8618,2020.177,21595.38229,9850.432,6877.9801,4137.5227,12950.0712,12094.478,2250.8352,22493.65964,1704.70015,3161.454,11394.06555,7325.0482,3594.17085,8023.13545,14394.5579,9288.0267,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,10796.35025,11353.2276,9748.9106,10577.087,11286.5387,3591.48,11299.343,4561.1885,1674.6323,23045.56616,3227.1211,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,5312.16985,2396.0959,10807.4863,9222.4026,5693.4305,8347.1643,18903.49141,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,2261.5688,10791.96,5979.731,2203.73595,12235.8392,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,11093.6229,6457.8434,4433.9159,2154.361,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,8603.8234,13844.7972,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,36910.60803,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,7537.1639,4718.20355,6593.5083,8442.667,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,1241.565,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,10704.47,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,10959.33,2741.948,4357.04365,4189.1131,8283.6807,1720.3537,8534.6718,3732.6251,5472.449,7147.4728,7133.9025,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,3208.787,2464.6188,6875.961,6940.90985,4571.41305,4536.259,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,12981.3457,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945],\"yaxis\":\"y\",\"type\":\"scattergl\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"age\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"legend\":{\"title\":{\"text\":\"smoker\"},\"tracegroupgap\":0},\"title\":{\"text\":\"Age vs. Charges\"}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('b55ee414-8561-4a25-b038-1f4e1f1f69b5');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"We can make the following observations from the above chart:\n",
"\n",
"* The general trend seems to be that medical charges increase with age, as we might expect. However, there is significant variation at every age, and it's clear that age alone cannot be used to accurately determine medical charges.\n",
"\n",
"\n",
"* We can see three \"clusters\" of points, each of which seems to form a line with an increasing slope:\n",
"\n",
" 1. The first and the largest cluster consists primary of presumably \"healthy non-smokers\" who have relatively low medical charges compared to others\n",
" \n",
" 2. The second cluster contains a mix of smokers and non-smokers. It's possible that these are actually two distinct but overlapping clusters: \"non-smokers with medical issues\" and \"smokers without major medical issues\".\n",
" \n",
" 3. The final cluster consists exclusively of smokers, presumably smokers with major medical issues that are possibly related to or worsened by smoking.\n",
" \n",
"\n",
"> **EXERCISE**: What other inferences can you draw from the above chart?\n",
">\n",
"> there seems to be some sort of minimum charge as a function of age"
],
"metadata": {
"id": "LE5hEAS5fcIm"
}
},
{
"cell_type": "markdown",
"source": [
" ### BMI and Charges\n",
"\n",
"Let's visualize the relationship between BMI (body mass index) and charges using another scatter plot. Once again, we'll use the values from the \"smoker\" column to color the points."
],
"metadata": {
"id": "XLDW7ueegcgp"
}
},
{
"cell_type": "code",
"source": [
"fig = px.scatter(medical_df, \n",
" x='bmi', \n",
" y='charges', \n",
" color='smoker', \n",
" opacity=0.8, \n",
" hover_data=['sex'], \n",
" title='BMI vs. Charges')\n",
"fig.update_traces(marker_size=5)\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "VNYcft_VgiGX",
"outputId": "e1e556ce-5f27-4c98-ea3a-e6a46c620120"
},
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"8e6f02ae-b4ea-4fb3-bcea-11b8614692d7\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"8e6f02ae-b4ea-4fb3-bcea-11b8614692d7\")) { Plotly.newPlot( \"8e6f02ae-b4ea-4fb3-bcea-11b8614692d7\", [{\"customdata\":[[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"]],\"hovertemplate\":\"smoker=yes<br>bmi=%{x}<br>charges=%{y}<br>sex=%{customdata[0]}<extra></extra>\",\"legendgroup\":\"yes\",\"marker\":{\"color\":\"#636efa\",\"opacity\":0.8,\"symbol\":\"circle\",\"size\":5},\"mode\":\"markers\",\"name\":\"yes\",\"showlegend\":true,\"x\":[27.9,26.29,42.13,35.3,31.92,36.3,35.6,36.4,36.67,39.9,35.2,28.0,34.43,36.955,31.68,22.88,22.42,23.98,24.75,37.62,34.8,22.895,31.16,29.83,31.3,19.95,19.3,29.92,28.025,35.09,27.94,31.35,28.3,17.765,25.3,28.69,30.495,23.37,24.42,25.175,35.53,26.6,36.85,37.7,41.895,36.08,27.74,34.8,24.64,22.22,29.07,36.67,27.74,17.29,32.2,34.21,31.825,33.63,31.92,26.84,24.32,36.955,42.35,19.8,34.2,28.12,40.565,36.765,45.54,27.7,25.41,34.39,22.61,35.97,31.4,30.8,36.48,33.8,36.385,27.36,32.3,21.7,32.9,28.31,24.89,40.15,17.955,30.685,20.235,17.195,22.6,26.98,33.88,35.86,32.775,33.5,26.695,30.0,28.38,25.1,28.31,28.5,38.06,25.7,34.4,23.21,30.25,28.3,26.07,42.13,47.41,25.84,46.2,34.105,40.565,38.095,30.21,21.85,28.31,23.655,37.8,36.63,25.6,33.11,34.1,33.535,38.95,26.41,28.31,25.3,22.99,38.06,32.775,32.015,43.89,31.35,35.3,31.13,35.75,38.06,39.05,21.755,24.42,38.39,31.73,35.5,29.15,34.105,26.4,27.83,38.17,27.1,28.88,24.4,27.6,20.9,28.5,24.795,42.24,26.125,35.53,31.79,28.025,30.78,32.78,29.81,32.45,30.78,35.53,23.845,33.11,24.13,47.6,37.05,28.93,28.975,26.885,38.94,20.045,40.92,24.6,31.73,26.885,22.895,34.2,29.7,42.9,30.2,27.835,30.8,34.96,24.795,22.895,25.9,20.52,20.045,22.99,32.7,28.215,20.13,31.02,36.08,26.03,23.655,35.2,21.565,37.07,30.495,28.025,30.685,24.7,52.58,30.9,29.8,41.14,37.07,31.68,18.3,36.19,30.4,34.96,19.095,38.39,25.85,33.33,35.75,31.4,36.86,42.75,32.49,32.8,32.56,44.88,27.36,26.7,24.13,29.81,28.49,35.625,25.27,30.02,27.28,33.4,25.555,34.6,24.42,34.485,21.8,41.8,36.96,33.63,29.83,27.3,23.76,31.065,27.06,29.925,27.645,21.66,36.3,39.4,34.9,30.36,30.875,27.8,24.605,21.85,28.12,30.2,34.7,23.655,26.695,40.37,29.07],\"xaxis\":\"x\",\"y\":[16884.924,27808.7251,39611.7577,36837.467,37701.8768,38711.0,35585.576,51194.55914,39774.2763,48173.361,38709.176,23568.272,37742.5757,47496.49445,34303.1672,23244.7902,14711.7438,17663.1442,16577.7795,37165.1638,39836.519,21098.55405,43578.9394,30184.9367,47291.055,22412.6485,15820.699,30942.1918,17560.37975,47055.5321,19107.7796,39556.4945,17081.08,32734.1863,18972.495,20745.9891,40720.55105,19964.7463,21223.6758,15518.18025,36950.2567,21348.706,36149.4835,48824.45,43753.33705,37133.8982,20984.0936,34779.615,19515.5416,19444.2658,17352.6803,38511.6283,29523.1656,12829.4551,47305.305,44260.7499,41097.16175,43921.1837,33750.2918,17085.2676,24869.8368,36219.40545,46151.1245,17179.522,42856.838,22331.5668,48549.17835,47896.79135,42112.2356,16297.846,21978.6769,38746.3551,24873.3849,42124.5153,34838.873,35491.64,42760.5022,47928.03,48517.56315,24393.6224,41919.097,13844.506,36085.219,18033.9679,21659.9301,38126.2465,15006.57945,42303.69215,19594.80965,14455.64405,18608.262,28950.4692,46889.2612,46599.1084,39125.33225,37079.372,26109.32905,22144.032,19521.9682,25382.297,28868.6639,35147.52848,48885.13561,17942.106,36197.699,22218.1149,32548.3405,21082.16,38245.59327,48675.5177,63770.42801,23807.2406,45863.205,39983.42595,45702.02235,58571.07448,43943.8761,15359.1045,17468.9839,25678.77845,39241.442,42969.8527,23306.547,34439.8559,40182.246,34617.84065,42983.4585,20149.3229,32787.45859,24667.419,27037.9141,42560.4304,40003.33225,45710.20785,46200.9851,46130.5265,40103.89,34806.4677,40273.6455,44400.4064,40932.4295,16657.71745,19361.9988,40419.0191,36189.1017,44585.45587,18246.4955,43254.41795,19539.243,23065.4207,36307.7983,19040.876,17748.5062,18259.216,24520.264,21195.818,18310.742,17904.52705,38792.6856,23401.30575,55135.40209,43813.8661,20773.62775,39597.4072,36021.0112,27533.9129,45008.9555,37270.1512,42111.6647,24106.91255,40974.1649,15817.9857,46113.511,46255.1125,19719.6947,27218.43725,29330.98315,44202.6536,19798.05455,48673.5588,17496.306,33732.6867,21774.32215,35069.37452,39047.285,19933.458,47462.894,38998.546,20009.63365,41999.52,41034.2214,23967.38305,16138.76205,19199.944,14571.8908,16420.49455,17361.7661,34472.841,24915.22085,18767.7377,35595.5898,42211.1382,16450.8947,21677.28345,44423.803,13747.87235,37484.4493,39725.51805,20234.85475,33475.81715,21880.82,44501.3982,39727.614,25309.489,48970.2476,39871.7043,34672.1472,19023.26,41676.0811,33907.548,44641.1974,16776.30405,41949.2441,24180.9335,36124.5737,38282.7495,34166.273,46661.4424,40904.1995,36898.73308,52590.82939,40941.2854,39722.7462,17178.6824,22478.6,23887.6627,19350.3689,18328.2381,37465.34375,21771.3423,33307.5508,18223.4512,38415.474,20296.86345,41661.602,26125.67477,60021.39897,20167.33603,47269.854,49577.6624,37607.5277,18648.4217,16232.847,26926.5144,34254.05335,17043.3414,22462.04375,24535.69855,14283.4594,47403.88,38344.566,34828.654,62592.87309,46718.16325,37829.7242,21259.37795,16115.3045,21472.4788,33900.653,36397.576,18765.87545,28101.33305,43896.3763,29141.3603],\"yaxis\":\"y\",\"type\":\"scattergl\"},{\"customdata\":[[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"male\"],[\"male\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"],[\"male\"],[\"female\"],[\"female\"],[\"female\"]],\"hovertemplate\":\"smoker=no<br>bmi=%{x}<br>charges=%{y}<br>sex=%{customdata[0]}<extra></extra>\",\"legendgroup\":\"no\",\"marker\":{\"color\":\"#EF553B\",\"opacity\":0.8,\"symbol\":\"circle\",\"size\":5},\"mode\":\"markers\",\"name\":\"no\",\"showlegend\":true,\"x\":[33.77,33.0,22.705,28.88,25.74,33.44,27.74,29.83,25.84,26.22,34.4,39.82,24.6,30.78,23.845,40.3,36.005,32.4,34.1,28.025,27.72,23.085,32.775,17.385,26.315,28.6,28.31,20.425,32.965,20.8,26.6,36.63,21.78,30.8,37.05,37.3,38.665,34.77,24.53,35.625,33.63,28.69,31.825,37.335,27.36,33.66,24.7,25.935,28.9,39.1,26.315,36.19,28.5,28.1,32.01,27.4,34.01,29.59,35.53,39.805,32.965,26.885,38.285,41.23,27.2,27.74,26.98,39.49,24.795,34.77,37.62,30.8,38.28,31.6,25.46,30.115,27.5,28.4,30.875,27.94,33.63,29.7,30.8,35.72,32.205,28.595,49.06,27.17,23.37,37.1,23.75,28.975,33.915,28.785,37.4,34.7,26.505,22.04,35.9,25.555,28.785,28.05,34.1,25.175,31.9,36.0,22.42,32.49,29.735,38.83,37.73,37.43,28.4,24.13,29.7,37.145,25.46,39.52,27.83,39.6,29.8,29.64,28.215,37.0,33.155,31.825,18.905,41.47,30.3,15.96,34.8,33.345,27.835,29.2,28.9,33.155,28.595,38.28,19.95,26.41,30.69,29.92,30.9,32.2,32.11,31.57,26.2,25.74,26.6,34.43,30.59,32.8,28.6,18.05,39.33,32.11,32.23,24.035,22.3,28.88,26.4,31.8,41.23,33.0,30.875,28.5,26.73,30.9,37.1,26.6,23.1,29.92,23.21,33.7,33.25,30.8,33.88,38.06,41.91,31.635,25.46,36.195,27.83,17.8,27.5,24.51,26.73,38.39,38.06,22.135,26.8,35.3,30.02,38.06,35.86,20.9,28.975,30.3,25.365,40.15,24.415,25.2,38.06,32.395,30.2,25.84,29.37,37.05,27.455,27.55,26.6,20.615,24.3,31.79,21.56,27.645,32.395,31.2,26.62,48.07,26.22,26.4,33.4,29.64,28.82,26.8,22.99,28.88,27.55,37.51,33.0,38.0,33.345,27.5,33.33,34.865,33.06,26.6,24.7,35.86,33.25,32.205,32.775,27.645,37.335,25.27,29.64,40.945,27.2,34.105,23.21,36.7,31.16,28.785,35.72,34.5,25.74,27.55,27.72,27.6,30.02,27.55,36.765,41.47,29.26,35.75,33.345,29.92,27.835,23.18,25.6,27.7,35.245,38.28,27.6,43.89,29.83,41.91,20.79,32.3,30.5,26.4,21.89,30.78,32.3,24.985,32.015,30.4,21.09,22.23,33.155,33.33,30.115,31.46,33.0,43.34,22.135,34.4,39.05,25.365,22.61,30.21,35.625,37.43,31.445,31.35,32.3,19.855,34.4,31.02,25.6,38.17,20.6,47.52,32.965,32.3,20.4,38.38,24.31,23.6,21.12,30.03,17.48,23.9,35.15,35.64,34.1,39.16,30.59,30.2,24.31,27.265,29.165,16.815,30.4,33.1,20.235,26.9,30.5,28.595,33.11,31.73,28.9,46.75,29.45,32.68,43.01,36.52,33.1,29.64,25.65,29.6,38.6,29.6,24.13,23.4,29.735,46.53,37.4,30.14,30.495,39.6,33.0,36.63,38.095,25.935,25.175,28.7,33.82,24.32,24.09,32.67,30.115,29.8,33.345,35.625,36.85,32.56,41.325,37.51,31.35,39.5,34.3,31.065,21.47,28.7,31.16,32.9,25.08,25.08,43.4,27.93,23.6,28.7,23.98,39.2,26.03,28.93,30.875,31.35,23.75,25.27,28.7,32.11,33.66,22.42,30.4,35.7,35.31,30.495,31.0,30.875,27.36,44.22,33.915,37.73,33.88,30.59,25.8,39.425,25.46,31.73,29.7,36.19,40.48,28.025,38.9,30.2,28.05,31.35,38.0,31.79,36.3,30.21,35.435,46.7,28.595,30.8,28.93,21.4,31.73,41.325,23.8,33.44,34.21,35.53,19.95,32.68,30.5,44.77,32.12,30.495,40.565,30.59,31.9,29.1,37.29,43.12,36.86,34.295,27.17,26.84,30.2,23.465,25.46,30.59,45.43,23.65,20.7,28.27,20.235,35.91,30.69,29.0,19.57,31.13,40.26,33.725,29.48,33.25,32.6,37.525,39.16,31.635,25.3,39.05,34.1,25.175,26.98,29.37,34.8,33.155,19.0,33.0,28.595,37.1,31.4,21.3,28.785,26.03,28.88,42.46,38.0,36.1,29.3,35.53,22.705,39.7,38.19,24.51,38.095,33.66,42.4,33.915,34.96,35.31,30.78,26.22,23.37,28.5,32.965,42.68,39.6,31.13,36.3,35.2,42.4,33.155,35.91,28.785,46.53,23.98,31.54,33.66,28.7,29.81,31.57,31.16,29.7,31.02,21.375,40.81,36.1,23.18,17.4,20.3,24.32,18.5,26.41,26.125,41.69,24.1,27.36,36.2,32.395,23.655,34.8,40.185,32.3,33.725,39.27,34.87,44.745,41.47,26.41,29.545,32.9,28.69,30.495,27.74,35.2,23.54,30.685,40.47,22.6,28.9,22.61,24.32,36.67,33.44,40.66,36.6,37.4,35.4,27.075,28.405,40.28,36.08,21.4,30.1,27.265,32.1,34.77,23.7,24.035,26.62,26.41,30.115,27.0,21.755,36.0,30.875,28.975,37.905,22.77,33.63,27.645,22.8,37.43,34.58,35.2,26.03,25.175,31.825,32.3,29.0,39.7,19.475,36.1,26.7,36.48,34.2,33.33,32.3,39.805,34.32,28.88,41.14,35.97,29.26,27.7,36.955,36.86,22.515,29.92,41.8,27.6,23.18,31.92,44.22,22.895,33.1,26.18,35.97,22.3,26.51,35.815,41.42,36.575,30.14,25.84,30.8,42.94,21.01,22.515,34.43,31.46,24.225,37.1,33.7,17.67,31.13,29.81,24.32,31.825,21.85,33.1,25.84,23.845,34.39,33.82,35.97,31.5,28.31,23.465,31.35,31.1,24.7,30.495,34.2,50.38,24.1,32.775,32.3,23.75,29.6,32.23,28.1,28.0,33.535,19.855,25.4,29.9,37.29,43.7,23.655,24.3,36.2,29.48,24.86,30.1,21.85,28.12,27.1,33.44,28.8,29.5,34.8,27.36,22.135,26.695,30.02,39.5,33.63,29.04,24.035,32.11,44.0,25.555,40.26,22.515,22.515,27.265,36.85,35.1,29.355,32.585,32.34,39.8,28.31,26.695,27.5,24.605,33.99,28.2,34.21,25.0,33.2,31.0,35.815,23.2,32.11,23.4,20.1,39.16,34.21,46.53,32.5,25.8,35.3,37.18,27.5,29.735,24.225,26.18,29.48,23.21,46.09,40.185,22.61,39.93,35.8,35.8,31.255,18.335,28.405,39.49,26.79,36.67,39.615,25.9,35.2,24.795,36.765,27.1,25.365,25.745,34.32,28.16,23.56,20.235,40.5,35.42,40.15,29.15,39.995,29.92,25.46,21.375,30.59,30.115,25.8,30.115,27.645,34.675,19.8,27.835,31.6,28.27,23.275,34.1,36.85,36.29,26.885,25.8,29.6,19.19,31.73,29.26,24.985,27.74,22.8,33.33,32.3,27.6,25.46,24.605,34.2,35.815,32.68,37.0,23.32,45.32,34.6,18.715,31.6,17.29,27.93,38.38,23.0,28.88,27.265,23.085,25.8,35.245,25.08,22.515,36.955,26.41,29.83,21.47,27.645,28.9,31.79,39.49,33.82,32.01,27.94,28.595,25.6,25.3,37.29,42.655,21.66,31.9,31.445,31.255,28.88,18.335,29.59,32.0,26.03,33.66,21.78,27.835,19.95,31.5,30.495,28.975,31.54,47.74,22.1,29.83,32.7,33.7,31.35,33.77,30.875,33.99,28.6,38.94,36.08,29.8,31.24,29.925,26.22,30.0,20.35,32.3,26.315,24.51,32.67,29.64,19.95,38.17,32.395,25.08,29.9,35.86,32.8,18.6,23.87,45.9,40.28,18.335,33.82,28.12,25.0,22.23,30.25,37.07,32.6,24.86,32.34,32.3,32.775,31.92,21.5,34.1,30.305,36.48,35.815,27.93,22.135,23.18,30.59,41.1,34.58,42.13,38.83,28.215,28.31,26.125,40.37,24.6,35.2,34.105,41.91,29.26,32.11,27.1,27.4,34.865,41.325,29.925,30.3,27.36,23.56,32.68,28.0,32.775,21.755,32.395,36.575,21.755,27.93,33.55,29.355,25.8,24.32,40.375,32.11,32.3,17.86,34.8,37.1,30.875,34.1,21.47,33.3,31.255,39.14,25.08,37.29,30.21,21.945,24.97,25.3,23.94,39.82,16.815,37.18,34.43,30.305,24.605,23.3,27.83,31.065,21.66,28.215,22.705,42.13,21.28,33.11,33.33,24.3,25.7,29.4,39.82,19.8,29.3,27.72,37.9,36.385,27.645,37.715,23.18,20.52,37.1,28.05,29.9,33.345,30.5,33.3,27.5,33.915,34.485,25.52,27.61,23.7,30.4,29.735,26.79,33.33,30.03,24.32,17.29,25.9,34.32,19.95,23.21,25.745,25.175,22.0,26.125,26.51,27.455,25.745,20.8,27.72,32.2,26.315,26.695,42.9,28.31,20.6,53.13,39.71,26.315,31.065,38.83,25.935,33.535,32.87,30.03,24.225,38.6,25.74,33.4,44.7,30.97,31.92,36.85,25.8],\"xaxis\":\"x\",\"y\":[1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,1826.843,11090.7178,1837.237,10797.3362,2395.17155,10602.385,13228.84695,4149.736,1137.011,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,2198.18985,4687.797,13770.0979,1625.43375,15612.19335,2302.3,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,2211.13075,3579.8287,8059.6791,13607.36875,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,1743.214,14235.072,6389.37785,5920.1041,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,11033.6617,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,5729.0053,3766.8838,12105.32,10226.2842,6186.127,3645.0894,21344.8467,5003.853,2331.519,3877.30425,2867.1196,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,10115.00885,3385.39915,9634.538,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18157.876,5138.2567,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,7077.1894,6948.7008,19749.38338,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,7147.105,4337.7352,11743.299,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,1615.7667,4463.2051,7152.6714,5354.07465,35160.13457,7196.867,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,4260.744,13047.33235,5400.9805,11520.09985,11837.16,20462.99766,14590.63205,7441.053,9282.4806,1719.4363,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,25992.82104,3172.018,20277.80751,2156.7518,3906.127,1704.5681,9249.4952,6746.7425,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,8124.4084,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,11566.30055,2866.091,6600.20595,3561.8889,9144.565,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,1391.5287,16455.70785,27000.98473,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,5080.096,2134.9015,7345.7266,9140.951,14418.2804,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,1149.3959,28287.89766,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,15230.32405,11165.41765,1632.03625,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,10461.9794,1748.774,24513.09126,2196.4732,12574.049,1967.0227,4931.647,8027.968,8211.1002,13470.86,6837.3687,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,10231.4999,3268.84665,11538.421,3213.62205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,9283.562,3558.62025,4435.0942,8547.6913,6571.544,2207.69745,6753.038,1880.07,11658.11505,10713.644,3659.346,9182.17,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,12949.1554,6666.243,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,8703.456,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,7222.78625,12485.8009,12363.547,10156.7832,2585.269,1242.26,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,6664.68595,2217.6012,6781.3542,10065.413,4234.927,9447.25035,14007.222,9583.8933,3484.331,8604.48365,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,5428.7277,3925.7582,2416.955,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,1146.7966,9386.1613,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,7209.4918,4266.1658,4719.52405,11848.141,7046.7222,14313.8463,2103.08,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,10072.05505,9872.701,2438.0552,2974.126,10601.63225,14119.62,11729.6795,1875.344,18218.16139,10965.446,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,4877.98105,5272.1758,1682.597,11945.1327,7243.8136,10422.91665,13555.0049,13063.883,2221.56445,1634.5734,2117.33885,8688.85885,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,2639.0429,14382.70905,7626.993,5257.50795,2473.3341,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,6358.77645,11534.87265,4527.18295,3875.7341,12609.88702,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,3378.91,7144.86265,10118.424,5484.4673,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,23241.47453,9957.7216,8269.044,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,1711.0268,8569.8618,2020.177,21595.38229,9850.432,6877.9801,4137.5227,12950.0712,12094.478,2250.8352,22493.65964,1704.70015,3161.454,11394.06555,7325.0482,3594.17085,8023.13545,14394.5579,9288.0267,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,10796.35025,11353.2276,9748.9106,10577.087,11286.5387,3591.48,11299.343,4561.1885,1674.6323,23045.56616,3227.1211,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,5312.16985,2396.0959,10807.4863,9222.4026,5693.4305,8347.1643,18903.49141,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,2261.5688,10791.96,5979.731,2203.73595,12235.8392,5630.45785,11015.1747,7228.21565,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,11093.6229,6457.8434,4433.9159,2154.361,6496.886,2899.48935,7650.77375,2850.68375,2632.992,9447.3824,8603.8234,13844.7972,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,5116.5004,36910.60803,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,7537.1639,4718.20355,6593.5083,8442.667,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,1241.565,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,10704.47,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,10959.33,2741.948,4357.04365,4189.1131,8283.6807,1720.3537,8534.6718,3732.6251,5472.449,7147.4728,7133.9025,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,3208.787,2464.6188,6875.961,6940.90985,4571.41305,4536.259,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,12981.3457,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945],\"yaxis\":\"y\",\"type\":\"scattergl\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"bmi\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"legend\":{\"title\":{\"text\":\"smoker\"},\"tracegroupgap\":0},\"title\":{\"text\":\"BMI vs. Charges\"}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('8e6f02ae-b4ea-4fb3-bcea-11b8614692d7');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"It appears that for non-smokers, an increase in BMI doesn't seem to be related to an increase in medical charges. However, medical charges seem to be significantly higher for smokers with a BMI greater than 30.\n",
"\n",
"What other insights can you gather from the above graph?"
],
"metadata": {
"id": "gGY0w41KhT8F"
}
},
{
"cell_type": "code",
"source": [
"# Notice that you can scatter a dicrete value \"children\" against \n",
"# a continous value like \"charges\" and its hard to see where the \n",
"# points start and stop\n",
"\n",
"# This is where you can use a violin chart\n",
"px.scatter(medical_df, x='children', y='charges')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "effm3qiMgj_u",
"outputId": "d747953a-da82-46d0-d1c0-eb53ff6de920"
},
"execution_count": 32,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"c57f1c7f-7eae-43b8-9137-c65cfabde4fc\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"c57f1c7f-7eae-43b8-9137-c65cfabde4fc\")) { Plotly.newPlot( \"c57f1c7f-7eae-43b8-9137-c65cfabde4fc\", [{\"hovertemplate\":\"children=%{x}<br>charges=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"\",\"showlegend\":false,\"x\":[0,1,3,0,0,0,1,3,2,0,0,0,0,0,0,1,1,0,0,0,0,1,0,1,2,3,0,2,1,2,0,0,5,0,1,0,3,0,1,0,0,2,1,2,1,0,2,0,0,1,0,2,1,0,3,2,2,2,1,2,3,4,1,1,0,0,2,1,0,3,0,5,3,1,2,0,1,0,0,0,1,0,1,4,2,2,0,0,0,0,0,1,3,2,2,1,3,0,0,0,0,0,0,3,1,1,1,2,0,0,1,2,0,0,3,0,0,1,0,2,2,0,0,1,3,0,0,0,2,2,0,0,2,0,0,0,0,0,3,0,2,1,2,2,3,3,3,1,1,1,1,0,3,0,1,0,0,0,0,3,0,0,1,2,0,4,5,3,1,3,0,0,0,1,0,0,2,1,2,3,0,0,3,0,2,3,2,3,1,2,0,0,0,1,0,0,0,2,0,0,0,1,0,0,0,1,0,2,0,1,1,4,2,1,2,2,0,0,1,0,1,0,3,0,0,3,0,0,1,2,1,3,0,1,2,2,0,2,0,1,2,1,1,3,0,0,0,0,1,1,2,2,2,3,0,3,0,0,4,0,0,1,3,0,3,3,1,3,1,1,1,2,2,1,0,2,2,0,2,1,1,3,1,1,0,1,2,0,1,3,0,1,2,0,3,0,0,1,3,1,3,3,2,2,2,2,2,1,0,2,0,0,3,0,0,0,0,0,0,1,1,4,0,0,0,1,1,2,1,0,1,0,0,0,2,0,0,1,1,1,0,0,0,0,4,3,2,1,1,0,0,0,0,0,0,0,3,3,0,0,2,1,0,1,2,1,3,2,2,3,0,0,1,2,0,0,3,0,3,1,2,0,0,2,2,0,0,2,0,3,4,0,1,1,2,0,3,0,2,0,0,1,0,3,0,2,0,1,3,1,0,1,2,5,0,1,0,2,1,0,0,0,1,0,2,5,1,0,1,3,0,2,0,0,1,3,0,3,5,0,1,0,0,1,1,0,0,0,0,1,4,1,0,0,2,0,2,0,0,3,3,0,2,0,0,1,1,2,1,1,0,0,0,0,3,1,0,0,0,0,3,2,0,1,3,0,3,0,0,1,0,0,0,0,4,0,2,2,2,0,0,0,1,0,1,3,1,2,0,0,1,0,0,0,1,0,1,2,1,0,0,0,0,0,1,0,2,1,1,0,1,0,2,0,0,1,3,2,1,0,3,2,0,0,0,2,0,2,0,0,0,0,0,2,0,2,1,0,3,0,2,0,0,1,2,0,1,2,5,2,0,1,2,1,2,0,0,1,1,0,1,0,2,1,0,1,3,1,0,1,0,1,2,1,0,1,2,1,2,2,0,0,0,3,0,0,0,0,2,2,1,2,0,3,0,1,0,2,0,0,1,4,1,0,0,0,3,1,0,0,1,0,0,2,1,0,1,2,0,4,5,3,0,3,2,3,1,3,0,0,2,1,0,2,0,2,1,2,1,4,3,1,1,0,0,2,1,2,0,1,3,0,0,0,2,0,3,3,3,2,1,0,2,0,1,2,2,0,1,1,0,1,1,0,1,0,2,1,0,2,0,0,0,1,1,2,0,3,3,0,1,2,2,0,0,0,1,1,2,0,0,3,0,0,1,3,1,1,0,1,3,1,3,1,3,1,0,2,3,2,2,0,0,0,0,1,2,0,1,0,0,0,0,0,4,2,3,0,3,0,2,1,1,0,2,0,1,1,0,2,3,2,0,0,2,3,2,0,3,0,3,0,1,1,1,3,0,0,3,0,0,0,0,0,2,0,2,1,0,0,1,0,1,0,0,0,1,0,0,1,3,3,2,2,2,0,0,3,1,0,1,0,0,2,0,2,2,1,3,1,0,0,2,0,1,2,0,0,2,0,0,0,2,0,0,0,1,1,0,0,0,2,0,2,3,0,0,0,1,0,2,3,2,0,0,2,0,1,0,3,0,1,0,1,3,0,1,5,1,2,3,1,0,3,4,1,0,0,0,1,0,4,0,2,0,0,2,1,0,0,0,0,3,0,0,2,3,1,3,0,1,0,3,1,2,0,0,0,0,1,0,0,1,0,0,2,2,1,0,1,1,1,5,0,2,0,2,5,2,0,0,1,0,0,0,1,2,1,0,3,0,2,1,2,1,1,1,1,1,1,1,0,1,3,2,1,2,1,2,5,3,0,0,0,0,0,0,1,3,0,1,0,3,1,5,1,3,1,0,0,1,2,2,1,3,3,3,0,3,0,2,0,0,0,1,2,2,3,2,1,0,2,4,1,0,0,1,2,3,2,0,3,1,1,1,0,1,0,0,2,1,0,0,0,0,3,2,1,0,2,0,0,0,0,1,2,0,1,1,0,1,0,1,3,0,0,0,0,0,1,0,1,1,3,4,1,2,0,1,1,1,0,0,2,0,1,1,0,0,3,2,1,1,1,2,5,0,0,1,0,0,0,3,0,4,4,2,0,0,1,2,3,1,0,0,0,0,2,1,3,1,3,3,3,0,1,5,2,1,3,0,2,3,1,1,0,0,2,1,0,5,2,0,0,0,3,1,0,0,0,1,3,0,2,2,3,0,0,1,0,0,0,3,1,4,3,0,2,0,0,1,2,1,0,1,0,0,2,2,1,1,2,0,2,2,0,1,1,0,0,1,0,0,1,1,2,3,0,1,0,2,1,1,0,0,3,0,0,1,2,2,2,0,1,3,1,2,2,1,1,1,2,0,2,1,0,0,2,1,3,1,2,0,0,1,1,2,2,0,0,3,0,3,0,2,0,0,0,3,1,2,2,3,0,0,5,3,4,0,1,0,0,0,4,0,0,3,1,3,0,0,1,1,1,2,0,0,0,0,3,1,0,5,1,0,0,0,0,1,2,0,2,0,1,1,0,0,1,2,1,2,0,0,3,0,1,0,2,2,1,0,3,1,0,2,0,0,4,0,2,1,0,1,2,3,1,0,0,4,2,3,0,0,2,1,0,0,1,2,2,2,0,3,3,0,0,0,0],\"xaxis\":\"x\",\"y\":[16884.924,1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,27808.7251,1826.843,11090.7178,39611.7577,1837.237,10797.3362,2395.17155,10602.385,36837.467,13228.84695,4149.736,1137.011,37701.8768,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,38711.0,35585.576,2198.18985,4687.797,13770.0979,51194.55914,1625.43375,15612.19335,2302.3,39774.2763,48173.361,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,38709.176,2211.13075,3579.8287,23568.272,37742.5757,8059.6791,47496.49445,13607.36875,34303.1672,23244.7902,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,14711.7438,1743.214,14235.072,6389.37785,5920.1041,17663.1442,16577.7795,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,37165.1638,11033.6617,39836.519,21098.55405,43578.9394,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,30184.9367,5729.0053,47291.055,3766.8838,12105.32,10226.2842,22412.6485,15820.699,6186.127,3645.0894,21344.8467,30942.1918,5003.853,17560.37975,2331.519,3877.30425,2867.1196,47055.5321,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,19107.7796,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,39556.4945,10115.00885,3385.39915,17081.08,9634.538,32734.1863,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18972.495,18157.876,20745.9891,5138.2567,40720.55105,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,19964.7463,7077.1894,6948.7008,21223.6758,15518.18025,36950.2567,19749.38338,21348.706,36149.4835,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,48824.45,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,43753.33705,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,37133.8982,7147.105,4337.7352,11743.299,20984.0936,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,34779.615,19515.5416,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,19444.2658,1615.7667,4463.2051,17352.6803,7152.6714,38511.6283,5354.07465,35160.13457,7196.867,29523.1656,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,12829.4551,47305.305,44260.7499,4260.744,41097.16175,13047.33235,43921.1837,5400.9805,11520.09985,33750.2918,11837.16,17085.2676,24869.8368,36219.40545,20462.99766,46151.1245,17179.522,14590.63205,7441.053,9282.4806,1719.4363,42856.838,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,22331.5668,48549.17835,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,47896.79135,25992.82104,3172.018,20277.80751,42112.2356,2156.7518,3906.127,1704.5681,16297.846,21978.6769,38746.3551,9249.4952,6746.7425,24873.3849,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,42124.5153,8124.4084,34838.873,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,35491.64,11566.30055,2866.091,6600.20595,3561.8889,42760.5022,47928.03,9144.565,48517.56315,24393.6224,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,41919.097,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,13844.506,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,36085.219,1391.5287,18033.9679,21659.9301,38126.2465,16455.70785,27000.98473,15006.57945,42303.69215,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,19594.80965,14455.64405,5080.096,2134.9015,7345.7266,9140.951,18608.262,14418.2804,28950.4692,46889.2612,46599.1084,39125.33225,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,37079.372,1149.3959,28287.89766,26109.32905,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,22144.032,15230.32405,11165.41765,1632.03625,19521.9682,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,25382.297,28868.6639,35147.52848,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,48885.13561,10461.9794,1748.774,24513.09126,2196.4732,12574.049,17942.106,1967.0227,4931.647,8027.968,8211.1002,13470.86,36197.699,6837.3687,22218.1149,32548.3405,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,21082.16,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,38245.59327,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,48675.5177,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,63770.42801,10231.4999,23807.2406,3268.84665,11538.421,3213.62205,45863.205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,39983.42595,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,45702.02235,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,58571.07448,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,43943.8761,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,15359.1045,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,17468.9839,9283.562,3558.62025,25678.77845,4435.0942,39241.442,8547.6913,6571.544,2207.69745,6753.038,1880.07,42969.8527,11658.11505,23306.547,34439.8559,10713.644,3659.346,40182.246,9182.17,34617.84065,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,42983.4585,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,20149.3229,12949.1554,6666.243,32787.45859,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,27037.9141,42560.4304,8703.456,40003.33225,45710.20785,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,46200.9851,7222.78625,12485.8009,46130.5265,12363.547,10156.7832,2585.269,1242.26,40103.89,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,34806.4677,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,40273.6455,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,44400.4064,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,40932.4295,6664.68595,16657.71745,2217.6012,6781.3542,19361.9988,10065.413,4234.927,9447.25035,14007.222,9583.8933,40419.0191,3484.331,36189.1017,44585.45587,8604.48365,18246.4955,43254.41795,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,19539.243,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,23065.4207,5428.7277,36307.7983,3925.7582,2416.955,19040.876,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,17748.5062,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,18259.216,1146.7966,9386.1613,24520.264,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,21195.818,7209.4918,18310.742,4266.1658,4719.52405,11848.141,17904.52705,7046.7222,14313.8463,2103.08,38792.6856,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,23401.30575,55135.40209,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,43813.8661,20773.62775,39597.4072,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,36021.0112,27533.9129,10072.05505,45008.9555,9872.701,2438.0552,2974.126,10601.63225,37270.1512,14119.62,42111.6647,11729.6795,24106.91255,1875.344,40974.1649,15817.9857,18218.16139,10965.446,46113.511,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,46255.1125,4877.98105,19719.6947,27218.43725,5272.1758,1682.597,11945.1327,29330.98315,7243.8136,10422.91665,44202.6536,13555.0049,13063.883,19798.05455,2221.56445,1634.5734,2117.33885,8688.85885,48673.5588,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,17496.306,2639.0429,33732.6867,14382.70905,7626.993,5257.50795,2473.3341,21774.32215,35069.37452,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,39047.285,6358.77645,19933.458,11534.87265,47462.894,4527.18295,38998.546,20009.63365,3875.7341,41999.52,12609.88702,41034.2214,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,23967.38305,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,16138.76205,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,19199.944,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,14571.8908,3378.91,7144.86265,10118.424,5484.4673,16420.49455,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,17361.7661,34472.841,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,24915.22085,23241.47453,9957.7216,8269.044,18767.7377,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,35595.5898,42211.1382,1711.0268,8569.8618,2020.177,16450.8947,21595.38229,9850.432,6877.9801,21677.28345,44423.803,4137.5227,13747.87235,12950.0712,12094.478,37484.4493,39725.51805,2250.8352,22493.65964,20234.85475,1704.70015,33475.81715,3161.454,11394.06555,21880.82,7325.0482,44501.3982,3594.17085,39727.614,8023.13545,14394.5579,9288.0267,25309.489,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,48970.2476,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,39871.7043,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,34672.1472,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,19023.26,10796.35025,11353.2276,9748.9106,10577.087,41676.0811,11286.5387,3591.48,33907.548,11299.343,4561.1885,44641.1974,1674.6323,23045.56616,3227.1211,16776.30405,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,41949.2441,24180.9335,5312.16985,2396.0959,10807.4863,9222.4026,36124.5737,38282.7495,5693.4305,34166.273,8347.1643,46661.4424,18903.49141,40904.1995,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,36898.73308,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,52590.82939,2261.5688,10791.96,5979.731,2203.73595,12235.8392,40941.2854,5630.45785,11015.1747,7228.21565,39722.7462,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,17178.6824,22478.6,11093.6229,6457.8434,4433.9159,2154.361,23887.6627,6496.886,2899.48935,19350.3689,7650.77375,2850.68375,2632.992,9447.3824,18328.2381,8603.8234,37465.34375,13844.7972,21771.3423,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,33307.5508,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,18223.4512,5116.5004,36910.60803,38415.474,20296.86345,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,41661.602,7537.1639,4718.20355,6593.5083,8442.667,26125.67477,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,60021.39897,20167.33603,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,47269.854,49577.6624,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,37607.5277,18648.4217,1241.565,16232.847,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,26926.5144,10704.47,34254.05335,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,17043.3414,10959.33,2741.948,4357.04365,22462.04375,4189.1131,8283.6807,24535.69855,14283.4594,1720.3537,47403.88,8534.6718,3732.6251,5472.449,38344.566,7147.4728,7133.9025,34828.654,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,62592.87309,46718.16325,3208.787,37829.7242,21259.37795,2464.6188,16115.3045,21472.4788,33900.653,6875.961,6940.90985,4571.41305,4536.259,36397.576,18765.87545,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,28101.33305,12981.3457,43896.3763,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945,29141.3603],\"yaxis\":\"y\",\"type\":\"scattergl\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"children\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60}}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('c57f1c7f-7eae-43b8-9137-c65cfabde4fc');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"px.violin(medical_df, x='children', y='charges')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "Zyq03ZSPh7qe",
"outputId": "bc700ca8-e88a-4148-f967-588688a09842"
},
"execution_count": 33,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<html>\n",
"<head><meta charset=\"utf-8\" /></head>\n",
"<body>\n",
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
" <script src=\"https://cdn.plot.ly/plotly-2.8.3.min.js\"></script> <div id=\"fa391f19-93c7-4acb-93a1-0f592f81fe84\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"fa391f19-93c7-4acb-93a1-0f592f81fe84\")) { Plotly.newPlot( \"fa391f19-93c7-4acb-93a1-0f592f81fe84\", [{\"alignmentgroup\":\"True\",\"box\":{\"visible\":false},\"hovertemplate\":\"children=%{x}<br>charges=%{y}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":\"#636efa\"},\"name\":\"\",\"offsetgroup\":\"\",\"orientation\":\"v\",\"scalegroup\":\"True\",\"showlegend\":false,\"x\":[0,1,3,0,0,0,1,3,2,0,0,0,0,0,0,1,1,0,0,0,0,1,0,1,2,3,0,2,1,2,0,0,5,0,1,0,3,0,1,0,0,2,1,2,1,0,2,0,0,1,0,2,1,0,3,2,2,2,1,2,3,4,1,1,0,0,2,1,0,3,0,5,3,1,2,0,1,0,0,0,1,0,1,4,2,2,0,0,0,0,0,1,3,2,2,1,3,0,0,0,0,0,0,3,1,1,1,2,0,0,1,2,0,0,3,0,0,1,0,2,2,0,0,1,3,0,0,0,2,2,0,0,2,0,0,0,0,0,3,0,2,1,2,2,3,3,3,1,1,1,1,0,3,0,1,0,0,0,0,3,0,0,1,2,0,4,5,3,1,3,0,0,0,1,0,0,2,1,2,3,0,0,3,0,2,3,2,3,1,2,0,0,0,1,0,0,0,2,0,0,0,1,0,0,0,1,0,2,0,1,1,4,2,1,2,2,0,0,1,0,1,0,3,0,0,3,0,0,1,2,1,3,0,1,2,2,0,2,0,1,2,1,1,3,0,0,0,0,1,1,2,2,2,3,0,3,0,0,4,0,0,1,3,0,3,3,1,3,1,1,1,2,2,1,0,2,2,0,2,1,1,3,1,1,0,1,2,0,1,3,0,1,2,0,3,0,0,1,3,1,3,3,2,2,2,2,2,1,0,2,0,0,3,0,0,0,0,0,0,1,1,4,0,0,0,1,1,2,1,0,1,0,0,0,2,0,0,1,1,1,0,0,0,0,4,3,2,1,1,0,0,0,0,0,0,0,3,3,0,0,2,1,0,1,2,1,3,2,2,3,0,0,1,2,0,0,3,0,3,1,2,0,0,2,2,0,0,2,0,3,4,0,1,1,2,0,3,0,2,0,0,1,0,3,0,2,0,1,3,1,0,1,2,5,0,1,0,2,1,0,0,0,1,0,2,5,1,0,1,3,0,2,0,0,1,3,0,3,5,0,1,0,0,1,1,0,0,0,0,1,4,1,0,0,2,0,2,0,0,3,3,0,2,0,0,1,1,2,1,1,0,0,0,0,3,1,0,0,0,0,3,2,0,1,3,0,3,0,0,1,0,0,0,0,4,0,2,2,2,0,0,0,1,0,1,3,1,2,0,0,1,0,0,0,1,0,1,2,1,0,0,0,0,0,1,0,2,1,1,0,1,0,2,0,0,1,3,2,1,0,3,2,0,0,0,2,0,2,0,0,0,0,0,2,0,2,1,0,3,0,2,0,0,1,2,0,1,2,5,2,0,1,2,1,2,0,0,1,1,0,1,0,2,1,0,1,3,1,0,1,0,1,2,1,0,1,2,1,2,2,0,0,0,3,0,0,0,0,2,2,1,2,0,3,0,1,0,2,0,0,1,4,1,0,0,0,3,1,0,0,1,0,0,2,1,0,1,2,0,4,5,3,0,3,2,3,1,3,0,0,2,1,0,2,0,2,1,2,1,4,3,1,1,0,0,2,1,2,0,1,3,0,0,0,2,0,3,3,3,2,1,0,2,0,1,2,2,0,1,1,0,1,1,0,1,0,2,1,0,2,0,0,0,1,1,2,0,3,3,0,1,2,2,0,0,0,1,1,2,0,0,3,0,0,1,3,1,1,0,1,3,1,3,1,3,1,0,2,3,2,2,0,0,0,0,1,2,0,1,0,0,0,0,0,4,2,3,0,3,0,2,1,1,0,2,0,1,1,0,2,3,2,0,0,2,3,2,0,3,0,3,0,1,1,1,3,0,0,3,0,0,0,0,0,2,0,2,1,0,0,1,0,1,0,0,0,1,0,0,1,3,3,2,2,2,0,0,3,1,0,1,0,0,2,0,2,2,1,3,1,0,0,2,0,1,2,0,0,2,0,0,0,2,0,0,0,1,1,0,0,0,2,0,2,3,0,0,0,1,0,2,3,2,0,0,2,0,1,0,3,0,1,0,1,3,0,1,5,1,2,3,1,0,3,4,1,0,0,0,1,0,4,0,2,0,0,2,1,0,0,0,0,3,0,0,2,3,1,3,0,1,0,3,1,2,0,0,0,0,1,0,0,1,0,0,2,2,1,0,1,1,1,5,0,2,0,2,5,2,0,0,1,0,0,0,1,2,1,0,3,0,2,1,2,1,1,1,1,1,1,1,0,1,3,2,1,2,1,2,5,3,0,0,0,0,0,0,1,3,0,1,0,3,1,5,1,3,1,0,0,1,2,2,1,3,3,3,0,3,0,2,0,0,0,1,2,2,3,2,1,0,2,4,1,0,0,1,2,3,2,0,3,1,1,1,0,1,0,0,2,1,0,0,0,0,3,2,1,0,2,0,0,0,0,1,2,0,1,1,0,1,0,1,3,0,0,0,0,0,1,0,1,1,3,4,1,2,0,1,1,1,0,0,2,0,1,1,0,0,3,2,1,1,1,2,5,0,0,1,0,0,0,3,0,4,4,2,0,0,1,2,3,1,0,0,0,0,2,1,3,1,3,3,3,0,1,5,2,1,3,0,2,3,1,1,0,0,2,1,0,5,2,0,0,0,3,1,0,0,0,1,3,0,2,2,3,0,0,1,0,0,0,3,1,4,3,0,2,0,0,1,2,1,0,1,0,0,2,2,1,1,2,0,2,2,0,1,1,0,0,1,0,0,1,1,2,3,0,1,0,2,1,1,0,0,3,0,0,1,2,2,2,0,1,3,1,2,2,1,1,1,2,0,2,1,0,0,2,1,3,1,2,0,0,1,1,2,2,0,0,3,0,3,0,2,0,0,0,3,1,2,2,3,0,0,5,3,4,0,1,0,0,0,4,0,0,3,1,3,0,0,1,1,1,2,0,0,0,0,3,1,0,5,1,0,0,0,0,1,2,0,2,0,1,1,0,0,1,2,1,2,0,0,3,0,1,0,2,2,1,0,3,1,0,2,0,0,4,0,2,1,0,1,2,3,1,0,0,4,2,3,0,0,2,1,0,0,1,2,2,2,0,3,3,0,0,0,0],\"x0\":\" \",\"xaxis\":\"x\",\"y\":[16884.924,1725.5523,4449.462,21984.47061,3866.8552,3756.6216,8240.5896,7281.5056,6406.4107,28923.13692,2721.3208,27808.7251,1826.843,11090.7178,39611.7577,1837.237,10797.3362,2395.17155,10602.385,36837.467,13228.84695,4149.736,1137.011,37701.8768,6203.90175,14001.1338,14451.83515,12268.63225,2775.19215,38711.0,35585.576,2198.18985,4687.797,13770.0979,51194.55914,1625.43375,15612.19335,2302.3,39774.2763,48173.361,3046.062,4949.7587,6272.4772,6313.759,6079.6715,20630.28351,3393.35635,3556.9223,12629.8967,38709.176,2211.13075,3579.8287,23568.272,37742.5757,8059.6791,47496.49445,13607.36875,34303.1672,23244.7902,5989.52365,8606.2174,4504.6624,30166.61817,4133.64165,14711.7438,1743.214,14235.072,6389.37785,5920.1041,17663.1442,16577.7795,6799.458,11741.726,11946.6259,7726.854,11356.6609,3947.4131,1532.4697,2755.02095,6571.02435,4441.21315,7935.29115,37165.1638,11033.6617,39836.519,21098.55405,43578.9394,11073.176,8026.6666,11082.5772,2026.9741,10942.13205,30184.9367,5729.0053,47291.055,3766.8838,12105.32,10226.2842,22412.6485,15820.699,6186.127,3645.0894,21344.8467,30942.1918,5003.853,17560.37975,2331.519,3877.30425,2867.1196,47055.5321,10825.2537,11881.358,4646.759,2404.7338,11488.31695,30259.99556,11381.3254,19107.7796,8601.3293,6686.4313,7740.337,1705.6245,2257.47525,39556.4945,10115.00885,3385.39915,17081.08,9634.538,32734.1863,6082.405,12815.44495,13616.3586,11163.568,1632.56445,2457.21115,2155.6815,1261.442,2045.68525,27322.73386,2166.732,27375.90478,3490.5491,18972.495,18157.876,20745.9891,5138.2567,40720.55105,9877.6077,10959.6947,1842.519,5125.2157,7789.635,6334.34355,19964.7463,7077.1894,6948.7008,21223.6758,15518.18025,36950.2567,19749.38338,21348.706,36149.4835,10450.552,5152.134,5028.1466,10407.08585,4830.63,6128.79745,2719.27975,4827.90495,13405.3903,8116.68,1694.7964,5246.047,2855.43755,48824.45,6455.86265,10436.096,8823.279,8538.28845,11735.87905,1631.8212,4005.4225,7419.4779,7731.4271,43753.33705,3981.9768,5325.651,6775.961,4922.9159,12557.6053,4883.866,2137.6536,12044.342,1137.4697,1639.5631,5649.715,8516.829,9644.2525,14901.5167,2130.6759,8871.1517,13012.20865,37133.8982,7147.105,4337.7352,11743.299,20984.0936,13880.949,6610.1097,1980.07,8162.71625,3537.703,5002.7827,8520.026,7371.772,10355.641,2483.736,3392.9768,25081.76784,5012.471,10564.8845,5253.524,34779.615,19515.5416,11987.1682,2689.4954,24227.33724,7358.17565,9225.2564,7443.64305,14001.2867,1727.785,12333.828,6710.1919,19444.2658,1615.7667,4463.2051,17352.6803,7152.6714,38511.6283,5354.07465,35160.13457,7196.867,29523.1656,24476.47851,12648.7034,1986.9334,1832.094,4040.55825,12829.4551,47305.305,44260.7499,4260.744,41097.16175,13047.33235,43921.1837,5400.9805,11520.09985,33750.2918,11837.16,17085.2676,24869.8368,36219.40545,20462.99766,46151.1245,17179.522,14590.63205,7441.053,9282.4806,1719.4363,42856.838,7265.7025,9617.66245,2523.1695,9715.841,2803.69785,2150.469,12928.7911,9855.1314,22331.5668,48549.17835,4237.12655,11879.10405,9625.92,7742.1098,9432.9253,14256.1928,47896.79135,25992.82104,3172.018,20277.80751,42112.2356,2156.7518,3906.127,1704.5681,16297.846,21978.6769,38746.3551,9249.4952,6746.7425,24873.3849,12265.5069,4349.462,12646.207,19442.3535,20177.67113,4151.0287,11944.59435,7749.1564,8444.474,1737.376,42124.5153,8124.4084,34838.873,9722.7695,8835.26495,10435.06525,7421.19455,4667.60765,4894.7533,24671.66334,35491.64,11566.30055,2866.091,6600.20595,3561.8889,42760.5022,47928.03,9144.565,48517.56315,24393.6224,13429.0354,11658.37915,19144.57652,13822.803,12142.5786,13937.6665,41919.097,8232.6388,18955.22017,13352.0998,13217.0945,13981.85035,10977.2063,6184.2994,4889.9995,8334.45755,5478.0368,1635.73365,11830.6072,8932.084,3554.203,12404.8791,14133.03775,24603.04837,8944.1151,9620.3307,1837.2819,1607.5101,10043.249,4751.07,13844.506,2597.779,3180.5101,9778.3472,13430.265,8017.06115,8116.26885,3481.868,13415.0381,12029.2867,7639.41745,36085.219,1391.5287,18033.9679,21659.9301,38126.2465,16455.70785,27000.98473,15006.57945,42303.69215,20781.48892,5846.9176,8302.53565,1261.859,11856.4115,30284.64294,3176.8159,4618.0799,10736.87075,2138.0707,8964.06055,9290.1395,9411.005,7526.70645,8522.003,16586.49771,14988.432,1631.6683,9264.797,8083.9198,14692.66935,10269.46,3260.199,11396.9002,4185.0979,8539.671,6652.5288,4074.4537,1621.3402,19594.80965,14455.64405,5080.096,2134.9015,7345.7266,9140.951,18608.262,14418.2804,28950.4692,46889.2612,46599.1084,39125.33225,2727.3951,8968.33,9788.8659,6555.07035,7323.734819,3167.45585,18804.7524,23082.95533,4906.40965,5969.723,12638.195,4243.59005,13919.8229,2254.7967,5926.846,12592.5345,2897.3235,4738.2682,37079.372,1149.3959,28287.89766,26109.32905,7345.084,12730.9996,11454.0215,5910.944,4762.329,7512.267,4032.2407,1969.614,1769.53165,4686.3887,21797.0004,11881.9696,11840.77505,10601.412,7682.67,10381.4787,22144.032,15230.32405,11165.41765,1632.03625,19521.9682,13224.693,12643.3778,23288.9284,2201.0971,2497.0383,2203.47185,1744.465,20878.78443,25382.297,28868.6639,35147.52848,2534.39375,1534.3045,1824.2854,15555.18875,9304.7019,1622.1885,9880.068,9563.029,4347.02335,12475.3513,1253.936,48885.13561,10461.9794,1748.774,24513.09126,2196.4732,12574.049,17942.106,1967.0227,4931.647,8027.968,8211.1002,13470.86,36197.699,6837.3687,22218.1149,32548.3405,5974.3847,6796.86325,2643.2685,3077.0955,3044.2133,11455.28,11763.0009,2498.4144,9361.3268,1256.299,21082.16,11362.755,27724.28875,8413.46305,5240.765,3857.75925,25656.57526,3994.1778,9866.30485,5397.6167,38245.59327,11482.63485,24059.68019,9861.025,8342.90875,1708.0014,48675.5177,14043.4767,12925.886,19214.70553,13831.1152,6067.12675,5972.378,8825.086,8233.0975,27346.04207,6196.448,3056.3881,13887.204,63770.42801,10231.4999,23807.2406,3268.84665,11538.421,3213.62205,45863.205,13390.559,3972.9247,12957.118,11187.6567,17878.90068,3847.674,8334.5896,3935.1799,39983.42595,1646.4297,9193.8385,10923.9332,2494.022,9058.7303,2801.2588,2128.43105,6373.55735,7256.7231,11552.904,45702.02235,3761.292,2219.4451,4753.6368,31620.00106,13224.05705,12222.8983,1664.9996,58571.07448,9724.53,3206.49135,12913.9924,1639.5631,6356.2707,17626.23951,1242.816,4779.6023,3861.20965,43943.8761,13635.6379,5976.8311,11842.442,8428.0693,2566.4707,15359.1045,5709.1644,8823.98575,7640.3092,5594.8455,7441.501,33471.97189,1633.0444,9174.13565,11070.535,16085.1275,17468.9839,9283.562,3558.62025,25678.77845,4435.0942,39241.442,8547.6913,6571.544,2207.69745,6753.038,1880.07,42969.8527,11658.11505,23306.547,34439.8559,10713.644,3659.346,40182.246,9182.17,34617.84065,12129.61415,3736.4647,6748.5912,11326.71487,11365.952,42983.4585,10085.846,1977.815,3366.6697,7173.35995,9391.346,14410.9321,2709.1119,24915.04626,20149.3229,12949.1554,6666.243,32787.45859,13143.86485,4466.6214,18806.14547,10141.1362,6123.5688,8252.2843,1712.227,12430.95335,9800.8882,10579.711,8280.6227,8527.532,12244.531,24667.419,3410.324,4058.71245,26392.26029,14394.39815,6435.6237,22192.43711,5148.5526,1136.3994,27037.9141,42560.4304,8703.456,40003.33225,45710.20785,6500.2359,4837.5823,3943.5954,4399.731,6185.3208,46200.9851,7222.78625,12485.8009,46130.5265,12363.547,10156.7832,2585.269,1242.26,40103.89,9863.4718,4766.022,11244.3769,7729.64575,5438.7491,26236.57997,34806.4677,2104.1134,8068.185,2362.22905,2352.96845,3577.999,3201.24515,29186.48236,40273.6455,10976.24575,3500.6123,2020.5523,9541.69555,9504.3103,5385.3379,8930.93455,5375.038,44400.4064,10264.4421,6113.23105,5469.0066,1727.54,10107.2206,8310.83915,1984.4533,2457.502,12146.971,9566.9909,13112.6048,10848.1343,12231.6136,9875.6804,11264.541,12979.358,1263.249,10106.13425,40932.4295,6664.68595,16657.71745,2217.6012,6781.3542,19361.9988,10065.413,4234.927,9447.25035,14007.222,9583.8933,40419.0191,3484.331,36189.1017,44585.45587,8604.48365,18246.4955,43254.41795,3757.8448,8827.2099,9910.35985,11737.84884,1627.28245,8556.907,3062.50825,19539.243,1906.35825,14210.53595,11833.7823,17128.42608,5031.26955,7985.815,23065.4207,5428.7277,36307.7983,3925.7582,2416.955,19040.876,3070.8087,9095.06825,11842.62375,8062.764,7050.642,14319.031,6933.24225,27941.28758,11150.78,12797.20962,17748.5062,7261.741,10560.4917,6986.697,7448.40395,5934.3798,9869.8102,18259.216,1146.7966,9386.1613,24520.264,4350.5144,6414.178,12741.16745,1917.3184,5209.57885,13457.9608,5662.225,1252.407,2731.9122,21195.818,7209.4918,18310.742,4266.1658,4719.52405,11848.141,17904.52705,7046.7222,14313.8463,2103.08,38792.6856,1815.8759,7731.85785,28476.73499,2136.88225,1131.5066,3309.7926,9414.92,6360.9936,11013.7119,4428.88785,5584.3057,1877.9294,2842.76075,3597.596,23401.30575,55135.40209,7445.918,2680.9493,1621.8827,8219.2039,12523.6048,16069.08475,43813.8661,20773.62775,39597.4072,6117.4945,13393.756,5266.3656,4719.73655,11743.9341,5377.4578,7160.3303,4402.233,11657.7189,6402.29135,12622.1795,1526.312,12323.936,36021.0112,27533.9129,10072.05505,45008.9555,9872.701,2438.0552,2974.126,10601.63225,37270.1512,14119.62,42111.6647,11729.6795,24106.91255,1875.344,40974.1649,15817.9857,18218.16139,10965.446,46113.511,7151.092,12269.68865,5458.04645,8782.469,6600.361,1141.4451,11576.13,13129.60345,4391.652,8457.818,3392.3652,5966.8874,6849.026,8891.1395,2690.1138,26140.3603,6653.7886,6282.235,6311.952,3443.064,2789.0574,2585.85065,46255.1125,4877.98105,19719.6947,27218.43725,5272.1758,1682.597,11945.1327,29330.98315,7243.8136,10422.91665,44202.6536,13555.0049,13063.883,19798.05455,2221.56445,1634.5734,2117.33885,8688.85885,48673.5588,4661.28635,8125.7845,12644.589,4564.19145,4846.92015,7633.7206,15170.069,17496.306,2639.0429,33732.6867,14382.70905,7626.993,5257.50795,2473.3341,21774.32215,35069.37452,13041.921,5245.2269,13451.122,13462.52,5488.262,4320.41085,6250.435,25333.33284,2913.569,12032.326,13470.8044,6289.7549,2927.0647,6238.298,10096.97,7348.142,4673.3922,12233.828,32108.66282,8965.79575,2304.0022,9487.6442,1121.8739,9549.5651,2217.46915,1628.4709,12982.8747,11674.13,7160.094,39047.285,6358.77645,19933.458,11534.87265,47462.894,4527.18295,38998.546,20009.63365,3875.7341,41999.52,12609.88702,41034.2214,28468.91901,2730.10785,3353.284,14474.675,9500.57305,26467.09737,4746.344,23967.38305,7518.02535,3279.86855,8596.8278,10702.6424,4992.3764,2527.81865,1759.338,2322.6218,16138.76205,7804.1605,2902.9065,9704.66805,4889.0368,25517.11363,4500.33925,19199.944,16796.41194,4915.05985,7624.63,8410.04685,28340.18885,4518.82625,14571.8908,3378.91,7144.86265,10118.424,5484.4673,16420.49455,7986.47525,7418.522,13887.9685,6551.7501,5267.81815,17361.7661,34472.841,1972.95,21232.18226,8627.5411,4433.3877,4438.2634,24915.22085,23241.47453,9957.7216,8269.044,18767.7377,36580.28216,8765.249,5383.536,12124.9924,2709.24395,3987.926,12495.29085,26018.95052,8798.593,35595.5898,42211.1382,1711.0268,8569.8618,2020.177,16450.8947,21595.38229,9850.432,6877.9801,21677.28345,44423.803,4137.5227,13747.87235,12950.0712,12094.478,37484.4493,39725.51805,2250.8352,22493.65964,20234.85475,1704.70015,33475.81715,3161.454,11394.06555,21880.82,7325.0482,44501.3982,3594.17085,39727.614,8023.13545,14394.5579,9288.0267,25309.489,3353.4703,10594.50155,8277.523,17929.30337,2480.9791,4462.7218,1981.5819,11554.2236,48970.2476,6548.19505,5708.867,7045.499,8978.1851,5757.41345,14349.8544,10928.849,39871.7043,13974.45555,1909.52745,12096.6512,13204.28565,4562.8421,8551.347,2102.2647,34672.1472,15161.5344,11884.04858,4454.40265,5855.9025,4076.497,15019.76005,19023.26,10796.35025,11353.2276,9748.9106,10577.087,41676.0811,11286.5387,3591.48,33907.548,11299.343,4561.1885,44641.1974,1674.6323,23045.56616,3227.1211,16776.30405,11253.421,3471.4096,11363.2832,20420.60465,10338.9316,8988.15875,10493.9458,2904.088,8605.3615,11512.405,41949.2441,24180.9335,5312.16985,2396.0959,10807.4863,9222.4026,36124.5737,38282.7495,5693.4305,34166.273,8347.1643,46661.4424,18903.49141,40904.1995,14254.6082,10214.636,5836.5204,14358.36437,1728.897,8582.3023,3693.428,20709.02034,9991.03765,19673.33573,11085.5868,7623.518,3176.2877,3704.3545,36898.73308,9048.0273,7954.517,27117.99378,6338.0756,9630.397,11289.10925,52590.82939,2261.5688,10791.96,5979.731,2203.73595,12235.8392,40941.2854,5630.45785,11015.1747,7228.21565,39722.7462,14426.07385,2459.7201,3989.841,7727.2532,5124.1887,18963.17192,2200.83085,7153.5539,5227.98875,10982.5013,4529.477,4670.64,6112.35295,17178.6824,22478.6,11093.6229,6457.8434,4433.9159,2154.361,23887.6627,6496.886,2899.48935,19350.3689,7650.77375,2850.68375,2632.992,9447.3824,18328.2381,8603.8234,37465.34375,13844.7972,21771.3423,13126.67745,5327.40025,13725.47184,13019.16105,8671.19125,4134.08245,18838.70366,33307.5508,5699.8375,6393.60345,4934.705,6198.7518,8733.22925,2055.3249,9964.06,18223.4512,5116.5004,36910.60803,38415.474,20296.86345,12347.172,5373.36425,23563.01618,1702.4553,10806.839,3956.07145,12890.05765,5415.6612,4058.1161,41661.602,7537.1639,4718.20355,6593.5083,8442.667,26125.67477,6858.4796,4795.6568,6640.54485,7162.0122,10594.2257,11938.25595,60021.39897,20167.33603,12479.70895,11345.519,8515.7587,2699.56835,14449.8544,12224.35085,6985.50695,3238.4357,47269.854,49577.6624,4296.2712,3171.6149,1135.9407,5615.369,9101.798,6059.173,1633.9618,37607.5277,18648.4217,1241.565,16232.847,15828.82173,4415.1588,6474.013,11436.73815,11305.93455,30063.58055,10197.7722,4544.2348,3277.161,6770.1925,7337.748,10370.91255,26926.5144,10704.47,34254.05335,1880.487,8615.3,3292.52985,3021.80915,14478.33015,4747.0529,17043.3414,10959.33,2741.948,4357.04365,22462.04375,4189.1131,8283.6807,24535.69855,14283.4594,1720.3537,47403.88,8534.6718,3732.6251,5472.449,38344.566,7147.4728,7133.9025,34828.654,1515.3449,9301.89355,11931.12525,1964.78,1708.92575,4340.4409,5261.46945,2710.82855,62592.87309,46718.16325,3208.787,37829.7242,21259.37795,2464.6188,16115.3045,21472.4788,33900.653,6875.961,6940.90985,4571.41305,4536.259,36397.576,18765.87545,11272.33139,1731.677,1163.4627,19496.71917,7201.70085,5425.02335,28101.33305,12981.3457,43896.3763,4239.89265,13143.33665,7050.0213,9377.9047,22395.74424,10325.206,12629.1656,10795.93733,11411.685,10600.5483,2205.9808,1629.8335,2007.945,29141.3603],\"y0\":\" \",\"yaxis\":\"y\",\"type\":\"violin\"}], {\"template\":{\"data\":{\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"white\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"gridwidth\":2,\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"bgcolor\":\"#E5ECF6\",\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"zerolinewidth\":2}}},\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"children\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"charges\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"violinmode\":\"group\"}, {\"responsive\": true} ).then(function(){\n",
" \n",
"var gd = document.getElementById('fa391f19-93c7-4acb-93a1-0f592f81fe84');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" }) }; </script> </div>\n",
"</body>\n",
"</html>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"### Correlation\n",
"\n",
"As you can tell from the analysis, the values in some columns are more closely related to the values in \"charges\" compared to other columns. E.g. \"age\" and \"charges\" seem to grow together, whereas \"bmi\" and \"charges\" don't.\n",
"\n",
"This relationship is often expressed numerically using a measure called the _correlation coefficient_, which can be computed using the `.corr` method of a Pandas series."
],
"metadata": {
"id": "aJu6EZzvihWS"
}
},
{
"cell_type": "code",
"source": [
"medical_df.charges.corr(medical_df.age)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PAaiRj8oiduK",
"outputId": "7b3f9a10-a9fa-48db-fedd-0c15d5bc5a20"
},
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.2990081933306476"
]
},
"metadata": {},
"execution_count": 36
}
]
},
{
"cell_type": "code",
"source": [
"medical_df.charges.corr(medical_df.bmi)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9Q7dB0oaijt0",
"outputId": "fa3a9f0d-639a-477e-d74d-43ca936a3114"
},
"execution_count": 37,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.19834096883362895"
]
},
"metadata": {},
"execution_count": 37
}
]
},
{
"cell_type": "code",
"source": [
"medical_df.charges.corr(medical_df.children)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sXWoH7Smilhe",
"outputId": "57985b5f-3ef0-4d84-8708-9e4e7bfd595d"
},
"execution_count": 38,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.06799822684790478"
]
},
"metadata": {},
"execution_count": 38
}
]
},
{
"cell_type": "markdown",
"source": [
"To compute the correlation for categorical columns, they must first be converted into numeric columns."
],
"metadata": {
"id": "5IcOpq-NiuOh"
}
},
{
"cell_type": "code",
"source": [
"smoker_values = {'no': 0, 'yes': 1}\n",
"smoker_numeric = medical_df.smoker.map(smoker_values)\n",
"medical_df.charges.corr(smoker_numeric)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wscOrZH0ipgr",
"outputId": "99f0e3ab-1382-4286-817f-ad5ab6ebea0f"
},
"execution_count": 39,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.787251430498478"
]
},
"metadata": {},
"execution_count": 39
}
]
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"\n",
"Here's how correlation coefficients can be interpreted ([source](https://statisticsbyjim.com/basics/correlations)):\n",
"\n",
"* **Strength**: The greater the absolute value of the correlation coefficient, the stronger the relationship.\n",
"\n",
" * The extreme values of -1 and 1 indicate a perfectly linear relationship where a change in one variable is accompanied by a perfectly consistent change in the other. For these relationships, all of the data points fall on a line. In practice, you won’t see either type of perfect relationship.\n",
"\n",
" * A coefficient of zero represents no linear relationship. As one variable increases, there is no tendency in the other variable to either increase or decrease.\n",
" \n",
" * When the value is in-between 0 and +1/-1, there is a relationship, but the points don’t all fall on a line. As r approaches -1 or 1, the strength of the relationship increases and the data points tend to fall closer to a line.\n",
"\n",
"\n",
"* **Direction**: The sign of the correlation coefficient represents the direction of the relationship.\n",
"\n",
" * Positive coefficients indicate that when the value of one variable increases, the value of the other variable also tends to increase. Positive relationships produce an upward slope on a scatterplot.\n",
" \n",
" * Negative coefficients represent cases when the value of one variable increases, the value of the other variable tends to decrease. Negative relationships produce a downward slope.\n",
"\n",
"Here's the same relationship expressed visually ([source](https://www.cuemath.com/data/how-to-calculate-correlation-coefficient/)):\n",
"\n",
"<img src=\"https://i.imgur.com/3XUpDlw.png\" width=\"360\">\n",
"\n",
"The correlation coefficient has the following formula:\n",
"\n",
"<img src=\"https://i.imgur.com/unapugP.png\" width=\"360\">\n",
"\n",
"You can learn more about the mathematical definition and geometric interpretation of correlation here: https://www.youtube.com/watch?v=xZ_z8KWkhXE\n",
"\n",
"Pandas dataframes also provide a `.corr` method to compute the correlation coefficients between all pairs of numeric columns."
],
"metadata": {
"id": "lA0JYMPci0Yy"
}
},
{
"cell_type": "code",
"source": [
"medical_df.corr()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "ShZd6lLRiwFQ",
"outputId": "de9fe632-79e8-483c-d43b-7c0c60aff8fc"
},
"execution_count": 40,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" age bmi children charges\n",
"age 1.000000 0.109272 0.042469 0.299008\n",
"bmi 0.109272 1.000000 0.012759 0.198341\n",
"children 0.042469 0.012759 1.000000 0.067998\n",
"charges 0.299008 0.198341 0.067998 1.000000"
],
"text/html": [
"\n",
" <div id=\"df-92eef206-96d2-40b7-8f5f-fd492b77be0d\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>bmi</th>\n",
" <th>children</th>\n",
" <th>charges</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>age</th>\n",
" <td>1.000000</td>\n",
" <td>0.109272</td>\n",
" <td>0.042469</td>\n",
" <td>0.299008</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bmi</th>\n",
" <td>0.109272</td>\n",
" <td>1.000000</td>\n",
" <td>0.012759</td>\n",
" <td>0.198341</td>\n",
" </tr>\n",
" <tr>\n",
" <th>children</th>\n",
" <td>0.042469</td>\n",
" <td>0.012759</td>\n",
" <td>1.000000</td>\n",
" <td>0.067998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>charges</th>\n",
" <td>0.299008</td>\n",
" <td>0.198341</td>\n",
" <td>0.067998</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-92eef206-96d2-40b7-8f5f-fd492b77be0d')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-92eef206-96d2-40b7-8f5f-fd492b77be0d button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-92eef206-96d2-40b7-8f5f-fd492b77be0d');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 40
}
]
},
{
"cell_type": "markdown",
"source": [
"The result of `.corr` is called a correlation matrix and is often visualized using a heatmap."
],
"metadata": {
"id": "60O9Ulz6jolh"
}
},
{
"cell_type": "code",
"source": [
"sns.heatmap(medical_df.corr(), cmap='Reds', annot=True)\n",
"plt.title('Correlation Matrix');"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 398
},
"id": "CDsI8VrmjZEf",
"outputId": "270034fd-b560-4f6d-baa3-58970ac886ba"
},
"execution_count": 41,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"**Correlation vs causation fallacy:** Note that a high correlation cannot be used to interpret a cause-effect relationship between features. Two features $X$ and $Y$ can be correlated if $X$ causes $Y$ or if $Y$ causes $X$, or if both are caused independently by some other factor $Z$, and the correlation will no longer hold true if one of the cause-effect relationships is broken. It's also possible that $X$ are $Y$ simply appear to be correlated because the sample is too small. \n",
"\n",
"While this may seem obvious, computers can't differentiate between correlation and causation, and decisions based on automated system can often have major consequences on society, so it's important to study why automated systems lead to a given result. Determining cause-effect relationships requires human insight."
],
"metadata": {
"id": "H0f751CTjuwE"
}
},
{
"cell_type": "markdown",
"source": [
"Consider the warriors winning a title everytime Kendrik Lamar drops an album \n",
"\n",
"<img src=\"https://pbs.twimg.com/media/FVeU7TiXwAAs1mb?format=jpg&name=large\" width=\"360\"/>\n",
"\n",
"Or \"number of poeple who drowned by falling into a pool\" vs Films Nicolas Cage appeared in\n",
"<img src=\"http://tylervigen.com/images/spurious-correlations-share.png\" width=\"600\"/>\n"
],
"metadata": {
"id": "zXYBRlWikgB_"
}
},
{
"cell_type": "code",
"source": [
"# source: https://www.youtube.com/watch?v=CVszSgTWODE"
],
"metadata": {
"id": "RaXwBEEjjp_p"
},
"execution_count": null,
"outputs": []
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment