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Indonesia vs Global Covid-19 Data Visualization
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Indonesia vs Global Covid-19 Data Visualization",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNDjilQ66/TEGKlWgQYwGuN",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/syamdev/d5a45fe3cfd6a9f1073094b1ee8a6e53/indonesia-vs-global-covid-19-data-visualization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jcjwsDGd-9js",
"colab_type": "code",
"colab": {}
},
"source": [
"import warnings\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as ticker\n",
"import numpy as np\n",
"\n",
"\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"pd.plotting.register_matplotlib_converters()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "kEeNPcCGBVsm",
"colab_type": "text"
},
"source": [
"Source: https://github.com/CSSEGISandData/COVID-19/tree/master/csse_covid_19_data/csse_covid_19_time_series"
]
},
{
"cell_type": "code",
"metadata": {
"id": "56R59MuWAKJ3",
"colab_type": "code",
"colab": {}
},
"source": [
"# Import Source\n",
"covid_confirmed = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv')\n",
"covid_deaths = pd.read_csv('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "C3vCbOemEAip",
"colab_type": "code",
"colab": {}
},
"source": [
"# Drop, set index, transpose\n",
"confirmed = covid_confirmed.drop(columns=['Province/State', 'Lat', 'Long']) \\\n",
" .set_index('Country/Region') \\\n",
" .T\n",
"confirmed.columns.name = None\n",
"\n",
"deaths = covid_deaths.drop(columns=['Province/State', 'Lat', 'Long']) \\\n",
" .set_index('Country/Region') \\\n",
" .T\n",
"deaths.columns.name = None"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Unr6doal52v5",
"colab_type": "text"
},
"source": [
"## Global Data Wrangle"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8AscY7NtrEne",
"colab_type": "code",
"colab": {}
},
"source": [
"# World confirmed & deaths: reset index, rename columns, add column Total, change datatype Date\n",
"\n",
"world_confirmed = confirmed.reset_index() \\\n",
" .rename(columns={'index': 'Date'})\n",
"world_confirmed['Confirmed_Cases'] = world_confirmed.sum(axis=1)\n",
"world_confirmed['Date'] = pd.to_datetime(world_confirmed['Date'])\n",
"\n",
"world_deaths = deaths.reset_index() \\\n",
" .rename(columns={'index': 'Date'})\n",
"world_deaths['Deaths_Cases'] = world_deaths.sum(axis=1)\n",
"world_deaths['Date'] = pd.to_datetime(world_deaths['Date'])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9qHYHFsm0UOG",
"colab_type": "code",
"colab": {}
},
"source": [
"# Show Date & Total only\n",
"world_confirmed_total = world_confirmed[['Date', 'Confirmed_Cases']]\n",
"world_deaths_total = world_deaths[['Date', 'Deaths_Cases']]\n",
"\n",
"# Merge confirmed & deaths, add new column Death_Rate\n",
"global_covid = pd.merge(world_confirmed_total, world_deaths_total, on='Date')\n",
"\n",
"global_covid['Death_Rate'] = global_covid['Deaths_Cases'] / global_covid['Confirmed_Cases']\n",
"# global_covid\n",
"\n",
"# Last row values for visualization\n",
"Global_Date_Val = global_covid.tail(1)['Date'].dt.strftime('%d %b %Y').values[0]\n",
"Global_Confirmed_Cases_Val = global_covid.tail(1)['Confirmed_Cases'].values[0]\n",
"Global_Deaths_Cases_Val = int(global_covid.tail(1)['Deaths_Cases'].values[0])\n",
"Global_Death_Rate_Val = float(global_covid.tail(1)['Death_Rate'].values[0]) * 100\n",
"\n",
"# Summary dataframe for visualization\n",
"global_sum_df = pd.DataFrame({'Cases':['Confirmed Cases', 'Deaths Cases'], 'Total':[Global_Confirmed_Cases_Val, Global_Deaths_Cases_Val]})\n",
"# global_sum_df"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "xFp51DSQ6BaU",
"colab_type": "text"
},
"source": [
"## Indonesia Data Wrangle"
]
},
{
"cell_type": "code",
"metadata": {
"id": "BZyxHojYVzv-",
"colab_type": "code",
"colab": {}
},
"source": [
"# Select column Indonesia, reset index, rename columns\n",
"indo_confirmed = confirmed[['Indonesia']]\n",
"indo_confirmed = indo_confirmed.reset_index() \\\n",
" .rename(columns={'index': 'Date', 'Indonesia': 'Confirmed_Cases'})\n",
"\n",
"indo_deaths = deaths[['Indonesia']]\n",
"indo_deaths = indo_deaths.reset_index() \\\n",
" .rename(columns={'index': 'Date', 'Indonesia': 'Deaths_Cases'}) "
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3OizpETSQIMx",
"colab_type": "code",
"colab": {}
},
"source": [
"# Filter by date\n",
"indo_confirmed['Date'] = pd.to_datetime(indo_confirmed['Date'])\n",
"indo_confirmed = indo_confirmed[indo_confirmed['Date'] > '2020-02-28']\n",
"\n",
"indo_deaths['Date'] = pd.to_datetime(indo_deaths['Date'])\n",
"indo_deaths = indo_deaths[indo_deaths['Date'] > '2020-02-29']\n",
"\n",
"# Merge confirmed & deaths\n",
"indo_covid = pd.merge(indo_confirmed,\n",
" indo_deaths[['Date', 'Deaths_Cases']],\n",
" on='Date')\n",
"indo_covid['Death_Rate'] = indo_covid['Deaths_Cases'] / indo_covid['Confirmed_Cases']\n",
"#indo_covid\n",
"\n",
"# Last row values\n",
"Date_Val = indo_covid.tail(1)['Date'].dt.strftime('%d %b %Y').values[0]\n",
"Confirmed_Cases_Val = indo_covid.tail(1)['Confirmed_Cases'].values[0]\n",
"Deaths_Cases_Val = int(indo_covid.tail(1)['Deaths_Cases'].values[0])\n",
"Death_Rate_Val = float(indo_covid.tail(1)['Death_Rate'].values[0]) * 100\n",
"\n",
"# Summary dataframe\n",
"sum_df = pd.DataFrame({'Cases':['Confirmed Cases', 'Deaths Cases'], 'Total':[Confirmed_Cases_Val, Deaths_Cases_Val]})\n",
"#sum_df"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "3NXusD0X6qrI",
"colab_type": "text"
},
"source": [
"## Data Explore"
]
},
{
"cell_type": "code",
"metadata": {
"id": "f5BOeeBV6zz7",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 523
},
"outputId": "fe5942a9-b4dd-424b-8f3e-d260f3f1f8d8"
},
"source": [
"# Total cases visualization - Global\n",
"plt.figure(figsize=(16, 8))\n",
"viz = sns.barplot(data=global_sum_df, x='Cases', y='Total', label=\"Extra label on the legend\")\n",
"plt.xlabel('Type', fontsize=15)\n",
"plt.ylabel('Total Cases (in Millions)', fontsize=15)\n",
"plt.title('Total Confirmed & Deaths Cases of Covid-19 in Global', fontsize=20)\n",
"plt.grid(color='#95a5a6', linestyle='--', linewidth=1, axis='y', alpha=0.5)\n",
"\n",
"@ticker.FuncFormatter\n",
"def million_formatter(x, pos):\n",
" return \"%.2f M\" % (x/1000000)\n",
"ax = viz\n",
"ax.yaxis.set_major_formatter(million_formatter)\n",
"\n",
"\n",
"# Annotate axis = seaborn axis\n",
"space = Global_Confirmed_Cases_Val + 1000000\n",
"for p in viz.patches:\n",
" viz.annotate(\"%.f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', fontsize=20, color='black', xytext=(0, 25),\n",
" textcoords='offset points')\n",
"_ = viz.set_ylim(0,space) # To make space for the annotations\n",
"\n",
"# Text\n",
"textstr = 'Death Rate: %.2f%%\\nDate: %s'%(Global_Death_Rate_Val, Global_Date_Val)\n",
"plt.gcf().text(0.73, 0.77, textstr, fontsize=14)\n",
"plt.show()"
],
"execution_count": 183,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab_type": "code",
"outputId": "0da3d198-1ae5-4495-a252-3da70071e0ca",
"id": "xXkuVHP8JN0c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 523
}
},
"source": [
"# Total cases visualization - Indonesia\n",
"plt.figure(figsize=(16,8))\n",
"viz = sns.barplot(data=sum_df, x='Cases', y='Total', label=\"Extra label on the legend\")\n",
"plt.xlabel('Type', fontsize=15)\n",
"plt.ylabel('Total Cases', fontsize=15)\n",
"plt.title('Total Confirmed & Deaths Cases of Covid-19 in Indonesia', fontsize=20)\n",
"plt.grid(color='#95a5a6', linestyle='--', linewidth=1, axis='y', alpha=0.4)\n",
"\n",
"# Annotate axis = seaborn axis\n",
"space = Confirmed_Cases_Val + 1000\n",
"for p in viz.patches:\n",
" viz.annotate(\"%.f\" % p.get_height(), (p.get_x() + p.get_width() / 2., p.get_height()),\n",
" ha='center', va='center', fontsize=20, color='black', xytext=(0, 25),\n",
" textcoords='offset points')\n",
"_ = viz.set_ylim(0,space) # To make space for the annotations\n",
"\n",
"# Text\n",
"textstr = 'Death Rate: %.2f%%\\nDate: %s'%(Death_Rate_Val,Date_Val)\n",
"plt.gcf().text(0.73, 0.77, textstr, fontsize=14)\n",
"plt.show()"
],
"execution_count": 184,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HepuJz04JdAz",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 523
},
"outputId": "8a79930e-4d0e-4d5a-90b8-a40c542d17a9"
},
"source": [
"# Time series of cases visualization - Global\n",
"plt.figure(figsize=(15,8))\n",
"plt.plot('Date', 'Confirmed_Cases', data=global_covid, marker='o', markerfacecolor='blue', markersize=5, color='skyblue', linewidth=3, label=\"Confirmed Cases\")\n",
"plt.plot('Date', 'Deaths_Cases', data=global_covid, marker='o', markerfacecolor='red', markersize=5, color='orange', linewidth=3, label=\"Deaths Case\")\n",
"plt.xlabel('Date', fontsize=15)\n",
"plt.ylabel('Total Cases', fontsize=15)\n",
"plt.title('Time series of Confirmed & Deaths Cases of Covid-19 in Global', fontsize=20)\n",
"plt.grid(color='#95a5a6', linestyle='--', linewidth=2, axis='y', alpha=0.7)\n",
"plt.legend(borderpad=1,fontsize=14)\n",
"\n",
"\n",
"@ticker.FuncFormatter\n",
"def million_formatter(x, pos):\n",
" return \"%.2f M\" % (x/1000000)\n",
"\n",
"plt.gca().yaxis.set_major_formatter(million_formatter)\n",
"\n",
"plt.show()"
],
"execution_count": 185,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fsUyhVUsI6ay",
"colab_type": "code",
"outputId": "457be96c-225a-4b37-ae97-cb3c7d8e46d4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 523
}
},
"source": [
"# Time series of cases visualization - Indonesia\n",
"plt.figure(figsize=(15,8))\n",
"plt.plot('Date', 'Confirmed_Cases', data=indo_covid, marker='o', markerfacecolor='blue', markersize=5, color='skyblue', linewidth=3, label=\"Confirmed Cases\")\n",
"plt.plot('Date', 'Deaths_Cases', data=indo_covid, marker='o', markerfacecolor='red', markersize=5, color='orange', linewidth=3, label=\"Deaths Case\")\n",
"plt.xlabel('Date', fontsize=15)\n",
"plt.ylabel('Total Cases', fontsize=15)\n",
"plt.title('Time series of Confirmed & Deaths Cases of Covid-19 in Indonesia', fontsize=20)\n",
"plt.grid(color='#95a5a6', linestyle='--', linewidth=2, axis='y', alpha=0.7)\n",
"plt.legend(borderpad=1,fontsize=14)\n",
"plt.show()"
],
"execution_count": 186,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mR4T0nvQab8J",
"colab_type": "text"
},
"source": [
"## Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1FOwZl0pagGC",
"colab_type": "text"
},
"source": [
"Based on data per April 17, 2020\n",
"\n",
"1. The death rate of Covid-19 in Indonesia is 8.78%. it is higher than the global mortality rate of 6.87%. So it takes more maximum efforts in suppressing the death rate. The thing should do is to do more massive social distancing, etc.\n",
"\n",
"2. Based on the line graph, there is an significant increasing in the number of new covid-19 cases and have not yet encountered the peak point of the graph or the sloping graph. So that the graph becomes sloping then it takes efforts to prevent spread of viruses, for example doing more massive social distancing.\n",
"\n",
"I hope this covid-19 case can be stopped and quickly handled so that we can live free from covid-19."
]
}
]
}
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