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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Data Analysis \n",
"\n",
"This is the code for the blog post [Exploratory Data Analysis](https://luminousmen.com/exploratory-data-analysis)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import plotly.offline as py \n",
"import seaborn as sns\n",
"py.init_notebook_mode(connected=True)\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import plotly.express as px\n",
"import plotly.graph_objs as go \n",
"import plotly.tools as tls \n",
"import plotly.figure_factory as ff "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data is imported using the pandas predefined function `read_csv()` as our data file format is csv (comma-seprated values) in the dataset variable."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"billionaires.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basics"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2614, 22)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['name', 'rank', 'year', 'company.founded', 'company.name',\n",
" 'company.relationship', 'company.sector', 'company.type',\n",
" 'demographics.age', 'demographics.gender', 'location.citizenship',\n",
" 'location.country code', 'location.gdp', 'location.region',\n",
" 'wealth.type', 'wealth.worth in billions', 'wealth.how.category',\n",
" 'wealth.how.from emerging', 'wealth.how.industry',\n",
" 'wealth.how.inherited', 'wealth.how.was founder',\n",
" 'wealth.how.was political'],\n",
" dtype='object')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The purpose of displaying examples from the data set is not to make a thorough analysis. It is to get a qualitative \"sense\" of the data we have."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<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>name</th>\n",
" <th>rank</th>\n",
" <th>year</th>\n",
" <th>company.founded</th>\n",
" <th>company.name</th>\n",
" <th>company.relationship</th>\n",
" <th>company.sector</th>\n",
" <th>company.type</th>\n",
" <th>demographics.age</th>\n",
" <th>demographics.gender</th>\n",
" <th>...</th>\n",
" <th>location.gdp</th>\n",
" <th>location.region</th>\n",
" <th>wealth.type</th>\n",
" <th>wealth.worth in billions</th>\n",
" <th>wealth.how.category</th>\n",
" <th>wealth.how.from emerging</th>\n",
" <th>wealth.how.industry</th>\n",
" <th>wealth.how.inherited</th>\n",
" <th>wealth.how.was founder</th>\n",
" <th>wealth.how.was political</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Bill Gates</td>\n",
" <td>1</td>\n",
" <td>1996</td>\n",
" <td>1975</td>\n",
" <td>Microsoft</td>\n",
" <td>founder</td>\n",
" <td>Software</td>\n",
" <td>new</td>\n",
" <td>40</td>\n",
" <td>male</td>\n",
" <td>...</td>\n",
" <td>8.100000e+12</td>\n",
" <td>North America</td>\n",
" <td>founder non-finance</td>\n",
" <td>18.5</td>\n",
" <td>New Sectors</td>\n",
" <td>True</td>\n",
" <td>Technology-Computer</td>\n",
" <td>not inherited</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Bill Gates</td>\n",
" <td>1</td>\n",
" <td>2001</td>\n",
" <td>1975</td>\n",
" <td>Microsoft</td>\n",
" <td>founder</td>\n",
" <td>Software</td>\n",
" <td>new</td>\n",
" <td>45</td>\n",
" <td>male</td>\n",
" <td>...</td>\n",
" <td>1.060000e+13</td>\n",
" <td>North America</td>\n",
" <td>founder non-finance</td>\n",
" <td>58.7</td>\n",
" <td>New Sectors</td>\n",
" <td>True</td>\n",
" <td>Technology-Computer</td>\n",
" <td>not inherited</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Bill Gates</td>\n",
" <td>1</td>\n",
" <td>2014</td>\n",
" <td>1975</td>\n",
" <td>Microsoft</td>\n",
" <td>founder</td>\n",
" <td>Software</td>\n",
" <td>new</td>\n",
" <td>58</td>\n",
" <td>male</td>\n",
" <td>...</td>\n",
" <td>0.000000e+00</td>\n",
" <td>North America</td>\n",
" <td>founder non-finance</td>\n",
" <td>76.0</td>\n",
" <td>New Sectors</td>\n",
" <td>True</td>\n",
" <td>Technology-Computer</td>\n",
" <td>not inherited</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Warren Buffett</td>\n",
" <td>2</td>\n",
" <td>1996</td>\n",
" <td>1962</td>\n",
" <td>Berkshire Hathaway</td>\n",
" <td>founder</td>\n",
" <td>Finance</td>\n",
" <td>new</td>\n",
" <td>65</td>\n",
" <td>male</td>\n",
" <td>...</td>\n",
" <td>8.100000e+12</td>\n",
" <td>North America</td>\n",
" <td>founder non-finance</td>\n",
" <td>15.0</td>\n",
" <td>Traded Sectors</td>\n",
" <td>True</td>\n",
" <td>Consumer</td>\n",
" <td>not inherited</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Warren Buffett</td>\n",
" <td>2</td>\n",
" <td>2001</td>\n",
" <td>1962</td>\n",
" <td>Berkshire Hathaway</td>\n",
" <td>founder</td>\n",
" <td>Finance</td>\n",
" <td>new</td>\n",
" <td>70</td>\n",
" <td>male</td>\n",
" <td>...</td>\n",
" <td>1.060000e+13</td>\n",
" <td>North America</td>\n",
" <td>founder non-finance</td>\n",
" <td>32.3</td>\n",
" <td>Traded Sectors</td>\n",
" <td>True</td>\n",
" <td>Consumer</td>\n",
" <td>not inherited</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" name rank year company.founded company.name \\\n",
"0 Bill Gates 1 1996 1975 Microsoft \n",
"1 Bill Gates 1 2001 1975 Microsoft \n",
"2 Bill Gates 1 2014 1975 Microsoft \n",
"3 Warren Buffett 2 1996 1962 Berkshire Hathaway \n",
"4 Warren Buffett 2 2001 1962 Berkshire Hathaway \n",
"\n",
" company.relationship company.sector company.type demographics.age \\\n",
"0 founder Software new 40 \n",
"1 founder Software new 45 \n",
"2 founder Software new 58 \n",
"3 founder Finance new 65 \n",
"4 founder Finance new 70 \n",
"\n",
" demographics.gender ... location.gdp location.region wealth.type \\\n",
"0 male ... 8.100000e+12 North America founder non-finance \n",
"1 male ... 1.060000e+13 North America founder non-finance \n",
"2 male ... 0.000000e+00 North America founder non-finance \n",
"3 male ... 8.100000e+12 North America founder non-finance \n",
"4 male ... 1.060000e+13 North America founder non-finance \n",
"\n",
" wealth.worth in billions wealth.how.category wealth.how.from emerging \\\n",
"0 18.5 New Sectors True \n",
"1 58.7 New Sectors True \n",
"2 76.0 New Sectors True \n",
"3 15.0 Traded Sectors True \n",
"4 32.3 Traded Sectors True \n",
"\n",
" wealth.how.industry wealth.how.inherited wealth.how.was founder \\\n",
"0 Technology-Computer not inherited True \n",
"1 Technology-Computer not inherited True \n",
"2 Technology-Computer not inherited True \n",
"3 Consumer not inherited True \n",
"4 Consumer not inherited True \n",
"\n",
" wealth.how.was political \n",
"0 True \n",
"1 True \n",
"2 True \n",
"3 True \n",
"4 True \n",
"\n",
"[5 rows x 22 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see if there are any missing data in the columns"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"name 0\n",
"rank 0\n",
"year 0\n",
"company.founded 0\n",
"company.name 38\n",
"company.relationship 46\n",
"company.sector 23\n",
"company.type 36\n",
"demographics.age 0\n",
"demographics.gender 34\n",
"location.citizenship 0\n",
"location.country code 0\n",
"location.gdp 0\n",
"location.region 0\n",
"wealth.type 22\n",
"wealth.worth in billions 0\n",
"wealth.how.category 1\n",
"wealth.how.from emerging 0\n",
"wealth.how.industry 1\n",
"wealth.how.inherited 0\n",
"wealth.how.was founder 0\n",
"wealth.how.was political 0\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isna().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Descriptive statistics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The descriptive statistics provide us a information of numerical featuers in the term of the Mean, Standard Deviation and 5 elements of the box plot (Min, Max, Q1, Q2, Q3)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<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>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>rank</th>\n",
" <td>2614.0</td>\n",
" <td>5.996725e+02</td>\n",
" <td>4.678857e+02</td>\n",
" <td>1.0</td>\n",
" <td>215.0</td>\n",
" <td>430.0</td>\n",
" <td>9.880000e+02</td>\n",
" <td>1.565000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>year</th>\n",
" <td>2614.0</td>\n",
" <td>2.008412e+03</td>\n",
" <td>7.483598e+00</td>\n",
" <td>1996.0</td>\n",
" <td>2001.0</td>\n",
" <td>2014.0</td>\n",
" <td>2.014000e+03</td>\n",
" <td>2.014000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>company.founded</th>\n",
" <td>2614.0</td>\n",
" <td>1.924712e+03</td>\n",
" <td>2.437765e+02</td>\n",
" <td>0.0</td>\n",
" <td>1936.0</td>\n",
" <td>1963.0</td>\n",
" <td>1.985000e+03</td>\n",
" <td>2.012000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>demographics.age</th>\n",
" <td>2614.0</td>\n",
" <td>5.334124e+01</td>\n",
" <td>2.533332e+01</td>\n",
" <td>-42.0</td>\n",
" <td>47.0</td>\n",
" <td>59.0</td>\n",
" <td>7.000000e+01</td>\n",
" <td>9.800000e+01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>location.gdp</th>\n",
" <td>2614.0</td>\n",
" <td>1.769103e+12</td>\n",
" <td>3.547083e+12</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.250000e+11</td>\n",
" <td>1.060000e+13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wealth.worth in billions</th>\n",
" <td>2614.0</td>\n",
" <td>3.531943e+00</td>\n",
" <td>5.088813e+00</td>\n",
" <td>1.0</td>\n",
" <td>1.4</td>\n",
" <td>2.0</td>\n",
" <td>3.500000e+00</td>\n",
" <td>7.600000e+01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% \\\n",
"rank 2614.0 5.996725e+02 4.678857e+02 1.0 215.0 \n",
"year 2614.0 2.008412e+03 7.483598e+00 1996.0 2001.0 \n",
"company.founded 2614.0 1.924712e+03 2.437765e+02 0.0 1936.0 \n",
"demographics.age 2614.0 5.334124e+01 2.533332e+01 -42.0 47.0 \n",
"location.gdp 2614.0 1.769103e+12 3.547083e+12 0.0 0.0 \n",
"wealth.worth in billions 2614.0 3.531943e+00 5.088813e+00 1.0 1.4 \n",
"\n",
" 50% 75% max \n",
"rank 430.0 9.880000e+02 1.565000e+03 \n",
"year 2014.0 2.014000e+03 2.014000e+03 \n",
"company.founded 1963.0 1.985000e+03 2.012000e+03 \n",
"demographics.age 59.0 7.000000e+01 9.800000e+01 \n",
"location.gdp 0.0 7.250000e+11 1.060000e+13 \n",
"wealth.worth in billions 2.0 3.500000e+00 7.600000e+01 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe().T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot quantitative data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Often a quick histogram is enough to understand the data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start with the main thing - *what's about money*."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"sns.distplot(df['wealth.worth in billions'])\n",
"plt.xscale('log')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I used a logarithmic scale to at least show some distribution. Obviously, there are many more people who don't have huge amounts of money but there is also a long tail that indicates that there are people who have VERY much money."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*How old are our billionaires?*\n",
"\n",
"We remember that there are outliers in this column, let's clean them up and see the right picture."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"df = df[df['demographics.age'] > 0]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"sns.distplot(df['demographics.age'], bins=15)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The distribution is similar to normal, with a slightly larger tail on the left. \n",
"\n",
"Let's do the same with the splitting by industry."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f0eb219e7f0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 1080x720 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1060.88x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,10))\n",
"g = sns.FacetGrid(data=df, hue='wealth.how.industry', aspect=3, height=4)\n",
"g.map(sns.kdeplot, 'demographics.age', shade=True)\n",
"g.add_legend(title='wealth.how.industry')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f0eb21a6f98>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 1080x720 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008.5x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"industries = ['Hedge funds', 'Consumer', 'Technology-Computer']\n",
"plt.figure(figsize=(15,10))\n",
"g = sns.FacetGrid(\n",
" data=df[(df['wealth.how.industry'] != '0') & (df['wealth.how.industry'].isin(industries))], \n",
" hue='wealth.how.industry', \n",
" aspect=3, \n",
" height=4)\n",
"g.map(sns.kdeplot, 'demographics.age', shade=True)\n",
"g.add_legend(title='wealth.how.industry')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see the money going to the older part on the dataset. In addition, it can be seen that tech companies are more skewed towards the young, while the consumer industry is the opposite towards the elderly. There is also an industry where for some reason one can get rich before 20."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot qualitative data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's answer the question — *what industry are the richer billionaires in?*"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Industries of billioners')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"city = df['wealth.how.industry'].value_counts(ascending=False)\n",
"\n",
"df_city = df.filter(['wealth.how.industry'], axis=1)\n",
"df_city['count'] = 1\n",
"\n",
"grouped_city = df_city.groupby('wealth.how.industry', as_index=False,sort=False).sum()\n",
"grouped_city.sort_index(ascending=False)\n",
"\n",
"grouped_city = grouped_city.sort_values('count', ascending=False) \n",
"\n",
"plt.figure(figsize=(15,8))\n",
"sns.barplot(data=grouped_city, x='count', y='wealth.how.industry')\n",
"plt.title('Industries of billioners', fontsize=17)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Judging by the plot at the top are industries that target consumers. It is difficult for me to draw any conclusions as to why - but it is this insight that I can tell the business. Besides, there is some industry 0 - we can assume that these are people who simply don't have industry or it's mixed."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Who are the more men or women among the billionaires?"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Gender')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 504x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,5))\n",
"sns.countplot(data=df, x='demographics.gender')\n",
"plt.title('Gender', fontsize=17)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It just so happens that it's mostly men."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Let's try to see the billionaire countries.*"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hole": 0.3,
"labels": [
"United States",
"China",
"Germany",
"Russia",
"Brazil",
"Hong Kong",
"Japan",
"India",
"France",
"United Kingdom",
"Italy",
"Canada",
"Mexico",
"Australia",
"Switzerland",
"Spain",
"Taiwan",
"Turkey",
"South Korea",
"Sweden",
"Malaysia",
"Singapore",
"Indonesia",
"Israel",
"Chile",
"Philippines",
"Thailand",
"Norway",
"South Africa",
"Saudi Arabia",
"Denmark",
"Austria",
"Egypt",
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