Skip to content

Instantly share code, notes, and snippets.

@odadoun

odadoun/covid-data.ipynb Secret

Created Apr 23, 2020
Embed
What would you like to do?
covid-data.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "covid-data.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyNZlfzuBKuhez29qr8LCLbs",
"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/odadoun/20680c7aa1a0604b5026895242c3a534/covid-data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OcLdewZ6PBEK",
"colab_type": "text"
},
"source": [
"# Introduction\n",
"March 2020 - from Dadoun odadoun@gmail.com \n",
"\n",
"First test with colab.research.google : plot data from the Covid data base situation reports https://github.com/CSSEGISandData/COVID-19 \n",
"\n",
"By defaut those countries\n",
"[\"France\",\"Italy\",\"Spain\",\"Germany\"] can be change using [countries variable](https://colab.research.google.com/drive/1TWL5ngMU3Roxcn3VurEAqeqV1jjERlY7#scrollTo=7njuEf07X_6L&line=5&uniqifier=1)\n",
"\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kVJZqcgrXbj9",
"colab_type": "code",
"colab": {}
},
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"import csv\n",
"import sys\n",
"from datetime import datetime\n",
"import numpy as np\n",
"from collections import defaultdict\n",
"import collections \n",
"import argparse\n",
"import pandas as pd"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "J8ueqbUYX2ZZ",
"colab_type": "code",
"colab": {}
},
"source": [
"def read_online_file(which_data,*countries):\n",
" base_url=\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/\"\n",
" \n",
" name_file=\"time_series_covid19_\"+which_data+\"_global.csv\"\n",
" url=base_url+name_file\n",
" df = pd.read_csv(url)\n",
" \n",
" \n",
" str_dates = list(df.head(0))[4:]\n",
" dates=[datetime.strptime(date,'%m/%d/%y') for date in str_dates]\n",
" \n",
" dico_countries = defaultdict(list)\n",
" \n",
" for index, row in df.iterrows():\n",
" country=row['Country/Region']\n",
"\n",
" if country in countries:\n",
" value=[int(i) if i is not '' else -1 for i in row[str_dates].values]\n",
" dico_countries[country].append(value)\n",
" return dates,dico_countries\n",
" \n",
"def flat_list(matrix):\n",
" flatten_matrix=[]\n",
" for sublist in matrix: \n",
" for val in sublist: \n",
" flatten_matrix.append(val)\n",
" return flatten_matrix\n",
"\n",
"def return_curves(dico_countries,i_start,cumul): \n",
" curves=[] \n",
" dict_sum_data=defaultdict(list)\n",
" \n",
" for keys in dico_countries:\n",
" # Using list comprehension\n",
" res = [sum(i) for i in zip(*dico_countries[keys])] \n",
" dict_sum_data[keys].append(res) \n",
" dict_sum_data[keys]=flat_list(dict_sum_data[keys])\n",
" #masked non existing value , it could happen ...\n",
" masked_points=np.ma.array(dict_sum_data[keys][i_start:])\n",
"\n",
" diff_days=[j-i for i, j in zip(masked_points[:-1], masked_points[1:])] \n",
" diff_days.insert(0,0)\n",
" \n",
" if(cumul==True):\n",
" curves.append((plt.plot_date(dates[i_start:],masked_points,marker=\"+\",linestyle='--',label=str(keys)))[0])\n",
" else:\n",
" curves.append((plt.plot_date(dates[i_start:],diff_days,marker=\"+\",linestyle='--',label=str(keys)))[0])\n",
" return curves\n",
" \n",
"def str2bool(v):\n",
" if v.lower() in ('yes', 'true', 't', 'y', '1'):\n",
" return True\n",
" elif v.lower() in ('no', 'false', 'f', 'n', '0'):\n",
" return False\n",
" else:\n",
" raise argparse.ArgumentTypeError('Boolean value expected.')\n",
" "
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "7njuEf07X_6L",
"colab_type": "code",
"colab": {}
},
"source": [
"def mainstuff(which_data,cumul):\n",
" #\n",
" print(\"Plot: \", which_data)\n",
" countries=[\"France\",\"Italy\",\"Spain\",\"Germany\"]#,\"United Kingdom\",\"Belgium\"]\n",
" # confirmed, deaths or recovered\n",
" \n",
" file_csv=\"time_series_covid19_\" + which_data + \"_global.csv\" \n",
" print(file_csv)\n",
" dates,dico_countries=read_online_file(which_data,*countries)\n",
" \n",
" fig, ax = plt.subplots()\n",
" i_start = 14\n",
" curves = return_curves(dico_countries,i_start,cumul) \n",
" #plt.yscale('log')\n",
" ax.yaxis.set_ticks_position('both')\n",
" ax.tick_params(labeltop=False, labelright=True)\n",
" ax.xaxis.set_tick_params(rotation=30, labelsize=6)\n",
" ax.set_ylabel(which_data) \n",
" fig.suptitle(\"Online Covid Data analysis\", fontsize=16)\n",
" lc=[curves[i] for i in range(len(curves))]\n",
" plt.legend(handles=lc)\n",
" plt.grid(True)\n",
" plt.show()\n",
"\n"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "-HlWEuPLQYgF",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "code",
"metadata": {
"id": "uCcGDCMBdV6k",
"colab_type": "code",
"outputId": "281d4897-2414-4c9c-dce6-34de486b4db0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
}
},
"source": [
"mainstuff(\"deaths\",False)"
],
"execution_count": 37,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: deaths\n",
"time_series_covid19_deaths_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "H0FFePA3dWAy",
"colab_type": "code",
"outputId": "c6bc91b7-9d56-4020-dc8a-060a74fad673",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
}
},
"source": [
"mainstuff(\"deaths\",True)"
],
"execution_count": 38,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: deaths\n",
"time_series_covid19_deaths_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "FveGnS_tYCQh",
"colab_type": "code",
"outputId": "64706433-72e4-4114-dd1e-ad1104a31579",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
}
},
"source": [
"mainstuff(\"confirmed\",True)"
],
"execution_count": 39,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: confirmed\n",
"time_series_covid19_confirmed_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "RZ72eUn_fywp",
"colab_type": "code",
"outputId": "415350d1-e94e-4fed-d72b-c21ae82f52cf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
}
},
"source": [
"mainstuff(\"recovered\",True)"
],
"execution_count": 42,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: recovered\n",
"time_series_covid19_recovered_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "r1ZcX3dXf1wu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
},
"outputId": "d105097a-7ff2-4958-8093-52dab5adbdd1"
},
"source": [
"mainstuff(\"recovered\",False)"
],
"execution_count": 40,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: recovered\n",
"time_series_covid19_recovered_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "qGRyucWDUAme",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 341
},
"outputId": "c8b5ac25-d51f-4b1d-83bc-4a278d639c7a"
},
"source": [
"mainstuff(\"recovered\",True)"
],
"execution_count": 41,
"outputs": [
{
"output_type": "stream",
"text": [
"Plot: recovered\n",
"time_series_covid19_recovered_global.csv\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment