From 4bf7f90465098a20a2de9b2b3cb808647ce70592 Mon Sep 17 00:00:00 2001 From: Pooja Date: Wed, 8 Jul 2020 13:54:05 +1000 Subject: [PATCH 1/2] Added a copy of the original notebook with my changes! --- Data Exploration (Clean up) - Pooja.ipynb | 18516 ++++++++++++++++++++ data_exploration_cleanup_TRACEY.ipynb | 2044 ++- 2 files changed, 20184 insertions(+), 376 deletions(-) create mode 100644 Data Exploration (Clean up) - Pooja.ipynb diff --git a/Data Exploration (Clean up) - Pooja.ipynb b/Data Exploration (Clean up) - Pooja.ipynb new file mode 100644 index 0000000..0a27c07 --- /dev/null +++ b/Data Exploration (Clean up) - Pooja.ipynb @@ -0,0 +1,18516 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

Table of Contents

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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# IMPACT OF COVID-19 PANDEMIC ON AIR QUALITY" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Air quality Data Exploration and Cleanup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'config'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;31m# Import API key\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mconfig\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mapi_key\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'config'" + ] + } + ], + "source": [ + "# Dependencies and Setup\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import requests\n", + "import json\n", + "from pprint import pprint\n", + "\n", + "# Import API key\n", + "from config import api_key" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data Source: https://aqicn.org/data-platform/covid19/\n", + "With COVID-19 spreading all over the world, the World Air Quality Index project team saw a surge in requests for global data. As a result, the WAQI project now provides a new dedicated data-set which is updated 3 times a day, and that covers approximately 380 major cities in the world - January 2020 until now. \n", + "\n", + "The data for each major cities is based on the average (median) of several stations. The data set provides min, max, median and standard deviation for each of the common air pollutants (PM2.5,PM10, Ozone ...) as well as meteorological data (Wind, Temperature, ...). All air pollutant data points are converted to the US EPA standard (i.e. no raw concentrations). All dates are UTC based. The count column is the number of samples used for calculating the median and standard deviation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Import datasets and overview of the air quality data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Identift periods of interest \n", + "periods = [\"2020\", \"2019Q1\", \"2019Q2\", \"2019Q3\", \"2019Q4\"]\n", + "\n", + "df_list = list()\n", + "\n", + "for period in periods:\n", + " path = f\"historical_data/waqi-covid19-airqualitydata-{period}.csv\"\n", + " df = pd.read_csv(path)\n", + " df_list.append(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
031/05/2020IRIsfahantemperature12017.535.027.5331.51
113/06/2020IRIsfahantemperature14416.036.527.5488.74
23/07/2020IRIsfahantemperature6719.033.024.0128.08
328/03/2020IRIsfahantemperature2403.014.09.5136.68
423/04/2020IRIsfahantemperature1686.025.516.0400.79
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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "0 31/05/2020 IR Isfahan temperature 120 17.5 35.0 27.5 \n", + "1 13/06/2020 IR Isfahan temperature 144 16.0 36.5 27.5 \n", + "2 3/07/2020 IR Isfahan temperature 67 19.0 33.0 24.0 \n", + "3 28/03/2020 IR Isfahan temperature 240 3.0 14.0 9.5 \n", + "4 23/04/2020 IR Isfahan temperature 168 6.0 25.5 16.0 \n", + "\n", + " variance \n", + "0 331.51 \n", + "1 488.74 \n", + "2 128.08 \n", + "3 136.68 \n", + "4 400.79 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create dataframe that includes the series created before \n", + "airdf_2019_2020 = pd.concat(df_list, ignore_index=True)\n", + "airdf_2019_2020.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Slice and dice the data to clean up" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['temperature', 'wind-speed', 'wind-gust', 'dew', 'pm25',\n", + " 'humidity', 'wind speed', 'pressure', 'wind gust', 'co', 'so2',\n", + " 'precipitation', 'no2', 'pm10', 'o3', 'aqi', 'pol', 'uvi', 'wd',\n", + " 'neph', 'mepaqi', 'pm1'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Display an overview of the Specie column\n", + "airdf_2019_2020[\"Specie\"].unique()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "temperature 310236\n", + "humidity 310145\n", + "pressure 308517\n", + "pm25 270688\n", + "no2 266793\n", + "pm10 264859\n", + "wind-speed 263292\n", + "o3 250438\n", + "so2 226576\n", + "dew 226147\n", + "co 203776\n", + "wind-gust 172805\n", + "wind speed 47002\n", + "wind gust 29576\n", + "precipitation 26825\n", + "wd 25720\n", + "aqi 8267\n", + "uvi 5632\n", + "pol 3790\n", + "pm1 1380\n", + "mepaqi 564\n", + "neph 440\n", + "Name: Specie, dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the number of data points availabe per specie \n", + "airdf_2019_2020[\"Specie\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> We understand that \"Air movements influence the fate of air pollutants. So any study of air pollution should include a study of the local weather patterns (meteorology). If the air is calm and pollutants cannot disperse, then the concentration of these pollutants will build up. On the other hand, when strong, turbulent winds blow, pollutants disperse quickly, resulting in lower pollutant concentrations.\" https://www.qld.gov.au/environment/pollution/monitoring/air/air-monitoring/meteorology-influence/meteorology-factors#:~:text=Meteorological%20factors-,Meteorological%20factors,these%20pollutants%20will%20build%20up.\n", + "Hence the Meteorology parameters like temperature, humidity, pressure, wind speed, to name a few, should have some sorts of correlations with the air quality.\n", + "(http://www.bom.gov.au/vic/observations/melbourne.shtml)\n", + "\n", + "> However, due to the scope of our project, we'll only focus on air pollutant parameters to assess their changes before COVID-19 and 6 months into the pandemic. We're not trying to explain the causes of air quality change. Hence, we'll remove data related to the following meteorology-related species: **temperature, humidity, pressure, wind-speed, dew, wind-gust, wind speed, wind gust, precipitation, wd (wind direction), uvi**.\n", + "https://aqicn.org/publishingdata/\n", + "\n", + "> We'll also remove species with the least number of available data points including **pol, pm1, mepaqi, neph**." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Identify all removed elements and update the dataframe \n", + "removed_elements = [\"temperature\", \"humidity\", \"pressure\", \"wind-speed\", \"dew\", \"wind-gust\",\n", + " \"wind speed\", \"wind gust\", \"precipitation\", \"wd\", \"uvi\", \"pol\", \"pm1\", \"mepaqi\", \"neph\"]\n", + "\n", + "clean_airdf = airdf_2019_2020[~airdf_2019_2020[\"Specie\"].isin(removed_elements)].reset_index(drop=True).copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
024/02/2020IRIsfahanpm2512954.0194.0126.010921.40
17/05/2020IRIsfahanpm2516817.0168.091.014014.00
228/05/2020IRIsfahanpm2512717.0115.072.03558.56
320/02/2020IRIsfahanpm2511326.0181.076.011209.80
423/02/2020IRIsfahanpm2513222.0132.076.03209.67
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" + ], + "text/plain": [ + " Date Country City Specie count min max median variance\n", + "0 24/02/2020 IR Isfahan pm25 129 54.0 194.0 126.0 10921.40\n", + "1 7/05/2020 IR Isfahan pm25 168 17.0 168.0 91.0 14014.00\n", + "2 28/05/2020 IR Isfahan pm25 127 17.0 115.0 72.0 3558.56\n", + "3 20/02/2020 IR Isfahan pm25 113 26.0 181.0 76.0 11209.80\n", + "4 23/02/2020 IR Isfahan pm25 132 22.0 132.0 76.0 3209.67" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "pm25 270688\n", + "no2 266793\n", + "pm10 264859\n", + "o3 250438\n", + "so2 226576\n", + "co 203776\n", + "aqi 8267\n", + "Name: Specie, dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Double check data points available for each air pollutant \n", + "clean_airdf[\"Specie\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "More about AQI:\n", + "https://www.airnow.gov/aqi/aqi-basics/\n", + "https://www.airnow.gov/sites/default/files/2020-05/aqi-technical-assistance-document-sept2018.pdf\n", + "\"Five major pollutants:\n", + "EPA establishes an AQI for five major air pollutants regulated by the Clean Air Act. Each of these pollutants has a national air quality standard set by EPA to protect public health:\n", + "\n", + "* Ground-level ozone **o3** (ppm - parts per million)\n", + "* Particulate Matter - including PM2.5 **pm25** and PM10 **pm10** (μg/m3)\n", + "* Carbon Monoxide **co** (ppm)\n", + "* Sulfur Dioxide **so2** (ppb - parts per billion)\n", + "* Nitrogen Dioxide **no2** (ppb)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "https://en.wikipedia.org/wiki/Air_pollution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"https://waqi.info/\n", + "The Air Quality Index is based on measurement of particulate matter (PM2.5 and PM10), Ozone (O3), Nitrogen Dioxide (NO2), Sulfur Dioxide (SO2) and Carbon Monoxide (CO) emissions. Most of the stations on the map are monitoring both PM2.5 and PM10 data, but there are few exceptions where only PM10 is available.\n", + "\n", + "All measurements are based on hourly readings: For instance, an AQI reported at 8AM means that the measurement was done from 7AM to 8AM.\n", + "More details https://aqicn.org/faq/\n", + "\n", + "\n", + "https://www.weatherbit.io/api/airquality-history#:~:text=Air%20Quality%20API%20(Historical),an%20air%20quality%20index%20score.\n", + "\n", + "aqi: Air Quality Index [US - EPA standard 0 - +500]\n", + "o3: Concentration of surface O3 (µg/m³)\n", + "so2: Concentration of surface SO2 (µg/m³)\n", + "no2: Concentration of surface NO2 (µg/m³)\n", + "co: Concentration of carbon monoxide (µg/m³)\n", + "pm25: Concentration of particulate matter < 2.5 microns (µg/m³)\n", + "pm10: Concentration of particulate matter < 10 microns (µg/m³)\n", + "\n", + "Some good info on air pollution impacts https://ourworldindata.org/air-pollution\n", + "https://www.who.int/health-topics/air-pollution#tab=tab_1\n", + "https://www.epa.vic.gov.au/for-community/airwatch\n", + "https://www.kaggle.com/frtgnn/clean-air-india-s-air-quality/data" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1491397 entries, 0 to 1491396\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 1491397 non-null object \n", + " 1 Country 1491397 non-null object \n", + " 2 City 1491397 non-null object \n", + " 3 Specie 1491397 non-null object \n", + " 4 count 1491397 non-null int64 \n", + " 5 min 1491397 non-null float64\n", + " 6 max 1491397 non-null float64\n", + " 7 median 1491397 non-null float64\n", + " 8 variance 1491397 non-null float64\n", + "dtypes: float64(4), int64(1), object(4)\n", + "memory usage: 102.4+ MB\n" + ] + } + ], + "source": [ + "# Check the Dtype of each column \n", + "clean_airdf.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the Date column is of a generic object type. To perform some time related analysis on this data, we need to convert it to a datetime format. We will use the \"to_datetime()\" function to convert the Date column into a datetime object. " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the Date column into a datetime object \n", + "clean_airdf[\"Date\"] = pd.to_datetime(clean_airdf[\"Date\"], format=\"%d/%m/%Y\")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
4989812018-12-31AEAbu Dhabipm252472.0152.0112.05643.19
4988912018-12-31AEAbu Dhabipm1010930.062.056.0871.33
4989182018-12-31AEAbu Dhabiso21091.627.94.6240.10
4989162018-12-31AEAbu Dhabio3810.556.527.32349.96
4990352018-12-31AEAbu Dhabino21092.849.427.91492.45
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6256362018-12-31CAQuébecno2546.029.615.0371.65
6276632018-12-31CATorontoco1202.49.02.953.52
6264682018-12-31CAVictoriao3440.813.43.4203.73
6272772018-12-31CAMontréalpm2542152.092.067.0638.68
6273412018-12-31CATorontoso291.51.51.50.00
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200 rows × 9 columns

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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", + "498891 2018-12-31 AE Abu Dhabi pm10 109 30.0 62.0 56.0 \n", + "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", + "498916 2018-12-31 AE Abu Dhabi o3 81 0.5 56.5 27.3 \n", + "499035 2018-12-31 AE Abu Dhabi no2 109 2.8 49.4 27.9 \n", + "... ... ... ... ... ... ... ... ... \n", + "625636 2018-12-31 CA Québec no2 54 6.0 29.6 15.0 \n", + "627663 2018-12-31 CA Toronto co 120 2.4 9.0 2.9 \n", + "626468 2018-12-31 CA Victoria o3 44 0.8 13.4 3.4 \n", + "627277 2018-12-31 CA Montréal pm25 421 52.0 92.0 67.0 \n", + "627341 2018-12-31 CA Toronto so2 9 1.5 1.5 1.5 \n", + "\n", + " variance \n", + "498981 5643.19 \n", + "498891 871.33 \n", + "498918 240.10 \n", + "498916 2349.96 \n", + "499035 1492.45 \n", + "... ... \n", + "625636 371.65 \n", + "627663 53.52 \n", + "626468 203.73 \n", + "627277 638.68 \n", + "627341 0.00 \n", + "\n", + "[200 rows x 9 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sort Country column alphabetically and Date column chronologically \n", + "clean_airdf = clean_airdf.sort_values(by = ['Date', 'Country'])\n", + "clean_airdf.head(200)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1491397 entries, 498981 to 360596\n", + "Data columns (total 9 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 1491397 non-null datetime64[ns]\n", + " 1 Country 1491397 non-null object \n", + " 2 City 1491397 non-null object \n", + " 3 Specie 1491397 non-null object \n", + " 4 count 1491397 non-null int64 \n", + " 5 min 1491397 non-null float64 \n", + " 6 max 1491397 non-null float64 \n", + " 7 median 1491397 non-null float64 \n", + " 8 variance 1491397 non-null float64 \n", + "dtypes: datetime64[ns](1), float64(4), int64(1), object(3)\n", + "memory usage: 113.8+ MB\n" + ] + } + ], + "source": [ + "clean_airdf.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2018-12-31 00:00:00')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the earliest date the air quality dataset covers\n", + "clean_airdf[\"Date\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-07-03 00:00:00')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the latest date the air quality dataset covers:\n", + "clean_airdf[\"Date\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['AE', 'AF', 'AR', 'AT', 'AU', 'BA', 'BD', 'BE', 'BG', 'BH', 'BO',\n", + " 'BR', 'CA', 'CH', 'CI', 'CL', 'CN', 'CO', 'CR', 'CW', 'CY', 'CZ',\n", + " 'DE', 'DK', 'DZ', 'EC', 'EE', 'ES', 'ET', 'FI', 'FR', 'GB', 'GE',\n", + " 'GH', 'GN', 'GR', 'GT', 'HK', 'HR', 'HU', 'ID', 'IE', 'IL', 'IN',\n", + " 'IQ', 'IR', 'IS', 'IT', 'JO', 'JP', 'KG', 'KR', 'KW', 'KZ', 'LA',\n", + " 'LK', 'LT', 'MK', 'ML', 'MM', 'MN', 'MO', 'MX', 'MY', 'NL', 'NO',\n", + " 'NP', 'NZ', 'PE', 'PH', 'PK', 'PL', 'PR', 'PT', 'RE', 'RO', 'RS',\n", + " 'RU', 'SA', 'SE', 'SG', 'SK', 'SV', 'TH', 'TJ', 'TM', 'TR', 'TW',\n", + " 'UA', 'UG', 'US', 'UZ', 'VN', 'XK', 'ZA'], dtype=object)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf[\"Country\"].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 95 countries in the dataframe, including Australia (AU)...." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 615 cities in our dataframe. Let's see what cities in Australia covered in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sydney 3364\n", + "Brisbane 3348\n", + "Melbourne 3284\n", + "Wollongong 3253\n", + "Darwin 3208\n", + "Adelaide 3177\n", + "Perth 3082\n", + "Newcastle 2871\n", + "Launceston 1126\n", + "Hobart 1126\n", + "Canberra 1093\n", + "Name: City, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identify the data points available for Australian cities \n", + "clean_airdf.loc[clean_airdf[\"Country\"]==\"AU\", \"City\"].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Explore the data through graphs" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['pm25', 'pm10', 'so2', 'o3', 'no2', 'co', 'aqi'], dtype=object)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Identifying the unique (common) air pollutants in the dataset \n", + "air_pollutants = clean_airdf[\"Specie\"].unique()\n", + "air_pollutants" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "LOOKING AT THE MEDIAN LEVELS OF CO2, AN AIR POLLUTANT THAT DUE TO ITS NATURE WOULD BE THE MOST IMPACTED BY COVID RESTRICTIONS SUCH AS LESS TRAVEL. WE WILL COMPARE A MAJOR AUSTRALIAN CITY WITH A MAJOR INDIAN CITY TO SHOW THAT AUSTRALIA'S AIR QUALITY AS IT STANDS IS QUITE GOOD. " + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
4989812018-12-31AEAbu Dhabipm252472.0152.0112.05643.19
4988912018-12-31AEAbu Dhabipm1010930.062.056.0871.33
4989182018-12-31AEAbu Dhabiso21091.627.94.6240.10
4989162018-12-31AEAbu Dhabio3810.556.527.32349.96
4990352018-12-31AEAbu Dhabino21092.849.427.91492.45
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3609982020-07-03ZABloemfonteinpm1010106.0652.0206.0284189.00
3579592020-07-03ZAPretoriapm25205.0433.0151.0118732.00
3606442020-07-03ZABloemfonteinpm2510174.0488.0257.0103944.00
3638352020-07-03ZAKlerksdorpso2101.13.11.65.69
3605962020-07-03ZAJohannesburgno2323.233.96.4881.14
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1491397 rows × 9 columns

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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", + "498891 2018-12-31 AE Abu Dhabi pm10 109 30.0 62.0 56.0 \n", + "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", + "498916 2018-12-31 AE Abu Dhabi o3 81 0.5 56.5 27.3 \n", + "499035 2018-12-31 AE Abu Dhabi no2 109 2.8 49.4 27.9 \n", + "... ... ... ... ... ... ... ... ... \n", + "360998 2020-07-03 ZA Bloemfontein pm10 10 106.0 652.0 206.0 \n", + "357959 2020-07-03 ZA Pretoria pm25 20 5.0 433.0 151.0 \n", + "360644 2020-07-03 ZA Bloemfontein pm25 10 174.0 488.0 257.0 \n", + "363835 2020-07-03 ZA Klerksdorp so2 10 1.1 3.1 1.6 \n", + "360596 2020-07-03 ZA Johannesburg no2 32 3.2 33.9 6.4 \n", + "\n", + " variance \n", + "498981 5643.19 \n", + "498891 871.33 \n", + "498918 240.10 \n", + "498916 2349.96 \n", + "499035 1492.45 \n", + "... ... \n", + "360998 284189.00 \n", + "357959 118732.00 \n", + "360644 103944.00 \n", + "363835 5.69 \n", + "360596 881.14 \n", + "\n", + "[1491397 rows x 9 columns]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "CO DATA ON NEW DELHI IN INDA " + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
5263182018-12-31INDelhico6400.1105.321.53773.06
5263232019-01-01INDelhico6680.1116.817.63940.94
5263242019-01-02INDelhico6810.1138.919.94782.22
5263622019-01-03INDelhico6630.1133.818.52615.45
5263862019-01-04INDelhico6450.291.015.01728.86
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4282642020-06-29INDelhico8040.184.56.2415.50
4282132020-06-30INDelhico7320.184.26.9486.74
4281722020-07-01INDelhico8920.141.67.4207.65
4283102020-07-02INDelhico9080.138.17.6196.80
4282042020-07-03INDelhico4700.133.47.8216.10
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564 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " Date Country City Specie count min max median variance\n", + "526318 2018-12-31 IN Delhi co 640 0.1 105.3 21.5 3773.06\n", + "526323 2019-01-01 IN Delhi co 668 0.1 116.8 17.6 3940.94\n", + "526324 2019-01-02 IN Delhi co 681 0.1 138.9 19.9 4782.22\n", + "526362 2019-01-03 IN Delhi co 663 0.1 133.8 18.5 2615.45\n", + "526386 2019-01-04 IN Delhi co 645 0.2 91.0 15.0 1728.86\n", + "... ... ... ... ... ... ... ... ... ...\n", + "428264 2020-06-29 IN Delhi co 804 0.1 84.5 6.2 415.50\n", + "428213 2020-06-30 IN Delhi co 732 0.1 84.2 6.9 486.74\n", + "428172 2020-07-01 IN Delhi co 892 0.1 41.6 7.4 207.65\n", + "428310 2020-07-02 IN Delhi co 908 0.1 38.1 7.6 196.80\n", + "428204 2020-07-03 IN Delhi co 470 0.1 33.4 7.8 216.10\n", + "\n", + "[564 rows x 9 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Filter dataframe to just India \n", + "india_df = clean_airdf.loc[clean_airdf[\"Country\"] == \"IN\"] \n", + "\n", + "# Filter dataframe to just Delhi \n", + "delhi_df = india_df.loc[india_df[\"City\"] == \"Delhi\"]\n", + "\n", + "# Filter dataframe to just co air pollutant \n", + "delhi_co_df = delhi_df.loc[delhi_df[\"Specie\"] == \"co\"]\n", + "delhi_co_df" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Set Date column to index \n", + "delhi_co_df.set_index('Date')\n", + "\n", + "# Filter dates for 2019 Q1\n", + "start_date = '2019-01-01'\n", + "end_date = '2019-03-31'\n", + "Q1_2019 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_Q1_2019 = delhi_co_df.loc[Q1_2019]\n", + "delhi_Q1_2019\n", + "\n", + "# Filter dates for 2019 Q2\n", + "start_date = '2019-04-01'\n", + "end_date = '2019-06-30'\n", + "Q2_2019 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_Q2_2019 = delhi_co_df.loc[Q2_2019]\n", + "delhi_Q2_2019\n", + "\n", + "# Filter dates for 2020 Q1\n", + "start_date = '2020-01-01'\n", + "end_date = '2020-03-31'\n", + "Q1_2020 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_Q1_2020 = delhi_co_df.loc[Q1_2020]\n", + "\n", + "\n", + "# Filter dates for 2020 Q2\n", + "start_date = '2020-04-01'\n", + "end_date = '2020-06-30'\n", + "Q2_2020 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_Q2_2020 = delhi_co_df.loc[Q2_2020]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "CO DATA ON MELBOURNE " + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
6559552018-12-31AUMelbourneco361.23.42.35.10
6559562019-01-01AUMelbourneco181.22.31.23.20
6559632019-01-02AUMelbourneco181.22.31.23.20
6559752019-01-03AUMelbourneco481.24.52.313.47
6559422019-01-04AUMelbourneco541.24.52.313.09
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1755182020-06-29AUMelbourneco1151.815.66.2111.74
1756182020-06-30AUMelbourneco1071.711.23.246.83
1755662020-07-01AUMelbourneco1150.59.88.599.23
1755972020-07-02AUMelbourneco1001.07.62.017.19
1755442020-07-03AUMelbourneco800.84.41.92.71
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544 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "655955 2018-12-31 AU Melbourne co 36 1.2 3.4 2.3 \n", + "655956 2019-01-01 AU Melbourne co 18 1.2 2.3 1.2 \n", + "655963 2019-01-02 AU Melbourne co 18 1.2 2.3 1.2 \n", + "655975 2019-01-03 AU Melbourne co 48 1.2 4.5 2.3 \n", + "655942 2019-01-04 AU Melbourne co 54 1.2 4.5 2.3 \n", + "... ... ... ... ... ... ... ... ... \n", + "175518 2020-06-29 AU Melbourne co 115 1.8 15.6 6.2 \n", + "175618 2020-06-30 AU Melbourne co 107 1.7 11.2 3.2 \n", + "175566 2020-07-01 AU Melbourne co 115 0.5 9.8 8.5 \n", + "175597 2020-07-02 AU Melbourne co 100 1.0 7.6 2.0 \n", + "175544 2020-07-03 AU Melbourne co 80 0.8 4.4 1.9 \n", + "\n", + " variance \n", + "655955 5.10 \n", + "655956 3.20 \n", + "655963 3.20 \n", + "655975 13.47 \n", + "655942 13.09 \n", + "... ... \n", + "175518 111.74 \n", + "175618 46.83 \n", + "175566 99.23 \n", + "175597 17.19 \n", + "175544 2.71 \n", + "\n", + "[544 rows x 9 columns]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Filter dataframe to just Australia \n", + "au_df = clean_airdf.loc[clean_airdf[\"Country\"] == \"AU\"] \n", + "\n", + "# Filter dataframe to just Melbourne \n", + "mel_df = au_df.loc[au_df[\"City\"] == \"Melbourne\"]\n", + "\n", + "# Filter dataframe to just co air pollutant \n", + "mel_co_df = mel_df.loc[mel_df[\"Specie\"] == \"co\"]\n", + "mel_co_df" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "# Set Date column to index \n", + "mel_co_df.set_index('Date')\n", + "\n", + "# Filter dates for 2019 Q1\n", + "start_date = '2019-01-01'\n", + "end_date = '2019-03-31'\n", + "Q1_2019 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_Q1_2019 = mel_co_df.loc[Q1_2019]\n", + "mel_Q1_2019\n", + "\n", + "# Filter dates for 2019 Q2\n", + "start_date = '2019-04-01'\n", + "end_date = '2019-06-30'\n", + "Q2_2019 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_Q2_2019 = mel_co_df.loc[Q2_2019]\n", + "mel_Q2_2019\n", + "\n", + "# Filter dates for 2020 Q1\n", + "start_date = '2020-01-01'\n", + "end_date = '2020-03-31'\n", + "Q1_2020 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_Q1_2020 = mel_co_df.loc[Q1_2020]\n", + "\n", + "# Filter dates for 2020 Q2\n", + "start_date = '2020-04-01'\n", + "end_date = '2020-06-30'\n", + "Q2_2020 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_Q2_2020 = mel_co_df.loc[Q2_2020]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def specie_median_distribution(df, country):\n", + "\n", + " country_air_df = df[df[\"Country\"] == country]\n", + "\n", + " fig, ax = plt.subplots(\n", + " figsize=(10, 2*len(unique_species)),\n", + " ncols=1,\n", + " nrows=len(unique_species)\n", + " )\n", + "\n", + " for index, specie in enumerate(unique_species):\n", + " red_square=dict(markerfacecolor='r', marker='s', alpha=0.4)\n", + "\n", + " country_air_df[country_air_df[\"Specie\"] == specie].boxplot(\n", + " column=\"median\",\n", + " flierprops=red_square,\n", + " ax=ax[index],\n", + " vert=False)\n", + " ax[index].set_title=f\"Distribution of median {specie} values in {country} (2019-2020H1)\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'unique_species' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mspecie_median_distribution\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclean_airdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"AU\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m\u001b[0m in \u001b[0;36mspecie_median_distribution\u001b[1;34m(df, country)\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m fig, ax = plt.subplots(\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0munique_species\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0mncols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mnrows\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0munique_species\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'unique_species' is not defined" + ] + } + ], + "source": [ + "specie_median_distribution(clean_airdf, \"AU\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## COVID-19 DATA EXPLORATION AND CLEAN UP" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Covid-19 is sourced from here https://covid19api.com/" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'Country': 'Congo (Kinshasa)', 'ISO2': 'CD', 'Slug': 'congo-kinshasa'},\n", + " {'Country': 'Pakistan', 'ISO2': 'PK', 'Slug': 'pakistan'},\n", + " {'Country': 'Botswana', 'ISO2': 'BW', 'Slug': 'botswana'},\n", + " {'Country': 'Denmark', 'ISO2': 'DK', 'Slug': 'denmark'},\n", + " {'Country': 'Djibouti', 'ISO2': 'DJ', 'Slug': 'djibouti'},\n", + " {'Country': 'Japan', 'ISO2': 'JP', 'Slug': 'japan'},\n", + " {'Country': 'Niue', 'ISO2': 'NU', 'Slug': 'niue'},\n", + " {'Country': 'ALA Aland Islands', 'ISO2': 'AX', 'Slug': 'ala-aland-islands'},\n", + " {'Country': 'Bosnia and Herzegovina',\n", + " 'ISO2': 'BA',\n", + " 'Slug': 'bosnia-and-herzegovina'},\n", + " {'Country': 'Comoros', 'ISO2': 'KM', 'Slug': 'comoros'},\n", + " {'Country': 'French Southern Territories',\n", + " 'ISO2': 'TF',\n", + " 'Slug': 'french-southern-territories'},\n", + " {'Country': 'Serbia', 'ISO2': 'RS', 'Slug': 'serbia'},\n", + " {'Country': 'Slovenia', 'ISO2': 'SI', 'Slug': 'slovenia'},\n", + " {'Country': 'Estonia', 'ISO2': 'EE', 'Slug': 'estonia'},\n", + " {'Country': 'Isle of Man', 'ISO2': 'IM', 'Slug': 'isle-of-man'},\n", + " {'Country': 'Hungary', 'ISO2': 'HU', 'Slug': 'hungary'},\n", + " {'Country': 'Jordan', 'ISO2': 'JO', 'Slug': 'jordan'},\n", + " {'Country': 'Turkey', 'ISO2': 'TR', 'Slug': 'turkey'},\n", + " {'Country': 'British Indian Ocean Territory',\n", + " 'ISO2': 'IO',\n", + " 'Slug': 'british-indian-ocean-territory'},\n", + " {'Country': 'Christmas Island', 'ISO2': 'CX', 'Slug': 'christmas-island'},\n", + " {'Country': 'Micronesia, Federated States of',\n", + " 'ISO2': 'FM',\n", + " 'Slug': 'micronesia'},\n", + " {'Country': 'Nicaragua', 'ISO2': 'NI', 'Slug': 'nicaragua'},\n", + " {'Country': 'Iraq', 'ISO2': 'IQ', 'Slug': 'iraq'},\n", + " {'Country': 'Jersey', 'ISO2': 'JE', 'Slug': 'jersey'},\n", + " {'Country': 'Mozambique', 'ISO2': 'MZ', 'Slug': 'mozambique'},\n", + " {'Country': 'Hong Kong, SAR China',\n", + " 'ISO2': 'HK',\n", + " 'Slug': 'hong-kong-sar-china'},\n", + " {'Country': 'Iceland', 'ISO2': 'IS', 'Slug': 'iceland'},\n", + " {'Country': 'Sri Lanka', 'ISO2': 'LK', 'Slug': 'sri-lanka'},\n", + " {'Country': 'Syrian Arab Republic (Syria)', 'ISO2': 'SY', 'Slug': 'syria'},\n", + " {'Country': 'Zimbabwe', 'ISO2': 'ZW', 'Slug': 'zimbabwe'},\n", + " {'Country': 'Bouvet Island', 'ISO2': 'BV', 'Slug': 'bouvet-island'},\n", + " {'Country': 'Norway', 'ISO2': 'NO', 'Slug': 'norway'},\n", + " {'Country': 'Turkmenistan', 'ISO2': 'TM', 'Slug': 'turkmenistan'},\n", + " {'Country': 'Wallis and Futuna Islands',\n", + " 'ISO2': 'WF',\n", + " 'Slug': 'wallis-and-futuna-islands'},\n", + " {'Country': 'Thailand', 'ISO2': 'TH', 'Slug': 'thailand'},\n", + " {'Country': 'Costa Rica', 'ISO2': 'CR', 'Slug': 'costa-rica'},\n", + " {'Country': 'Haiti', 'ISO2': 'HT', 'Slug': 'haiti'},\n", + " {'Country': 'Heard and Mcdonald Islands',\n", + " 'ISO2': 'HM',\n", + " 'Slug': 'heard-and-mcdonald-islands'},\n", + " {'Country': 'Latvia', 'ISO2': 'LV', 'Slug': 'latvia'},\n", + " {'Country': 'Montserrat', 'ISO2': 'MS', 'Slug': 'montserrat'},\n", + " {'Country': 'Réunion', 'ISO2': 'RE', 'Slug': 'réunion'},\n", + " {'Country': 'Cuba', 'ISO2': 'CU', 'Slug': 'cuba'},\n", + " {'Country': 'Cyprus', 'ISO2': 'CY', 'Slug': 'cyprus'},\n", + " {'Country': 'Faroe Islands', 'ISO2': 'FO', 'Slug': 'faroe-islands'},\n", + " {'Country': 'Gambia', 'ISO2': 'GM', 'Slug': 'gambia'},\n", + " {'Country': 'Seychelles', 'ISO2': 'SC', 'Slug': 'seychelles'},\n", + " {'Country': 'Argentina', 'ISO2': 'AR', 'Slug': 'argentina'},\n", + " {'Country': 'Belize', 'ISO2': 'BZ', 'Slug': 'belize'},\n", + " {'Country': 'Saint-Martin (French part)',\n", + " 'ISO2': 'MF',\n", + " 'Slug': 'saint-martin-french-part'},\n", + " {'Country': 'Tuvalu', 'ISO2': 'TV', 'Slug': 'tuvalu'},\n", + " {'Country': 'Liechtenstein', 'ISO2': 'LI', 'Slug': 'liechtenstein'},\n", + " {'Country': 'Philippines', 'ISO2': 'PH', 'Slug': 'philippines'},\n", + " {'Country': 'Saint Vincent and Grenadines',\n", + " 'ISO2': 'VC',\n", + " 'Slug': 'saint-vincent-and-the-grenadines'},\n", + " {'Country': 'Netherlands', 'ISO2': 'NL', 'Slug': 'netherlands'},\n", + " {'Country': 'Saint Helena', 'ISO2': 'SH', 'Slug': 'saint-helena'},\n", + " {'Country': 'Viet Nam', 'ISO2': 'VN', 'Slug': 'vietnam'},\n", + " {'Country': 'Virgin Islands, US', 'ISO2': 'VI', 'Slug': 'virgin-islands'},\n", + " {'Country': 'Aruba', 'ISO2': 'AW', 'Slug': 'aruba'},\n", + " {'Country': 'Kazakhstan', 'ISO2': 'KZ', 'Slug': 'kazakhstan'},\n", + " {'Country': 'Kiribati', 'ISO2': 'KI', 'Slug': 'kiribati'},\n", + " {'Country': 'San Marino', 'ISO2': 'SM', 'Slug': 'san-marino'},\n", + " {'Country': 'Sao Tome and Principe',\n", + " 'ISO2': 'ST',\n", + " 'Slug': 'sao-tome-and-principe'},\n", + " {'Country': 'Sierra Leone', 'ISO2': 'SL', 'Slug': 'sierra-leone'},\n", + " {'Country': 'Antigua and Barbuda',\n", + " 'ISO2': 'AG',\n", + " 'Slug': 'antigua-and-barbuda'},\n", + " {'Country': 'Croatia', 'ISO2': 'HR', 'Slug': 'croatia'},\n", + " {'Country': 'Guernsey', 'ISO2': 'GG', 'Slug': 'guernsey'},\n", + " {'Country': 'Swaziland', 'ISO2': 'SZ', 'Slug': 'swaziland'},\n", + " {'Country': 'Belgium', 'ISO2': 'BE', 'Slug': 'belgium'},\n", + " {'Country': 'Myanmar', 'ISO2': 'MM', 'Slug': 'myanmar'},\n", + " {'Country': 'Anguilla', 'ISO2': 'AI', 'Slug': 'anguilla'},\n", + " {'Country': 'Ecuador', 'ISO2': 'EC', 'Slug': 'ecuador'},\n", + " {'Country': 'Mexico', 'ISO2': 'MX', 'Slug': 'mexico'},\n", + " {'Country': 'Malaysia', 'ISO2': 'MY', 'Slug': 'malaysia'},\n", + " {'Country': 'Poland', 'ISO2': 'PL', 'Slug': 'poland'},\n", + " {'Country': 'United States of America', 'ISO2': 'US', 'Slug': 'united-states'},\n", + " {'Country': 'Brazil', 'ISO2': 'BR', 'Slug': 'brazil'},\n", + " {'Country': 'Dominican Republic', 'ISO2': 'DO', 'Slug': 'dominican-republic'},\n", + " {'Country': 'Ireland', 'ISO2': 'IE', 'Slug': 'ireland'},\n", + " {'Country': 'Vanuatu', 'ISO2': 'VU', 'Slug': 'vanuatu'},\n", + " {'Country': 'Slovakia', 'ISO2': 'SK', 'Slug': 'slovakia'},\n", + " {'Country': 'Algeria', 'ISO2': 'DZ', 'Slug': 'algeria'},\n", + " {'Country': 'Belarus', 'ISO2': 'BY', 'Slug': 'belarus'},\n", + " {'Country': 'Fiji', 'ISO2': 'FJ', 'Slug': 'fiji'},\n", + " {'Country': 'Guinea', 'ISO2': 'GN', 'Slug': 'guinea'},\n", + " {'Country': 'Australia', 'ISO2': 'AU', 'Slug': 'australia'},\n", + " {'Country': 'Central African Republic',\n", + " 'ISO2': 'CF',\n", + " 'Slug': 'central-african-republic'},\n", + " {'Country': 'Senegal', 'ISO2': 'SN', 'Slug': 'senegal'},\n", + " {'Country': 'American Samoa', 'ISO2': 'AS', 'Slug': 'american-samoa'},\n", + " {'Country': 'El Salvador', 'ISO2': 'SV', 'Slug': 'el-salvador'},\n", + " {'Country': 'Macedonia, Republic of', 'ISO2': 'MK', 'Slug': 'macedonia'},\n", + " {'Country': 'Tajikistan', 'ISO2': 'TJ', 'Slug': 'tajikistan'},\n", + " {'Country': \"Côte d'Ivoire\", 'ISO2': 'CI', 'Slug': 'cote-divoire'},\n", + " {'Country': 'Israel', 'ISO2': 'IL', 'Slug': 'israel'},\n", + " {'Country': 'Lebanon', 'ISO2': 'LB', 'Slug': 'lebanon'},\n", + " {'Country': 'United Kingdom', 'ISO2': 'GB', 'Slug': 'united-kingdom'},\n", + " {'Country': 'Albania', 'ISO2': 'AL', 'Slug': 'albania'},\n", + " {'Country': 'Benin', 'ISO2': 'BJ', 'Slug': 'benin'},\n", + " {'Country': 'Romania', 'ISO2': 'RO', 'Slug': 'romania'},\n", + " {'Country': 'Rwanda', 'ISO2': 'RW', 'Slug': 'rwanda'},\n", + " {'Country': 'Barbados', 'ISO2': 'BB', 'Slug': 'barbados'},\n", + " {'Country': 'Brunei Darussalam', 'ISO2': 'BN', 'Slug': 'brunei'},\n", + " {'Country': 'Mayotte', 'ISO2': 'YT', 'Slug': 'mayotte'},\n", + " {'Country': 'Namibia', 'ISO2': 'NA', 'Slug': 'namibia'},\n", + " {'Country': 'Palau', 'ISO2': 'PW', 'Slug': 'palau'},\n", + " {'Country': 'Western Sahara', 'ISO2': 'EH', 'Slug': 'western-sahara'},\n", + " {'Country': 'Andorra', 'ISO2': 'AD', 'Slug': 'andorra'},\n", + " {'Country': 'South Georgia and the South Sandwich Islands',\n", + " 'ISO2': 'GS',\n", + " 'Slug': 'south-georgia-and-the-south-sandwich-islands'},\n", + " {'Country': 'Uganda', 'ISO2': 'UG', 'Slug': 'uganda'},\n", + " {'Country': 'Venezuela (Bolivarian Republic)',\n", + " 'ISO2': 'VE',\n", + " 'Slug': 'venezuela'},\n", + " {'Country': 'Azerbaijan', 'ISO2': 'AZ', 'Slug': 'azerbaijan'},\n", + " {'Country': 'Guyana', 'ISO2': 'GY', 'Slug': 'guyana'},\n", + " {'Country': 'Guinea-Bissau', 'ISO2': 'GW', 'Slug': 'guinea-bissau'},\n", + " {'Country': 'New Zealand', 'ISO2': 'NZ', 'Slug': 'new-zealand'},\n", + " {'Country': 'Saudi Arabia', 'ISO2': 'SA', 'Slug': 'saudi-arabia'},\n", + " {'Country': 'Solomon Islands', 'ISO2': 'SB', 'Slug': 'solomon-islands'},\n", + " {'Country': 'South Sudan', 'ISO2': 'SS', 'Slug': 'south-sudan'},\n", + " {'Country': 'Dominica', 'ISO2': 'DM', 'Slug': 'dominica'},\n", + " {'Country': 'Lithuania', 'ISO2': 'LT', 'Slug': 'lithuania'},\n", + " {'Country': 'New Caledonia', 'ISO2': 'NC', 'Slug': 'new-caledonia'},\n", + " {'Country': 'Ukraine', 'ISO2': 'UA', 'Slug': 'ukraine'},\n", + " {'Country': 'Angola', 'ISO2': 'AO', 'Slug': 'angola'},\n", + " {'Country': 'Madagascar', 'ISO2': 'MG', 'Slug': 'madagascar'},\n", + " {'Country': 'Qatar', 'ISO2': 'QA', 'Slug': 'qatar'},\n", + " {'Country': 'Tonga', 'ISO2': 'TO', 'Slug': 'tonga'},\n", + " {'Country': 'Armenia', 'ISO2': 'AM', 'Slug': 'armenia'},\n", + " {'Country': 'Bhutan', 'ISO2': 'BT', 'Slug': 'bhutan'},\n", + " {'Country': 'Egypt', 'ISO2': 'EG', 'Slug': 'egypt'},\n", + " {'Country': 'Equatorial Guinea', 'ISO2': 'GQ', 'Slug': 'equatorial-guinea'},\n", + " {'Country': 'Finland', 'ISO2': 'FI', 'Slug': 'finland'},\n", + " {'Country': 'Ghana', 'ISO2': 'GH', 'Slug': 'ghana'},\n", + " {'Country': 'Uruguay', 'ISO2': 'UY', 'Slug': 'uruguay'},\n", + " {'Country': 'Zambia', 'ISO2': 'ZM', 'Slug': 'zambia'},\n", + " {'Country': 'Lesotho', 'ISO2': 'LS', 'Slug': 'lesotho'},\n", + " {'Country': 'Timor-Leste', 'ISO2': 'TL', 'Slug': 'timor-leste'},\n", + " {'Country': 'British Virgin Islands',\n", + " 'ISO2': 'VG',\n", + " 'Slug': 'british-virgin-islands'},\n", + " {'Country': 'France', 'ISO2': 'FR', 'Slug': 'france'},\n", + " {'Country': 'Cape Verde', 'ISO2': 'CV', 'Slug': 'cape-verde'},\n", + " {'Country': 'Falkland Islands (Malvinas)',\n", + " 'ISO2': 'FK',\n", + " 'Slug': 'falkland-islands-malvinas'},\n", + " {'Country': 'Palestinian Territory', 'ISO2': 'PS', 'Slug': 'palestine'},\n", + " {'Country': 'Pitcairn', 'ISO2': 'PN', 'Slug': 'pitcairn'},\n", + " {'Country': 'Taiwan, Republic of China', 'ISO2': 'TW', 'Slug': 'taiwan'},\n", + " {'Country': 'Ethiopia', 'ISO2': 'ET', 'Slug': 'ethiopia'},\n", + " {'Country': 'Gabon', 'ISO2': 'GA', 'Slug': 'gabon'},\n", + " {'Country': 'Panama', 'ISO2': 'PA', 'Slug': 'panama'},\n", + " {'Country': 'Bahamas', 'ISO2': 'BS', 'Slug': 'bahamas'},\n", + " {'Country': 'Bahrain', 'ISO2': 'BH', 'Slug': 'bahrain'},\n", + " {'Country': 'Bolivia', 'ISO2': 'BO', 'Slug': 'bolivia'},\n", + " {'Country': 'Mauritius', 'ISO2': 'MU', 'Slug': 'mauritius'},\n", + " {'Country': 'Sudan', 'ISO2': 'SD', 'Slug': 'sudan'},\n", + " {'Country': 'Togo', 'ISO2': 'TG', 'Slug': 'togo'},\n", + " {'Country': 'Guadeloupe', 'ISO2': 'GP', 'Slug': 'guadeloupe'},\n", + " {'Country': 'Kuwait', 'ISO2': 'KW', 'Slug': 'kuwait'},\n", + " {'Country': 'Mali', 'ISO2': 'ML', 'Slug': 'mali'},\n", + " {'Country': 'Moldova', 'ISO2': 'MD', 'Slug': 'moldova'},\n", + " {'Country': 'Puerto Rico', 'ISO2': 'PR', 'Slug': 'puerto-rico'},\n", + " {'Country': 'US Minor Outlying Islands',\n", + " 'ISO2': 'UM',\n", + " 'Slug': 'us-minor-outlying-islands'},\n", + " {'Country': 'Korea (South)', 'ISO2': 'KR', 'Slug': 'korea-south'},\n", + " {'Country': 'Congo (Brazzaville)', 'ISO2': 'CG', 'Slug': 'congo-brazzaville'},\n", + " {'Country': 'Georgia', 'ISO2': 'GE', 'Slug': 'georgia'},\n", + " {'Country': 'Lao PDR', 'ISO2': 'LA', 'Slug': 'lao-pdr'},\n", + " {'Country': 'Burundi', 'ISO2': 'BI', 'Slug': 'burundi'},\n", + " {'Country': 'Chile', 'ISO2': 'CL', 'Slug': 'chile'},\n", + " {'Country': 'Kyrgyzstan', 'ISO2': 'KG', 'Slug': 'kyrgyzstan'},\n", + " {'Country': 'Mauritania', 'ISO2': 'MR', 'Slug': 'mauritania'},\n", + " {'Country': 'Nauru', 'ISO2': 'NR', 'Slug': 'nauru'},\n", + " {'Country': 'Svalbard and Jan Mayen Islands',\n", + " 'ISO2': 'SJ',\n", + " 'Slug': 'svalbard-and-jan-mayen-islands'},\n", + " {'Country': 'Austria', 'ISO2': 'AT', 'Slug': 'austria'},\n", + " {'Country': 'Bulgaria', 'ISO2': 'BG', 'Slug': 'bulgaria'},\n", + " {'Country': 'Czech Republic', 'ISO2': 'CZ', 'Slug': 'czech-republic'},\n", + " {'Country': 'Northern Mariana Islands',\n", + " 'ISO2': 'MP',\n", + " 'Slug': 'northern-mariana-islands'},\n", + " {'Country': 'United Arab Emirates',\n", + " 'ISO2': 'AE',\n", + " 'Slug': 'united-arab-emirates'},\n", + " {'Country': 'Cayman Islands', 'ISO2': 'KY', 'Slug': 'cayman-islands'},\n", + " {'Country': 'Luxembourg', 'ISO2': 'LU', 'Slug': 'luxembourg'},\n", + " {'Country': 'Marshall Islands', 'ISO2': 'MH', 'Slug': 'marshall-islands'},\n", + " {'Country': 'South Africa', 'ISO2': 'ZA', 'Slug': 'south-africa'},\n", + " {'Country': 'Colombia', 'ISO2': 'CO', 'Slug': 'colombia'},\n", + " {'Country': 'Saint-Barthélemy', 'ISO2': 'BL', 'Slug': 'saint-barthélemy'},\n", + " {'Country': 'Norfolk Island', 'ISO2': 'NF', 'Slug': 'norfolk-island'},\n", + " {'Country': 'Afghanistan', 'ISO2': 'AF', 'Slug': 'afghanistan'},\n", + " {'Country': 'Bermuda', 'ISO2': 'BM', 'Slug': 'bermuda'},\n", + " {'Country': 'Greece', 'ISO2': 'GR', 'Slug': 'greece'},\n", + " {'Country': 'Indonesia', 'ISO2': 'ID', 'Slug': 'indonesia'},\n", + " {'Country': 'Iran, Islamic Republic of', 'ISO2': 'IR', 'Slug': 'iran'},\n", + " {'Country': 'Malawi', 'ISO2': 'MW', 'Slug': 'malawi'},\n", + " {'Country': 'Niger', 'ISO2': 'NE', 'Slug': 'niger'},\n", + " {'Country': 'Papua New Guinea', 'ISO2': 'PG', 'Slug': 'papua-new-guinea'},\n", + " {'Country': 'Somalia', 'ISO2': 'SO', 'Slug': 'somalia'},\n", + " {'Country': 'Turks and Caicos Islands',\n", + " 'ISO2': 'TC',\n", + " 'Slug': 'turks-and-caicos-islands'},\n", + " {'Country': 'Cambodia', 'ISO2': 'KH', 'Slug': 'cambodia'},\n", + " {'Country': 'Netherlands Antilles',\n", + " 'ISO2': 'AN',\n", + " 'Slug': 'netherlands-antilles'},\n", + " {'Country': 'Nigeria', 'ISO2': 'NG', 'Slug': 'nigeria'},\n", + " {'Country': 'Saint Kitts and Nevis',\n", + " 'ISO2': 'KN',\n", + " 'Slug': 'saint-kitts-and-nevis'},\n", + " {'Country': 'Samoa', 'ISO2': 'WS', 'Slug': 'samoa'},\n", + " {'Country': 'Cameroon', 'ISO2': 'CM', 'Slug': 'cameroon'},\n", + " {'Country': 'Maldives', 'ISO2': 'MV', 'Slug': 'maldives'},\n", + " {'Country': 'Peru', 'ISO2': 'PE', 'Slug': 'peru'},\n", + " {'Country': 'China', 'ISO2': 'CN', 'Slug': 'china'},\n", + " {'Country': 'Guatemala', 'ISO2': 'GT', 'Slug': 'guatemala'},\n", + " {'Country': 'Honduras', 'ISO2': 'HN', 'Slug': 'honduras'},\n", + " {'Country': 'Korea (North)', 'ISO2': 'KP', 'Slug': 'korea-north'},\n", + " {'Country': 'Singapore', 'ISO2': 'SG', 'Slug': 'singapore'},\n", + " {'Country': 'Tanzania, United Republic of', 'ISO2': 'TZ', 'Slug': 'tanzania'},\n", + " {'Country': 'Burkina Faso', 'ISO2': 'BF', 'Slug': 'burkina-faso'},\n", + " {'Country': 'Eritrea', 'ISO2': 'ER', 'Slug': 'eritrea'},\n", + " {'Country': 'Grenada', 'ISO2': 'GD', 'Slug': 'grenada'},\n", + " {'Country': 'Holy See (Vatican City State)',\n", + " 'ISO2': 'VA',\n", + " 'Slug': 'holy-see-vatican-city-state'},\n", + " {'Country': 'Nepal', 'ISO2': 'NP', 'Slug': 'nepal'},\n", + " {'Country': 'Saint Pierre and Miquelon',\n", + " 'ISO2': 'PM',\n", + " 'Slug': 'saint-pierre-and-miquelon'},\n", + " {'Country': 'French Polynesia', 'ISO2': 'PF', 'Slug': 'french-polynesia'},\n", + " {'Country': 'Mongolia', 'ISO2': 'MN', 'Slug': 'mongolia'},\n", + " {'Country': 'Portugal', 'ISO2': 'PT', 'Slug': 'portugal'},\n", + " {'Country': 'Sweden', 'ISO2': 'SE', 'Slug': 'sweden'},\n", + " {'Country': 'Switzerland', 'ISO2': 'CH', 'Slug': 'switzerland'},\n", + " {'Country': 'Cocos (Keeling) Islands',\n", + " 'ISO2': 'CC',\n", + " 'Slug': 'cocos-keeling-islands'},\n", + " {'Country': 'Bangladesh', 'ISO2': 'BD', 'Slug': 'bangladesh'},\n", + " {'Country': 'Canada', 'ISO2': 'CA', 'Slug': 'canada'},\n", + " {'Country': 'Gibraltar', 'ISO2': 'GI', 'Slug': 'gibraltar'},\n", + " {'Country': 'Jamaica', 'ISO2': 'JM', 'Slug': 'jamaica'},\n", + " {'Country': 'Montenegro', 'ISO2': 'ME', 'Slug': 'montenegro'},\n", + " {'Country': 'Oman', 'ISO2': 'OM', 'Slug': 'oman'},\n", + " {'Country': 'Yemen', 'ISO2': 'YE', 'Slug': 'yemen'},\n", + " {'Country': 'Tunisia', 'ISO2': 'TN', 'Slug': 'tunisia'},\n", + " {'Country': 'Greenland', 'ISO2': 'GL', 'Slug': 'greenland'},\n", + " {'Country': 'Guam', 'ISO2': 'GU', 'Slug': 'guam'},\n", + " {'Country': 'Libya', 'ISO2': 'LY', 'Slug': 'libya'},\n", + " {'Country': 'Martinique', 'ISO2': 'MQ', 'Slug': 'martinique'},\n", + " {'Country': 'Morocco', 'ISO2': 'MA', 'Slug': 'morocco'},\n", + " {'Country': 'Chad', 'ISO2': 'TD', 'Slug': 'chad'},\n", + " {'Country': 'Italy', 'ISO2': 'IT', 'Slug': 'italy'},\n", + " {'Country': 'Kenya', 'ISO2': 'KE', 'Slug': 'kenya'},\n", + " {'Country': 'Liberia', 'ISO2': 'LR', 'Slug': 'liberia'},\n", + " {'Country': 'Saint Lucia', 'ISO2': 'LC', 'Slug': 'saint-lucia'},\n", + " {'Country': 'Spain', 'ISO2': 'ES', 'Slug': 'spain'},\n", + " {'Country': 'Trinidad and Tobago',\n", + " 'ISO2': 'TT',\n", + " 'Slug': 'trinidad-and-tobago'},\n", + " {'Country': 'French Guiana', 'ISO2': 'GF', 'Slug': 'french-guiana'},\n", + " {'Country': 'Macao, SAR China', 'ISO2': 'MO', 'Slug': 'macao-sar-china'},\n", + " {'Country': 'Monaco', 'ISO2': 'MC', 'Slug': 'monaco'},\n", + " {'Country': 'Republic of Kosovo', 'ISO2': 'XK', 'Slug': 'kosovo'},\n", + " {'Country': 'India', 'ISO2': 'IN', 'Slug': 'india'},\n", + " {'Country': 'Malta', 'ISO2': 'MT', 'Slug': 'malta'},\n", + " {'Country': 'Russian Federation', 'ISO2': 'RU', 'Slug': 'russia'},\n", + " {'Country': 'Suriname', 'ISO2': 'SR', 'Slug': 'suriname'},\n", + " {'Country': 'Tokelau', 'ISO2': 'TK', 'Slug': 'tokelau'},\n", + " {'Country': 'Antarctica', 'ISO2': 'AQ', 'Slug': 'antarctica'},\n", + " {'Country': 'Cook Islands', 'ISO2': 'CK', 'Slug': 'cook-islands'},\n", + " {'Country': 'Germany', 'ISO2': 'DE', 'Slug': 'germany'},\n", + " {'Country': 'Paraguay', 'ISO2': 'PY', 'Slug': 'paraguay'},\n", + " {'Country': 'Uzbekistan', 'ISO2': 'UZ', 'Slug': 'uzbekistan'}]\n" + ] + } + ], + "source": [ + "country_url = \"https://api.covid19api.com/countries\"\n", + "country_covid_data = requests.get(country_url).json()\n", + "pprint(country_covid_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountrySlugISO2
0Congo (Kinshasa)congo-kinshasaCD
1PakistanpakistanPK
2BotswanabotswanaBW
3DenmarkdenmarkDK
4DjiboutidjiboutiDJ
............
243AntarcticaantarcticaAQ
244Cook Islandscook-islandsCK
245GermanygermanyDE
246ParaguayparaguayPY
247UzbekistanuzbekistanUZ
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248 rows × 3 columns

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" + ], + "text/plain": [ + " Country Slug ISO2\n", + "0 Congo (Kinshasa) congo-kinshasa CD\n", + "1 Pakistan pakistan PK\n", + "2 Botswana botswana BW\n", + "3 Denmark denmark DK\n", + "4 Djibouti djibouti DJ\n", + ".. ... ... ...\n", + "243 Antarctica antarctica AQ\n", + "244 Cook Islands cook-islands CK\n", + "245 Germany germany DE\n", + "246 Paraguay paraguay PY\n", + "247 Uzbekistan uzbekistan UZ\n", + "\n", + "[248 rows x 3 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "country_covid_df = pd.DataFrame(country_covid_data)\n", + "country_covid_df" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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country_codeCountrySlugISO2
0IRIran, Islamic Republic ofiranIR
1TJTajikistantajikistanTJ
2BRBrazilbrazilBR
3CNChinachinaCN
4DKDenmarkdenmarkDK
...............
90CWNaNNaNNaN
91GBUnited Kingdomunited-kingdomGB
92NPNepalnepalNP
93PTPortugalportugalPT
94USUnited States of Americaunited-statesUS
\n", + "

95 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " country_code Country Slug ISO2\n", + "0 IR Iran, Islamic Republic of iran IR\n", + "1 TJ Tajikistan tajikistan TJ\n", + "2 BR Brazil brazil BR\n", + "3 CN China china CN\n", + "4 DK Denmark denmark DK\n", + ".. ... ... ... ...\n", + "90 CW NaN NaN NaN\n", + "91 GB United Kingdom united-kingdom GB\n", + "92 NP Nepal nepal NP\n", + "93 PT Portugal portugal PT\n", + "94 US United States of America united-states US\n", + "\n", + "[95 rows x 4 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Merge countries available on the air quality data and the covid data\n", + "country_covid_air_df = pd.merge(\n", + " country_airdata_df, country_covid_df, how=\"left\", left_on=\"country_code\", right_on=\"ISO2\")\n", + "country_covid_air_df" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['CW']" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the country in the country_airdata_df but not country_covid_df\n", + "country_to_remove = country_covid_air_df[country_covid_air_df[\"ISO2\"].isna()][\"country_code\"].tolist()\n", + "country_to_remove" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "final_airdf = clean_airdf[~clean_airdf[\"Country\"].isin(country_to_remove)].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "94" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_airdf[\"Country\"].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "final_airdf.to_csv(\"air_data.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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country_codeCountrySlugISO2
0IRIran, Islamic Republic ofiranIR
1TJTajikistantajikistanTJ
2BRBrazilbrazilBR
3CNChinachinaCN
4DKDenmarkdenmarkDK
...............
90CWNaNNaNNaN
91GBUnited Kingdomunited-kingdomGB
92NPNepalnepalNP
93PTPortugalportugalPT
94USUnited States of Americaunited-statesUS
\n", + "

95 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " country_code Country Slug ISO2\n", + "0 IR Iran, Islamic Republic of iran IR\n", + "1 TJ Tajikistan tajikistan TJ\n", + "2 BR Brazil brazil BR\n", + "3 CN China china CN\n", + "4 DK Denmark denmark DK\n", + ".. ... ... ... ...\n", + "90 CW NaN NaN NaN\n", + "91 GB United Kingdom united-kingdom GB\n", + "92 NP Nepal nepal NP\n", + "93 PT Portugal portugal PT\n", + "94 US United States of America united-states US\n", + "\n", + "[95 rows x 4 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "country_covid_air_df" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "del country_covid_air_df[\"ISO2\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indexcountry_codeCountrySlug
00IRIran, Islamic Republic ofiran
11TJTajikistantajikistan
22BRBrazilbrazil
33CNChinachina
44DKDenmarkdenmark
...............
8989KGKyrgyzstankyrgyzstan
9091GBUnited Kingdomunited-kingdom
9192NPNepalnepal
9293PTPortugalportugal
9394USUnited States of Americaunited-states
\n", + "

94 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " index country_code Country Slug\n", + "0 0 IR Iran, Islamic Republic of iran\n", + "1 1 TJ Tajikistan tajikistan\n", + "2 2 BR Brazil brazil\n", + "3 3 CN China china\n", + "4 4 DK Denmark denmark\n", + ".. ... ... ... ...\n", + "89 89 KG Kyrgyzstan kyrgyzstan\n", + "90 91 GB United Kingdom united-kingdom\n", + "91 92 NP Nepal nepal\n", + "92 93 PT Portugal portugal\n", + "93 94 US United States of America united-states\n", + "\n", + "[94 rows x 4 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Return a dataframe covering all countries in both the air quality data and covid-19 data.\n", + "country_covid_air_df = country_covid_air_df[~country_covid_air_df[\"country_code\"].isin(\n", + " country_to_remove)].reset_index()\n", + "country_covid_air_df" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'Active': 0,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 0,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-22T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 0,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 0,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-23T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 0,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 0,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-24T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 0,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 0,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-25T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 4,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-26T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-27T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-28T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 6,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-29T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 0},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 9,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-30T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 9,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-01-31T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 10,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 12,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-01T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 10,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 12,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-02T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 10,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 12,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-03T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 11,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 13,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-04T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 11,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 13,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-05T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 12,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 14,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-06T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-07T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-08T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-09T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-10T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-11T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 13,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-12T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-13T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 8},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-14T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 8},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-15T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 8},\n", + " {'Active': 7,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-16T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 8},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-17T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 10},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-18T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 10},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-19T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 10},\n", + " {'Active': 5,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-20T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 10},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-21T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-22T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-23T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-24T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-25T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-26T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-27T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 4,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 15,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-28T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 14,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 25,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-02-29T00:00:00Z',\n", + " 'Deaths': 0,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 15,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 27,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-01T00:00:00Z',\n", + " 'Deaths': 1,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 18,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 30,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-02T00:00:00Z',\n", + " 'Deaths': 1,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 27,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 39,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-03T00:00:00Z',\n", + " 'Deaths': 1,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 39,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 52,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-04T00:00:00Z',\n", + " 'Deaths': 2,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 11},\n", + " {'Active': 32,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 55,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-05T00:00:00Z',\n", + " 'Deaths': 2,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 37,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 60,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-06T00:00:00Z',\n", + " 'Deaths': 2,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 40,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 63,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-07T00:00:00Z',\n", + " 'Deaths': 2,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 52,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 76,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-08T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 67,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 91,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-09T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 83,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 107,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-10T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 104,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 128,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-11T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 104,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 128,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-12T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 21},\n", + " {'Active': 174,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 200,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-13T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 224,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 250,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-14T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 271,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 297,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-15T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 351,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 377,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-16T00:00:00Z',\n", + " 'Deaths': 3,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 424,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 452,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-17T00:00:00Z',\n", + " 'Deaths': 5,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 539,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 568,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-18T00:00:00Z',\n", + " 'Deaths': 6,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 23},\n", + " {'Active': 649,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 681,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-19T00:00:00Z',\n", + " 'Deaths': 6,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 26},\n", + " {'Active': 758,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 791,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-20T00:00:00Z',\n", + " 'Deaths': 7,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 26},\n", + " {'Active': 1038,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 1071,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-21T00:00:00Z',\n", + " 'Deaths': 7,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 26},\n", + " {'Active': 1454,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 1549,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-22T00:00:00Z',\n", + " 'Deaths': 7,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 88},\n", + " {'Active': 1587,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 1682,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-23T00:00:00Z',\n", + " 'Deaths': 7,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 88},\n", + " {'Active': 1921,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 2044,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-24T00:00:00Z',\n", + " 'Deaths': 8,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 115},\n", + " {'Active': 2237,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 2364,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-25T00:00:00Z',\n", + " 'Deaths': 8,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 119},\n", + " {'Active': 2625,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 2810,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-26T00:00:00Z',\n", + " 'Deaths': 13,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 172},\n", + " {'Active': 2936,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 3143,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-27T00:00:00Z',\n", + " 'Deaths': 13,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 194},\n", + " {'Active': 3382,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 3640,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-28T00:00:00Z',\n", + " 'Deaths': 14,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 244},\n", + " {'Active': 3724,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 3984,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-29T00:00:00Z',\n", + " 'Deaths': 16,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 244},\n", + " {'Active': 4087,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 4361,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-30T00:00:00Z',\n", + " 'Deaths': 17,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 257},\n", + " {'Active': 4183,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 4559,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-03-31T00:00:00Z',\n", + " 'Deaths': 18,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 358},\n", + " {'Active': 4420,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 4862,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-01T00:00:00Z',\n", + " 'Deaths': 20,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 422},\n", + " {'Active': 4572,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5116,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-02T00:00:00Z',\n", + " 'Deaths': 24,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 520},\n", + " {'Active': 4653,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5330,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-03T00:00:00Z',\n", + " 'Deaths': 28,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 649},\n", + " {'Active': 4819,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5550,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-04T00:00:00Z',\n", + " 'Deaths': 30,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 701},\n", + " {'Active': 4895,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5687,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-05T00:00:00Z',\n", + " 'Deaths': 35,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 757},\n", + " {'Active': 4677,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5797,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-06T00:00:00Z',\n", + " 'Deaths': 40,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1080},\n", + " {'Active': 4770,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 5895,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-07T00:00:00Z',\n", + " 'Deaths': 45,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1080},\n", + " {'Active': 4880,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6010,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-08T00:00:00Z',\n", + " 'Deaths': 50,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1080},\n", + " {'Active': 4585,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6108,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-09T00:00:00Z',\n", + " 'Deaths': 51,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1472},\n", + " {'Active': 4368,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6215,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-10T00:00:00Z',\n", + " 'Deaths': 54,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1793},\n", + " {'Active': 4440,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6303,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-11T00:00:00Z',\n", + " 'Deaths': 57,\n", + " 'Lat': '0',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1806},\n", + " {'Active': 4449,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6315,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-12T00:00:00Z',\n", + " 'Deaths': 60,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1806},\n", + " {'Active': 4484,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6351,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-13T00:00:00Z',\n", + " 'Deaths': 61,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 1806},\n", + " {'Active': 4167,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6415,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-14T00:00:00Z',\n", + " 'Deaths': 62,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2186},\n", + " {'Active': 4191,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6440,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-15T00:00:00Z',\n", + " 'Deaths': 63,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2186},\n", + " {'Active': 4044,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6462,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-16T00:00:00Z',\n", + " 'Deaths': 63,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 2355},\n", + " {'Active': 2648,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6522,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-17T00:00:00Z',\n", + " 'Deaths': 66,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 3808},\n", + " {'Active': 2377,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6568,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-18T00:00:00Z',\n", + " 'Deaths': 67,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 4124},\n", + " {'Active': 2419,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6610,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-19T00:00:00Z',\n", + " 'Deaths': 67,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 4124},\n", + " {'Active': 2265,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6623,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-20T00:00:00Z',\n", + " 'Deaths': 67,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 4291},\n", + " {'Active': 1883,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6645,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-21T00:00:00Z',\n", + " 'Deaths': 67,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 4695},\n", + " {'Active': 1653,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6652,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-22T00:00:00Z',\n", + " 'Deaths': 67,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 4932},\n", + " {'Active': 1540,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6662,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-23T00:00:00Z',\n", + " 'Deaths': 75,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5047},\n", + " {'Active': 1462,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6677,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-24T00:00:00Z',\n", + " 'Deaths': 79,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5136},\n", + " {'Active': 1238,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6694,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-25T00:00:00Z',\n", + " 'Deaths': 80,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5376},\n", + " {'Active': 1090,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6714,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-26T00:00:00Z',\n", + " 'Deaths': 83,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5541},\n", + " {'Active': 1050,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6721,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-27T00:00:00Z',\n", + " 'Deaths': 83,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5588},\n", + " {'Active': 990,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6744,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-28T00:00:00Z',\n", + " 'Deaths': 89,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5665},\n", + " {'Active': 946,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6752,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-29T00:00:00Z',\n", + " 'Deaths': 91,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5715},\n", + " {'Active': 931,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6766,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-04-30T00:00:00Z',\n", + " 'Deaths': 93,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5742},\n", + " {'Active': 910,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6778,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-01T00:00:00Z',\n", + " 'Deaths': 93,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5775},\n", + " {'Active': 891,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6799,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-02T00:00:00Z',\n", + " 'Deaths': 94,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5814},\n", + " {'Active': 878,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6822,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-03T00:00:00Z',\n", + " 'Deaths': 95,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5849},\n", + " {'Active': 864,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6847,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-04T00:00:00Z',\n", + " 'Deaths': 96,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5887},\n", + " {'Active': 803,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6875,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-05T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 5975},\n", + " {'Active': 766,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6894,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-06T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6031},\n", + " {'Active': 738,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6913,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-07T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6078},\n", + " {'Active': 699,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6918,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-08T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6122},\n", + " {'Active': 701,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6939,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-09T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6141},\n", + " {'Active': 684,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6948,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-10T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6167},\n", + " {'Active': 660,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6970,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-11T00:00:00Z',\n", + " 'Deaths': 97,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6213},\n", + " {'Active': 612,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6980,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-12T00:00:00Z',\n", + " 'Deaths': 98,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6270},\n", + " {'Active': 594,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 6989,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-13T00:00:00Z',\n", + " 'Deaths': 98,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6297},\n", + " {'Active': 587,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7019,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-14T00:00:00Z',\n", + " 'Deaths': 98,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6334},\n", + " {'Active': 578,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7035,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-15T00:00:00Z',\n", + " 'Deaths': 98,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6359},\n", + " {'Active': 582,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7044,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-16T00:00:00Z',\n", + " 'Deaths': 98,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6364},\n", + " {'Active': 563,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7054,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-17T00:00:00Z',\n", + " 'Deaths': 99,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6392},\n", + " {'Active': 556,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7068,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-18T00:00:00Z',\n", + " 'Deaths': 99,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6413},\n", + " {'Active': 541,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7072,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-19T00:00:00Z',\n", + " 'Deaths': 100,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6431},\n", + " {'Active': 511,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7081,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-20T00:00:00Z',\n", + " 'Deaths': 100,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6470},\n", + " {'Active': 516,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7095,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-21T00:00:00Z',\n", + " 'Deaths': 101,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6478},\n", + " {'Active': 513,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7099,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-22T00:00:00Z',\n", + " 'Deaths': 101,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6485},\n", + " {'Active': 504,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7114,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-23T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6508},\n", + " {'Active': 481,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7114,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-24T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6531},\n", + " {'Active': 472,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7126,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-25T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6552},\n", + " {'Active': 476,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7139,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-26T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6560},\n", + " {'Active': 468,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7150,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-27T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6579},\n", + " {'Active': 486,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7165,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-28T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6576},\n", + " {'Active': 476,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7184,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-29T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6605},\n", + " {'Active': 475,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7192,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-30T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6614},\n", + " {'Active': 481,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7202,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-05-31T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6618},\n", + " {'Active': 493,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7221,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-01T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6626},\n", + " {'Active': 491,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7229,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-02T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6636},\n", + " {'Active': 490,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7240,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-03T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6648},\n", + " {'Active': 462,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7247,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-04T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6683},\n", + " {'Active': 462,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7252,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-05T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6688},\n", + " {'Active': 454,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7259,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-06T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6703},\n", + " {'Active': 457,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7265,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-07T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6706},\n", + " {'Active': 445,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7267,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-08T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6720},\n", + " {'Active': 432,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7274,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-09T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6740},\n", + " {'Active': 424,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7285,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-10T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6759},\n", + " {'Active': 405,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7289,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-11T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6782},\n", + " {'Active': 389,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7294,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-12T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6803},\n", + " {'Active': 380,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7320,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-13T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6838},\n", + " {'Active': 382,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7335,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-14T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6851},\n", + " {'Active': 389,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7347,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-15T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6856},\n", + " {'Active': 407,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7370,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-16T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6861},\n", + " {'Active': 412,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7391,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-17T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6877},\n", + " {'Active': 429,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7409,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-18T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6878},\n", + " {'Active': 428,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7411,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-19T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6881},\n", + " {'Active': 463,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7461,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-20T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6896},\n", + " {'Active': 469,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7474,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-21T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6903},\n", + " {'Active': 475,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7492,\n", + " 'Country': 'Australia',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 'CountryCode': '',\n", + " 'Date': '2020-06-22T00:00:00Z',\n", + " 'Deaths': 102,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6915},\n", + " {'Active': 494,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7521,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-23T00:00:00Z',\n", + " 'Deaths': 103,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6924},\n", + " {'Active': 523,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7558,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-24T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6931},\n", + " {'Active': 533,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7595,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-25T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6958},\n", + " {'Active': 537,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7601,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-26T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6960},\n", + " {'Active': 589,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7686,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-27T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 6993},\n", + " {'Active': 653,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7764,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-28T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7007},\n", + " {'Active': 693,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7834,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-29T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7037},\n", + " {'Active': 776,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 7920,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-06-30T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7040},\n", + " {'Active': 807,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8001,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-01T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7090},\n", + " {'Active': 832,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8066,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-02T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7130},\n", + " {'Active': 837,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8260,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-03T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7319},\n", + " {'Active': 940,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8443,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-04T00:00:00Z',\n", + " 'Deaths': 104,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7399},\n", + " {'Active': 1057,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8583,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-05T00:00:00Z',\n", + " 'Deaths': 106,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7420},\n", + " {'Active': 1194,\n", + " 'City': '',\n", + " 'CityCode': '',\n", + " 'Confirmed': 8755,\n", + " 'Country': 'Australia',\n", + " 'CountryCode': '',\n", + " 'Date': '2020-07-06T00:00:00Z',\n", + " 'Deaths': 106,\n", + " 'Lat': '0',\n", + " 'Lon': '0',\n", + " 'Province': '',\n", + " 'Recovered': 7455}]\n" + ] + } + ], + "source": [ + "# Explore one covid API - By Country Total All Status\n", + "covid_url_example = \"https://api.covid19api.com/total/country/australia\"\n", + "covid_data_example = requests.get(covid_url_example).json()\n", + "pprint(covid_data_example)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above api example covers covid-19 data until 4th July 2020. It also shows the number of confirmed, active, recovered, and death cases for each chosen country over the course of the current pandemic. Hence, we'll use this api to loop through our country_covid_air_df as above." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "94" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "slug_list = country_covid_air_df[\"Slug\"].tolist()\n", + "len(slug_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning Data Retrieval\n", + "-----------------------------------\n", + "Processing Record 1 of Set 1 | iran\n", + "Processing Record 2 of Set 1 | tajikistan\n", + "Processing Record 3 of Set 1 | brazil\n", + "Processing Record 4 of Set 1 | china\n", + "Processing Record 5 of Set 1 | denmark\n", + "Processing Record 6 of Set 1 | spain\n", + "Processing Record 7 of Set 1 | mali\n", + "Processing Record 8 of Set 1 | slovakia\n", + "Processing Record 9 of Set 1 | kosovo\n", + "Processing Record 10 of Set 1 | chile\n", + "Processing Record 11 of Set 1 | germany\n", + "Processing Record 12 of Set 1 | kuwait\n", + "Processing Record 13 of Set 1 | myanmar\n", + "Processing Record 14 of Set 1 | philippines\n", + "Processing Record 15 of Set 1 | pakistan\n", + "Processing Record 16 of Set 1 | poland\n", + "Processing Record 17 of Set 1 | russia\n", + "Processing Record 18 of Set 1 | sweden\n", + "Processing Record 19 of Set 1 | singapore\n", + "Processing Record 20 of Set 1 | united-arab-emirates\n", + "Processing Record 21 of Set 1 | bosnia-and-herzegovina\n", + "Processing Record 22 of Set 1 | czech-republic\n", + "Processing Record 23 of Set 1 | indonesia\n", + "Processing Record 24 of Set 1 | iceland\n", + "Processing Record 25 of Set 1 | macao-sar-china\n", + "Processing Record 26 of Set 1 | romania\n", + "Processing Record 27 of Set 1 | argentina\n", + "Processing Record 28 of Set 1 | australia\n", + "Processing Record 29 of Set 1 | ecuador\n", + "Processing Record 30 of Set 1 | ghana\n", + "Processing Record 31 of Set 1 | hong-kong-sar-china\n", + "Processing Record 32 of Set 1 | peru\n", + "Processing Record 33 of Set 1 | ukraine\n", + "Processing Record 34 of Set 1 | estonia\n", + "Processing Record 35 of Set 1 | france\n", + "Processing Record 36 of Set 1 | japan\n", + "Processing Record 37 of Set 1 | mongolia\n", + "Processing Record 38 of Set 1 | finland\n", + "Processing Record 39 of Set 1 | ireland\n", + "Processing Record 40 of Set 1 | israel\n", + "Processing Record 41 of Set 1 | kazakhstan\n", + "Processing Record 42 of Set 1 | lao-pdr\n", + "Processing Record 43 of Set 1 | uzbekistan\n", + "Processing Record 44 of Set 1 | bangladesh\n", + "Processing Record 45 of Set 1 | belgium\n", + "Processing Record 46 of Set 1 | greece\n", + "Processing Record 47 of Set 1 | korea-south\n", + "Processing Record 48 of Set 1 | sri-lanka\n", + "Processing Record 49 of Set 1 | macedonia\n", + "Processing Record 50 of Set 1 | mexico\n", + "Processing Record 1 of Set 2 | turkey\n", + "Processing Record 2 of Set 2 | afghanistan\n", + "Processing Record 3 of Set 2 | austria\n", + "Processing Record 4 of Set 2 | guatemala\n", + "Processing Record 5 of Set 2 | bolivia\n", + "Processing Record 6 of Set 2 | costa-rica\n", + "Processing Record 7 of Set 2 | jordan\n", + "Processing Record 8 of Set 2 | puerto-rico\n", + "Processing Record 9 of Set 2 | saudi-arabia\n", + "Processing Record 10 of Set 2 | el-salvador\n", + "Processing Record 11 of Set 2 | canada\n", + "Processing Record 12 of Set 2 | italy\n", + "Processing Record 13 of Set 2 | norway\n", + "Processing Record 14 of Set 2 | réunion\n", + "Processing Record 15 of Set 2 | turkmenistan\n", + "Processing Record 16 of Set 2 | south-africa\n", + "Processing Record 17 of Set 2 | bahrain\n", + "Processing Record 18 of Set 2 | lithuania\n", + "Processing Record 19 of Set 2 | thailand\n", + "Processing Record 20 of Set 2 | bulgaria\n", + "Processing Record 21 of Set 2 | switzerland\n", + "Processing Record 22 of Set 2 | hungary\n", + "Processing Record 23 of Set 2 | malaysia\n", + "Processing Record 24 of Set 2 | netherlands\n", + "Processing Record 25 of Set 2 | new-zealand\n", + "Processing Record 26 of Set 2 | uganda\n", + "Processing Record 27 of Set 2 | vietnam\n", + "Processing Record 28 of Set 2 | ethiopia\n", + "Processing Record 29 of Set 2 | georgia\n", + "Processing Record 30 of Set 2 | guinea\n", + "Processing Record 31 of Set 2 | iraq\n", + "Processing Record 32 of Set 2 | serbia\n", + "Processing Record 33 of Set 2 | taiwan\n", + "Processing Record 34 of Set 2 | cote-divoire\n", + "Processing Record 35 of Set 2 | colombia\n", + "Processing Record 36 of Set 2 | cyprus\n", + "Processing Record 37 of Set 2 | algeria\n", + "Processing Record 38 of Set 2 | croatia\n", + "Processing Record 39 of Set 2 | india\n", + "Processing Record 40 of Set 2 | kyrgyzstan\n", + "Processing Record 41 of Set 2 | united-kingdom\n", + "Processing Record 42 of Set 2 | nepal\n", + "Processing Record 43 of Set 2 | portugal\n", + "Processing Record 44 of Set 2 | united-states\n", + "-----------------------------------\n", + "Data Retrieval Complete\n", + "-----------------------------------\n" + ] + } + ], + "source": [ + "base_covid_url = \"https://api.covid19api.com/total/country/\"\n", + " \n", + "country_list = list()\n", + "date_list = list()\n", + "active_list = list()\n", + "confirmed_list = list()\n", + "recovered_list = list()\n", + "deaths_list = list()\n", + "\n", + "print(\"Beginning Data Retrieval\")\n", + "print(\"-----------------------------------\")\n", + "\n", + "counter = 0\n", + "set_counter = 1\n", + "\n", + "for slug in slug_list:\n", + " \n", + " try:\n", + " response = requests.get(base_covid_url + slug).json()\n", + " \n", + " for element in response:\n", + " country_list.append(element['Country'])\n", + " date_list.append(element['Date'])\n", + " active_list.append(element['Active'])\n", + " confirmed_list.append(element['Confirmed'])\n", + " recovered_list.append(element['Recovered'])\n", + " deaths_list.append(element['Deaths'])\n", + "\n", + " counter += 1\n", + " print(f\"Processing Record {counter} of Set {set_counter} | {slug}\")\n", + "\n", + " if counter == 50:\n", + " set_counter += 1\n", + " counter = 0\n", + "\n", + " except KeyError:\n", + " print(\"Country not found. Skipping...\")\n", + "\n", + "print(\"-----------------------------------\")\n", + "print(\"Data Retrieval Complete\")\n", + "print(\"-----------------------------------\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryDateActive casesConfirmed casesRecovered casesDeaths
0Iran, Islamic Republic of2020-01-22T00:00:00Z0000
1Iran, Islamic Republic of2020-01-23T00:00:00Z0000
2Iran, Islamic Republic of2020-01-24T00:00:00Z0000
3Iran, Islamic Republic of2020-01-25T00:00:00Z0000
4Iran, Islamic Republic of2020-01-26T00:00:00Z0000
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" + ], + "text/plain": [ + " Country Date Active cases \\\n", + "0 Iran, Islamic Republic of 2020-01-22T00:00:00Z 0 \n", + "1 Iran, Islamic Republic of 2020-01-23T00:00:00Z 0 \n", + "2 Iran, Islamic Republic of 2020-01-24T00:00:00Z 0 \n", + "3 Iran, Islamic Republic of 2020-01-25T00:00:00Z 0 \n", + "4 Iran, Islamic Republic of 2020-01-26T00:00:00Z 0 \n", + "\n", + " Confirmed cases Recovered cases Deaths \n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "covid_df = pd.DataFrame({\n", + " \"Country\": country_list,\n", + " \"Date\": date_list,\n", + " \"Active cases\": active_list,\n", + " \"Confirmed cases\": confirmed_list,\n", + " \"Recovered cases\": recovered_list,\n", + " \"Deaths\": deaths_list\n", + "})\n", + "covid_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 14863 entries, 0 to 14862\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Country 14863 non-null object\n", + " 1 Date 14863 non-null object\n", + " 2 Active cases 14863 non-null int64 \n", + " 3 Confirmed cases 14863 non-null int64 \n", + " 4 Recovered cases 14863 non-null int64 \n", + " 5 Deaths 14863 non-null int64 \n", + "dtypes: int64(4), object(2)\n", + "memory usage: 696.8+ KB\n" + ] + } + ], + "source": [ + "covid_df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the Date column to datetime format\n", + "covid_df['Date'] = covid_df['Date'].astype('datetime64[ns]')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-01-22 00:00:00')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the earliest date the covid dataset covers:\n", + "covid_df[\"Date\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-07-06 00:00:00')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the latrest date the covid dataset covers:\n", + "covid_df[\"Date\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 14863 entries, 0 to 14862\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Country 14863 non-null object \n", + " 1 Date 14863 non-null datetime64[ns]\n", + " 2 Active cases 14863 non-null int64 \n", + " 3 Confirmed cases 14863 non-null int64 \n", + " 4 Recovered cases 14863 non-null int64 \n", + " 5 Deaths 14863 non-null int64 \n", + "dtypes: datetime64[ns](1), int64(4), object(1)\n", + "memory usage: 696.8+ KB\n" + ] + } + ], + "source": [ + "covid_df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "covid_df.to_csv(\"covid_data.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## COVID-19 in AUSTRALIA DATA EXPLORATION AND CLEAN UP" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'sheets': {'about': [{'about': 'This data has been compiled by Guardian '\n", + " 'Australia from official state and territory '\n", + " 'media releases and websites. Some death dates '\n", + " 'and figures are from media reports. We assign '\n", + " 'cases to the date on which they were reported '\n", + " 'by the health department, and deaths are '\n", + " 'assigned to the date they occured. Extended '\n", + " 'data on testing and demographics varies '\n", + " 'between each state and territory so may not '\n", + " 'always be available. Please contact '\n", + " 'australia.coronatracking@theguardian.com if '\n", + " 'you spot an error in the data or to make a '\n", + " 'suggestion. This data is released under a '\n", + " 'Attribution 3.0 Australia (CC BY 3.0 AU) '\n", + " 'license, which means it is ok to re-use but '\n", + " 'please provide attribution and a link to '\n", + " 'Guardian Australia'}],\n", + " 'data validation': [{'Population': '8118000',\n", + " 'Sources': '',\n", + " 'States': 'NSW',\n", + " 'times': '00:00'},\n", + " {'Population': '6629900',\n", + " 'Sources': '',\n", + " 'States': 'VIC',\n", + " 'times': '00:30'},\n", + " {'Population': '5115500',\n", + " 'Sources': '',\n", + " 'States': 'QLD',\n", + " 'times': '01:00'},\n", + " {'Population': '2630600',\n", + " 'Sources': '',\n", + " 'States': 'WA',\n", + " 'times': '01:30'},\n", + " {'Population': '1756500',\n", + " 'Sources': '',\n", + " 'States': 'SA',\n", + " 'times': '02:00'},\n", + " {'Population': '428100',\n", + " 'Sources': '',\n", + " 'States': 'ACT',\n", + " 'times': '02:30'},\n", + " {'Population': '535500',\n", + " 'Sources': '',\n", + " 'States': 'TAS',\n", + " 'times': '03:00'},\n", + " {'Population': '245600',\n", + " 'Sources': '',\n", + " 'States': 'NT',\n", + " 'times': '03:30'},\n", + " {'Population': '25464100',\n", + " 'Sources': '',\n", + " 'States': 'National',\n", + " 'times': '04:00'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '04:30'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '05:00'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '05:30'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '06:00'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '06:30'},\n", + " {'Population': '',\n", + " 'Sources': '',\n", + " 'States': '',\n", + " 'times': '07:00'}],\n", + " 'deaths': [{'Date of death': '01/03/2020',\n", + " 'Date reported': '01/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': '78 year old man - Sir Charles Gairdner '\n", + " 'Hospital - Diamond Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '03/03/2020',\n", + " 'Date reported': '04/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': '95 year old woman',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '08/03/2020',\n", + " 'Date reported': '08/03/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': '80 year old man - Dorothy Henderson Lodge',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '13/03/2020',\n", + " 'Date reported': '15/03/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': '77 year old woman, died in Sydney Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '14/03/2020',\n", + " 'Date reported': '15/03/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': '95 year old woman - Dorothy Henderson '\n", + " 'Lodge',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '17/03/2020',\n", + " 'Date reported': '18/03/2020',\n", + " 'Death No (in state)': '5',\n", + " 'Details': '86 year old man',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '19/03/2020',\n", + " 'Date reported': '20/03/2020',\n", + " 'Death No (in state)': '6',\n", + " 'Details': '81 year old woman',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '24/03/2020',\n", + " 'Date reported': '24/03/2020',\n", + " 'Death No (in state)': '7',\n", + " 'Details': 'Woman in 70s - Ruby Princess passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '25/03/2020',\n", + " 'Date reported': '25/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': '68 year old man from Towoomba - Darling '\n", + " 'Downs',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'QLD'},\n", + " {'Date of death': '26/03/2020',\n", + " 'Date reported': '26/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': 'Man in 70s - In a Melbourne hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '26/03/2020',\n", + " 'Date reported': '26/03/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': 'Man in 70s - In a Melbourne hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '26/03/2020',\n", + " 'Date reported': '26/03/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': 'Man in 70s - In a Melbourne hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '26/03/2020',\n", + " 'Date reported': '26/03/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': 'Man in 70s - Joondalup Health Campus - '\n", + " 'cruise ship passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '28/03/2020',\n", + " 'Date reported': '28/03/2020',\n", + " 'Death No (in state)': '8',\n", + " 'Details': 'Woman in 90s - Dorothy Henderson Lodge',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '29/03/2020',\n", + " 'Date reported': '29/03/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': 'Man in 80s - In a Melbourne hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '29/03/2020',\n", + " 'Date reported': '29/03/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': '75 year old woman - Caboolture Hospital - '\n", + " 'cruise passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'QLD'},\n", + " {'Date of death': '29/03/2020',\n", + " 'Date reported': '30/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': 'Woman in 80s - North West Regional '\n", + " 'Hospital - Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '30/03/2020',\n", + " 'Date reported': '30/03/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': 'Woman in 80s - Canberra Hospital - Ruby '\n", + " 'Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'ACT'},\n", + " {'Date of death': '30/03/2020',\n", + " 'Date reported': '31/03/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': 'Man in 80s - North West Regional Hospital '\n", + " '- Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '31/03/2020',\n", + " 'Date reported': '01/04/2020',\n", + " 'Death No (in state)': '9',\n", + " 'Details': 'Woman in 90s - Dorothy Henderson Lodge',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '01/04/2020',\n", + " 'Date reported': '02/04/2020',\n", + " 'Death No (in state)': '10',\n", + " 'Details': '67 year old woman - Orange Base Hospital - '\n", + " 'Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media alert/Daily Telegraph',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '01/04/2020',\n", + " 'Date reported': '02/04/2020',\n", + " 'Death No (in state)': '5',\n", + " 'Details': 'Woman in 70s',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '01/04/2020',\n", + " 'Date reported': '02/04/2020',\n", + " 'Death No (in state)': '6',\n", + " 'Details': 'Woman in 60s in a Melbourne hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'CMO tweet - '\n", + " 'https://twitter.com/VictorianCHO/status/1245568560983760896?ref_src=twsrc%5Etfw%7Ctwcamp%5Etweetembed&ref_url=https%3A%2F%2Fwww.abc.net.au%2Fnews%2F2020-04-02%2Fcoronavirus-death-toll-cases-rises-victoria%2F12112254',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '02/04/2020',\n", + " 'Date reported': '02/04/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': '85 year old man from Towoomba - cruise '\n", + " 'passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'QLD'},\n", + " {'Date of death': '02/04/2020',\n", + " 'Date reported': '03/04/2020',\n", + " 'Death No (in state)': '7',\n", + " 'Details': 'Man in 80s',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '03/04/2020',\n", + " 'Date reported': '03/04/2020',\n", + " 'Death No (in state)': '11',\n", + " 'Details': '75 year old man - Wollongong Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '03/04/2020',\n", + " 'Date reported': '03/04/2020',\n", + " 'Death No (in state)': '12',\n", + " 'Details': '74 year old woman - Albury Base Hospital '\n", + " '(overseas tranmission)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '03/04/2020',\n", + " 'Date reported': '03/04/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': 'Man in 60s - Joondalup Health Campus - '\n", + " 'Artania cruise ship passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '03/04/2020',\n", + " 'Date reported': '04/04/2020',\n", + " 'Death No (in state)': '8',\n", + " 'Details': 'Woman in 70s',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '04/04/2020',\n", + " 'Date reported': '04/04/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': 'Woman in 60s - Canberra Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'ACT'},\n", + " {'Date of death': '04/04/2020',\n", + " 'Date reported': '05/04/2020',\n", + " 'Death No (in state)': '13',\n", + " 'Details': '91 year old man - Port Macquarie Base '\n", + " 'Hospital - Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '04/04/2020',\n", + " 'Date reported': '05/04/2020',\n", + " 'Death No (in state)': '14',\n", + " 'Details': '80 year old man - Westmead Hospital - Ruby '\n", + " 'Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '04/04/2020',\n", + " 'Date reported': '05/04/2020',\n", + " 'Death No (in state)': '15',\n", + " 'Details': '76 year old man - Westmead Hospital - Ruby '\n", + " 'Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '04/04/2020',\n", + " 'Date reported': '05/04/2020',\n", + " 'Death No (in state)': '16',\n", + " 'Details': '61 year old man - Hornsby Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '05/04/2020',\n", + " 'Date reported': '05/04/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': '78 year old man - The Prince Charles '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'QLD'},\n", + " {'Date of death': '05/04/2020',\n", + " 'Date reported': '06/04/2020',\n", + " 'Death No (in state)': '17',\n", + " 'Details': '86 year old man - Liverpool Hospital - '\n", + " 'Opal Care Bankstown',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '05/04/2020',\n", + " 'Date reported': '06/04/2020',\n", + " 'Death No (in state)': '18',\n", + " 'Details': '85 year old man - Liverpool Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '05/04/2020',\n", + " 'Date reported': '06/04/2020',\n", + " 'Death No (in state)': '9',\n", + " 'Details': 'Man in 50s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '05/04/2020',\n", + " 'Date reported': '06/04/2020',\n", + " 'Death No (in state)': '10',\n", + " 'Details': 'Woman in 80s - at home',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '06/04/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': 'Man in 80s - Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '19',\n", + " 'Details': '90 year old man - Liverpool Hospital - '\n", + " 'Opal Care Bankstown',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '20',\n", + " 'Details': '90 year old man - Dorothy Henderson Lodge',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '21',\n", + " 'Details': '87 year old woman - Sutherland Hospital - '\n", + " 'Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '11',\n", + " 'Details': 'Woman in 80s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '06/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '1',\n", + " 'Details': '75 year old man - Royal Adelaide Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'SA'},\n", + " {'Date of death': '07/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '5',\n", + " 'Details': 'Man in 70s - Joondalup Health Campus - '\n", + " 'Artania cruise ship passenger',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '07/04/2020',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '6',\n", + " 'Details': 'Woman in 70s - Royal Perth Hospital - '\n", + " 'returned from overseas',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '',\n", + " 'Date reported': '07/04/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': 'Man in 80s - North West Regional Hospital '\n", + " '- Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '07/04/2020',\n", + " 'Date reported': '08/04/2020',\n", + " 'Death No (in state)': '12',\n", + " 'Details': 'Woman in 80s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '08/04/2020',\n", + " 'Date reported': '08/04/2020',\n", + " 'Death No (in state)': '2',\n", + " 'Details': '62 year old woman - Royal Adelaide '\n", + " 'Hospital - Ruby Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'SA'},\n", + " {'Date of death': '08/04/2020',\n", + " 'Date reported': '09/04/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': '76 year old man - Royal Adelaide Hospital '\n", + " '- contracted disease in Barboss Valley',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'SA'},\n", + " {'Date of death': '09/04/2020',\n", + " 'Date reported': '10/04/2020',\n", + " 'Death No (in state)': '22',\n", + " 'Details': '69 year old man - John Hunter Hospital, '\n", + " 'Newcastle',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '09/04/2020',\n", + " 'Date reported': '10/04/2020',\n", + " 'Death No (in state)': '13',\n", + " 'Details': 'Man in 80s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '09/04/2020',\n", + " 'Date reported': '10/04/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': 'Man in 70s - North West Regional Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '10/04/2020',\n", + " 'Date reported': '11/04/2020',\n", + " 'Death No (in state)': '23',\n", + " 'Details': '91 year old woman',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '10/04/2020',\n", + " 'Date reported': '11/04/2020',\n", + " 'Death No (in state)': '14',\n", + " 'Details': 'Man in 80s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '11/04/2020',\n", + " 'Date reported': '12/04/2020',\n", + " 'Death No (in state)': '24',\n", + " 'Details': '82 year old man',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '11/04/2020',\n", + " 'Date reported': '12/04/2020',\n", + " 'Death No (in state)': '5',\n", + " 'Details': 'Woman in 70s - North West Regional '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '11/04/2020',\n", + " 'Date reported': '12/04/2020',\n", + " 'Death No (in state)': '4',\n", + " 'Details': '74 year old man - Royal Adelaide - Ruby '\n", + " 'Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'SA'},\n", + " {'Date of death': '12/04/2020',\n", + " 'Date reported': '13/04/2020',\n", + " 'Death No (in state)': '25',\n", + " 'Details': '74 year old woman - John Hunter Hospital, '\n", + " 'Newcastle',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '12/04/2020',\n", + " 'Date reported': '13/04/2020',\n", + " 'Death No (in state)': '26',\n", + " 'Details': '79 year old man - Northern Beaches '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '13/04/2020',\n", + " 'Date reported': '14/04/2020',\n", + " 'Death No (in state)': '6',\n", + " 'Details': '91 year old woman - Mersey Community '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '15/04/2020',\n", + " 'Date reported': '15/04/2020',\n", + " 'Death No (in state)': '3',\n", + " 'Details': 'Woman in 60s - Canberra Hospital - Ruby '\n", + " 'Princess',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'ACT'},\n", + " {'Date of death': '16/04/2020',\n", + " 'Date reported': '17/04/2020',\n", + " 'Death No (in state)': '7',\n", + " 'Details': '72 year old man - Mersey Community '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '17/04/2020',\n", + " 'Date reported': '17/04/2020',\n", + " 'Death No (in state)': '7',\n", + " 'Details': 'Man in early 40s - Royal Perth Hospital - '\n", + " 'Artania cruise ship crew',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'WA'},\n", + " {'Date of death': '16/04/2020',\n", + " 'Date reported': '18/04/2020',\n", + " 'Death No (in state)': '27',\n", + " 'Details': '83 year old man - Royal Prince Alfred '\n", + " 'Hospital - Celebrity Eclipse - QLD '\n", + " 'resident',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '16/04/2020',\n", + " 'Date reported': '18/04/2020',\n", + " 'Death No (in state)': '28',\n", + " 'Details': '58 year old woman - Tamworth Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '17/04/2020',\n", + " 'Date reported': '18/04/2020',\n", + " 'Death No (in state)': '8',\n", + " 'Details': '74 year old man - Mersey Community '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier - press conference',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '18/04/2020',\n", + " 'Date reported': '19/04/2020',\n", + " 'Death No (in state)': '15',\n", + " 'Details': 'Man in 80s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Premier Sky News interview',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '19/04/2020',\n", + " 'Date reported': '19/04/2020',\n", + " 'Death No (in state)': '29',\n", + " 'Details': '93 year old man - Anglican Newmarch house',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '19/04/2020',\n", + " 'Date reported': '19/04/2020',\n", + " 'Death No (in state)': '30',\n", + " 'Details': '94 year old man - Anglican Newmarch house',\n", + " 'Name (if known)': '',\n", + " 'Source': 'AAP',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '21/04/2020',\n", + " 'Date reported': '21/04/2020',\n", + " 'Death No (in state)': '31',\n", + " 'Details': '92 year old woman - Anglican Newmarch '\n", + " 'house',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (nursing home)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '21/04/2020',\n", + " 'Date reported': '22/04/2020',\n", + " 'Death No (in state)': '32',\n", + " 'Details': '75 year old man - St George Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '21/04/2020',\n", + " 'Date reported': '22/04/2020',\n", + " 'Death No (in state)': '33',\n", + " 'Details': '80 year old woman - Gosford Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '22/04/2020',\n", + " 'Date reported': '23/04/2020',\n", + " 'Death No (in state)': '16',\n", + " 'Details': 'Man in 60s - in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '23/04/2020',\n", + " 'Date reported': '24/04/2020',\n", + " 'Death No (in state)': '34',\n", + " 'Details': '78-year-old woman - resident of Anglicare '\n", + " 'Newmarch House',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '23/04/2020',\n", + " 'Date reported': '24/04/2020',\n", + " 'Death No (in state)': '9',\n", + " 'Details': '79-year-old woman',\n", + " 'Name (if known)': '',\n", + " 'Source': '',\n", + " 'State': 'Tas'},\n", + " {'Date of death': '',\n", + " 'Date reported': '24/04/2020',\n", + " 'Death No (in state)': '8',\n", + " 'Details': 'Man in 70s being treated in hospital - '\n", + " 'reported to be a passenger on the Artania '\n", + " 'cruise ship',\n", + " 'Name (if known)': '',\n", + " 'Source': '',\n", + " 'State': 'WA'},\n", + " {'Date of death': '24/04/2020',\n", + " 'Date reported': '24/04/2020',\n", + " 'Death No (in state)': '35',\n", + " 'Details': 'Resident of Anglicare Newmarch House - A '\n", + " '96-year-old woman who had tested positive '\n", + " 'for Covid-19 has died at Newmarch House in '\n", + " 'western Sydney',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '',\n", + " 'Date reported': '25/04/2020',\n", + " 'Death No (in state)': '10',\n", + " 'Details': '90-year-old man died at Tasmania’s Mersey '\n", + " 'Community hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': '',\n", + " 'State': 'Tas'},\n", + " {'Date of death': '25/04/2020',\n", + " 'Date reported': '25/04/2020',\n", + " 'Death No (in state)': '36',\n", + " 'Details': '82-year-old man has become the sixth '\n", + " 'person to die at Sydney aged care home '\n", + " 'Newmarch House',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '25/04/2020',\n", + " 'Date reported': '26/04/2020',\n", + " 'Death No (in state)': '17',\n", + " 'Details': 'Man in 90s - died in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '',\n", + " 'Date reported': '26/04/2020',\n", + " 'Death No (in state)': '11',\n", + " 'Details': '90 year old man - Mersey Community '\n", + " 'Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '27/04/2020',\n", + " 'Date reported': '28/04/2020',\n", + " 'Death No (in state)': '37',\n", + " 'Details': 'Man - Newmarch House (7th death at '\n", + " 'Newmarch)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '28/04/2020',\n", + " 'Date reported': '28/04/2020',\n", + " 'Death No (in state)': '38',\n", + " 'Details': '91 year old female Anglicare Sydney '\n", + " 'resident, Newmarch house (8th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '28/04/2020',\n", + " 'Date reported': '28/04/2020',\n", + " 'Death No (in state)': '39',\n", + " 'Details': '93 year old male Anglicare Sydney '\n", + " 'resident, Newmarch house (9th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '28/04/2020',\n", + " 'Date reported': '28/04/2020',\n", + " 'Death No (in state)': '40',\n", + " 'Details': '90 year old female Anglicare Sydney '\n", + " 'resident, Newmarch house (10th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '28/04/2020',\n", + " 'Date reported': '28/04/2020',\n", + " 'Death No (in state)': '41',\n", + " 'Details': '89 year old female Anglicare Sydney '\n", + " 'resident, Newmarch House (11th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '28/04/2020',\n", + " 'Date reported': '29/04/2020',\n", + " 'Death No (in state)': '18',\n", + " 'Details': 'Woman in her 80s who was in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'Media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '29/04/2020',\n", + " 'Date reported': '29/04/2020',\n", + " 'Death No (in state)': '42',\n", + " 'Details': '77 year old male Anglicare Sydney '\n", + " 'resident, Newmarch house (12th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '30/04/2020',\n", + " 'Date reported': '',\n", + " 'Death No (in state)': '',\n", + " 'Details': '???',\n", + " 'Name (if known)': '',\n", + " 'Source': '',\n", + " 'State': 'TAS'},\n", + " {'Date of death': '30/04/2020',\n", + " 'Date reported': '01/05/2020',\n", + " 'Death No (in state)': '43',\n", + " 'Details': '74-year-old male resident of Anglicare '\n", + " 'Newmarch House (13th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '02/05/2020',\n", + " 'Date reported': '03/05/2020',\n", + " 'Death No (in state)': '44',\n", + " 'Details': '76 year old woman - Resident of Anglicare '\n", + " 'Newmarch House (14th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '30/04/2020',\n", + " 'Date reported': '03/05/2020',\n", + " 'Death No (in state)': '9',\n", + " 'Details': '83 year old woman - admitted to hospital '\n", + " 'mid-April',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'WA'},\n", + " {'Date of death': '',\n", + " 'Date reported': '04/05/2020',\n", + " 'Death No (in state)': '45',\n", + " 'Details': 'male resident of Anglicare Newmarch House '\n", + " '(15th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '05/05/2020',\n", + " 'Date reported': '05/05/2020',\n", + " 'Death No (in state)': '46',\n", + " 'Details': '88-year-old female resident of Newmarch '\n", + " 'House (16th death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '08/05/2020',\n", + " 'Date reported': '09/05/2020',\n", + " 'Death No (in state)': 'N/A',\n", + " 'Details': '92-year-old female resident of Newmarch '\n", + " 'House (17th death) - UPDATE BELIEVED TO '\n", + " 'HAVE DIED AFTER RECOVERING FROM COVID-19, '\n", + " 'excluded from NSW reports',\n", + " 'Name (if known)': 'Fay Rendoth',\n", + " 'Source': 'press conference',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '10/05/2020',\n", + " 'Date reported': '11/05/2020',\n", + " 'Death No (in state)': 'N/A',\n", + " 'Details': 'resident of Anglicare Newmarch House (17th '\n", + " 'death) Likely to have died after '\n", + " 'recovering from Covid-19, not counted',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '12/05/2020',\n", + " 'Date reported': '13/05/2020',\n", + " 'Death No (in state)': '47',\n", + " 'Details': '81 year old woman - passenger on Ruby '\n", + " 'Princess - 9th NSW Ruby Princess death',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '17/05/2020',\n", + " 'Date reported': '18/05/2020',\n", + " 'Death No (in state)': '48',\n", + " 'Details': 'Man in 60s - passed away Concord Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '19/05/2020',\n", + " 'Date reported': '19/05/2020',\n", + " 'Death No (in state)': '49',\n", + " 'Details': '93 year old woman - Newmarch House (17th '\n", + " 'official death)',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release (Anglicare)',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '21/05/2020',\n", + " 'Date reported': '22/05/2020',\n", + " 'Death No (in state)': '50',\n", + " 'Details': '80 year old woman - Concord Hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '23/05/2020',\n", + " 'Date reported': '23/05/2020',\n", + " 'Death No (in state)': '19',\n", + " 'Details': 'Man in 60s - died in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '23/06/2020',\n", + " 'Date reported': '24/06/2020',\n", + " 'Death No (in state)': '20',\n", + " 'Details': 'Man in his 80s - died in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '27/04/2020',\n", + " 'Date reported': '25/06/2020',\n", + " 'Death No (in state)': '51',\n", + " 'Details': 'April 27 death of 85-year-old man has been '\n", + " 'reclassified as COVID-19 related. Resident '\n", + " 'of Opal Aged Care, Bankstown',\n", + " 'Name (if known)': '',\n", + " 'Source': 'media release',\n", + " 'State': 'NSW'},\n", + " {'Date of death': '05/07/2020',\n", + " 'Date reported': '06/07/2020',\n", + " 'Death No (in state)': '21',\n", + " 'Details': 'Man in his 90s. Died in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'VIC'},\n", + " {'Date of death': '06/07/2020',\n", + " 'Date reported': '06/07/2020',\n", + " 'Death No (in state)': '22',\n", + " 'Details': 'Man in 60s passed away in hospital',\n", + " 'Name (if known)': '',\n", + " 'Source': 'press conference',\n", + " 'State': 'VIC'}],\n", + " 'latest totals': [{'Active cases': '395',\n", + " 'Confirmed cases (cumulative)': '3244',\n", + " 'Current ICU': '1',\n", + " 'Current hospitalisation': '67',\n", + " 'Current ventilator use': '0',\n", + " 'Deaths': '51',\n", + " 'Last updated': '2020-07-06',\n", + " 'Long name': 'New South Wales',\n", + " 'Percent positive': '0.34',\n", + " 'Recovered': '2798',\n", + " 'State or territory': 'NSW',\n", + " 'Tests conducted': '963733',\n", + " 'Tests per million': '118716'},\n", + " {'Active cases': '774',\n", + " 'Confirmed cases (cumulative)': '2824',\n", + " 'Current ICU': '9',\n", + " 'Current hospitalisation': '35',\n", + " 'Current ventilator use': '0',\n", + " 'Deaths': '22',\n", + " 'Last updated': '2020-07-07',\n", + " 'Long name': 'Victoria',\n", + " 'Percent positive': '0.29',\n", + " 'Recovered': '2028',\n", + " 'State or territory': 'VIC',\n", + " 'Tests conducted': '979000',\n", + " 'Tests per million': '147664'},\n", + " {'Active cases': '1063',\n", + " 'Confirmed cases (cumulative)': '1067',\n", + " 'Current ICU': '0',\n", + " 'Current hospitalisation': '0',\n", + " 'Current ventilator use': '0',\n", + " 'Deaths': '4',\n", + " 'Last updated': '2020-07-04',\n", + " 'Long name': 'Queensland',\n", + " 'Percent positive': '0.28',\n", + " 'Recovered': '0',\n", + " 'State or territory': 'QLD',\n", + " 'Tests conducted': '386727',\n", + " 'Tests per million': '75599'},\n", + " {'Active cases': '3',\n", + " 'Confirmed cases (cumulative)': '443',\n", + " 'Current ICU': '0',\n", + " 'Current hospitalisation': '0',\n", + " 'Current ventilator use': '0',\n", + " 'Deaths': 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" 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '78',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '17/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '18:31',\n", + " 'Update Source': 'media released',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '94',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '17/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '14:25',\n", + " 'Update Source': 'Victoria DHHS',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '210',\n", + " 'Cumulative deaths': '4',\n", + " 'Date': '17/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '28552',\n", + " 'Tests conducted (total)': '30244',\n", + " 'Time': '11:00',\n", + " 'Update Source': 'NSW Health',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '',\n", + " 'Cumulative deaths': '5',\n", + " 'Date': '17/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'NSW Health media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '0',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': 'Sets the case count for NT to zero as it is '\n", + " 'now counted in NSW',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'health.gov.au',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '3',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '08:03',\n", + " 'Update Source': 'ACT health email',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '3',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'ACT Health',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '10',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'TAS',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'website',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '35',\n", + " 'Cumulative deaths': '1',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '7039',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'website',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '37',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '94',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '121',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': 'Actual testing figures quote is approximate '\n", + " \"- 'More than 15,200 tested to date'\",\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '15200',\n", + " 'Time': '13:45',\n", + " 'Update Source': 'Victoria DHHS',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '267',\n", + " 'Cumulative deaths': '5',\n", + " 'Date': '18/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '33387',\n", + " 'Tests conducted (total)': '35800',\n", + " 'Time': '11:00',\n", + " 'Update Source': 'NSW Health',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '4',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '1853',\n", + " 'Tests conducted (total)': '1857',\n", + " 'Time': '14:19',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '10',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'TAS',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '707',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '42',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '15000',\n", + " 'Time': '17:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '52',\n", + " 'Cumulative deaths': '1',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '7956',\n", + " 'Tests conducted (total)': '8008',\n", + " 'Time': '18:10',\n", + " 'Update Source': 'website',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '144',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '27064',\n", + " 'Time': '',\n", + " 'Update Source': 'website',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '150',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '17180',\n", + " 'Time': '14:46',\n", + " 'Update Source': 'Victoria DHHS',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '307',\n", + " 'Cumulative deaths': '6',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': 'press conference update, will add more '\n", + " 'detail shortly',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '39089',\n", + " 'Time': '12:30',\n", + " 'Update Source': 'NSW Health media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '353',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '19/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '2',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '14:00',\n", + " 'Update Source': 'health.gov.au',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '3',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '6',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '2056',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '15:38',\n", + " 'Update Source': 'ACT health email',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '50',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '16717',\n", + " 'Time': '19:15',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '64',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '8539',\n", + " 'Tests conducted (total)': '8603',\n", + " 'Time': '',\n", + " 'Update Source': '',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '178',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '19337',\n", + " 'Time': '17:32',\n", + " 'Update Source': 'Victoria DHHS email',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '184',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '17:24',\n", + " 'Update Source': 'QLD Health email',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '382',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '6',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '40298',\n", + " 'Tests conducted (total)': '40651',\n", + " 'Time': '',\n", + " 'Update Source': 'press conference',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '436',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '20/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '46892',\n", + " 'Time': '13:28',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '5',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'NT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'Media release ',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '9',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '2212',\n", + " 'Tests conducted (total)': '2221',\n", + " 'Time': '11:19',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '16',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'TAS',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '12',\n", + " 'Update Source': 'DHHS Tasmania',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '57',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '20:12',\n", + " 'Update Source': 'Media release',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '90',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '9130',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '17.35',\n", + " 'Update Source': 'Health WA',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '221',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '',\n", + " 'Update Source': 'press conference',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '221',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'QLD',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '12:05',\n", + " 'Update Source': 'Media release ',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '229',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '20500',\n", + " 'Time': '14.25',\n", + " 'Update Source': 'Victoria DHHS',\n", + " 'Ventilator usage (count)': ''},\n", + " {'Cumulative case count': '533',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '21/03/2020',\n", + " 'Hospitalisations (count)': '',\n", + " 'Intensive care (count)': '',\n", + " 'Notes': 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'01/07/2020',\n", + " 'Hospitalisations (count)': '15',\n", + " 'Intensive care (count)': '2',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '1839',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '830000',\n", + " 'Time': '15:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '611',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '01/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '598',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '185850',\n", + " 'Time': '15:29',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '108',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '01/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 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'Tests conducted (total)': '386727',\n", + " 'Time': '17:00',\n", + " 'Update Source': 'https://www.qld.gov.au/health/conditions/health-alerts/coronavirus-covid-19/current-status/statistics',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '108',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '04/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '105',\n", + " 'State': 'ACT',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '31908',\n", + " 'Time': '17:00',\n", + " 'Update Source': 'https://www.covid19.act.gov.au/',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '31',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '04/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '30',\n", + " 'State': 'NT',\n", + " 'Tests 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" 'Tests conducted (total)': '942432',\n", + " 'Time': '20:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '618',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '05/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '600',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '',\n", + " 'Time': '14:58',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '2536',\n", + " 'Cumulative deaths': '21',\n", + " 'Date': '05/07/2020',\n", + " 'Hospitalisations (count)': '26',\n", + " 'Intensive care (count)': '3',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '1971',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '928100',\n", + " 'Time': '15:28',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '3240',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '05/07/2020',\n", + " 'Hospitalisations (count)': '69',\n", + " 'Intensive care (count)': '1',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '2799',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '953987',\n", + " 'Time': '20:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '2660',\n", + " 'Cumulative deaths': '22',\n", + " 'Date': '06/07/2020',\n", + " 'Hospitalisations (count)': '31',\n", + " 'Intensive care (count)': '5',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '1992',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '952000',\n", + " 'Time': '15:30',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '443',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '06/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '436',\n", + " 'State': 'SA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '161999',\n", + " 'Time': '16:30',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '621',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '06/07/2020',\n", + " 'Hospitalisations (count)': '0',\n", + " 'Intensive care (count)': '0',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '600',\n", + " 'State': 'WA',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '196108',\n", + " 'Time': '17:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '3244',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '06/07/2020',\n", + " 'Hospitalisations (count)': '67',\n", + " 'Intensive care (count)': '1',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '2798',\n", + " 'State': 'NSW',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '963733',\n", + " 'Time': '20:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'},\n", + " {'Cumulative case count': '2824',\n", + " 'Cumulative deaths': '',\n", + " 'Date': '07/07/2020',\n", + " 'Hospitalisations (count)': '35',\n", + " 'Intensive care (count)': '9',\n", + " 'Notes': '',\n", + " 'Recovered (cumulative)': '2028',\n", + " 'State': 'VIC',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '979000',\n", + " 'Time': '13:00',\n", + " 'Update Source': 'media release',\n", + " 'Ventilator usage (count)': '0'}]}}\n" + ] + } + ], + "source": [ + "au_covid_url = \"https://interactive.guim.co.uk/docsdata/1q5gdePANXci8enuiS4oHUJxcxC13d6bjMRSicakychE.json\"\n", + "au_covid_data = requests.get(au_covid_url).json()\n", + "pprint(au_covid_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['sheets'])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "au_covid_data.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['updates', 'deaths', 'latest totals', 'locations', 'sources', 'about', 'data validation'])" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "au_covid_data['sheets'].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'State': 'VIC',\n", + " 'Date': '07/07/2020',\n", + " 'Time': '13:00',\n", + " 'Cumulative case count': '2824',\n", + " 'Cumulative deaths': '',\n", + " 'Tests conducted (negative)': '',\n", + " 'Tests conducted (total)': '979000',\n", + " 'Hospitalisations (count)': '35',\n", + " 'Intensive care (count)': '9',\n", + " 'Ventilator usage (count)': '0',\n", + " 'Recovered (cumulative)': '2028',\n", + " 'Update Source': 'media release',\n", + " 'Notes': ''}" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "covid_by_state = au_covid_data['sheets']['updates']\n", + "covid_by_state[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "state_list = list()\n", + "date_list = list()\n", + "cumulative_case_count = list()\n", + "cumulative_recovered_count = list()\n", + "\n", + "for element in covid_by_state:\n", + " state_list.append(element[\"State\"])\n", + " date_list.append(element[\"Date\"])\n", + " cumulative_case_count.append(element[\"Cumulative case count\"])\n", + " cumulative_recovered_count.append(element[\"Recovered (cumulative)\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " State Date Cumulative case count Cumulative recovered count\n", + "0 SA 23/01/2020 0 \n", + "1 VIC 25/01/2020 1 \n", + "2 NSW 25/01/2020 3 \n", + "3 NSW 27/01/2020 4 \n", + "4 QLD 28/01/2020 0 " + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_au_covid = pd.DataFrame({\n", + " \"State\": state_list,\n", + " \"Date\": date_list,\n", + " \"Cumulative case count\": cumulative_case_count,\n", + " \"Cumulative recovered count\": cumulative_recovered_count\n", + "})\n", + "clean_au_covid.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 870 entries, 0 to 869\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 State 870 non-null object\n", + " 1 Date 870 non-null object\n", + " 2 Cumulative case count 870 non-null object\n", + " 3 Cumulative recovered count 870 non-null object\n", + "dtypes: object(4)\n", + "memory usage: 27.3+ KB\n" + ] + } + ], + "source": [ + "clean_au_covid.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "clean_au_covid[\"Cumulative case count\"] = pd.to_numeric(\n", + " clean_au_covid[\"Cumulative case count\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "clean_au_covid[\"Cumulative recovered count\"] = pd.to_numeric(\n", + " clean_au_covid[\"Cumulative recovered count\"].str.replace(\",\", \"\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert the Date column to datetime format\n", + "clean_au_covid['Date'] = pd.to_datetime(\n", + " clean_au_covid[\"Date\"], format=\"%d/%m/%Y\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 870 entries, 0 to 869\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 State 870 non-null object \n", + " 1 Date 870 non-null datetime64[ns]\n", + " 2 Cumulative case count 841 non-null float64 \n", + " 3 Cumulative recovered count 434 non-null float64 \n", + "dtypes: datetime64[ns](1), float64(2), object(1)\n", + "memory usage: 27.3+ KB\n" + ] + } + ], + "source": [ + "clean_au_covid.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "clean_au_covid.fillna(0, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 870 entries, 0 to 869\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 State 870 non-null object \n", + " 1 Date 870 non-null datetime64[ns]\n", + " 2 Cumulative case count 870 non-null float64 \n", + " 3 Cumulative recovered count 870 non-null float64 \n", + "dtypes: datetime64[ns](1), float64(2), object(1)\n", + "memory usage: 27.3+ KB\n" + ] + } + ], + "source": [ + "clean_au_covid.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "clean_au_covid[[\"Cumulative case count\", \"Cumulative recovered count\"]] = clean_au_covid[[\n", + " \"Cumulative case count\", \"Cumulative recovered count\"]].astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 870 entries, 0 to 869\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 State 870 non-null object \n", + " 1 Date 870 non-null datetime64[ns]\n", + " 2 Cumulative case count 870 non-null int32 \n", + " 3 Cumulative recovered count 870 non-null int32 \n", + "dtypes: datetime64[ns](1), int32(2), object(1)\n", + "memory usage: 20.5+ KB\n" + ] + } + ], + "source": [ + "clean_au_covid.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StateDateCumulative case countCumulative recovered count
850NT2020-07-023029
851VIC2020-07-0223031866
852NSW2020-07-0232112789
853VIC2020-07-0323681904
854WA2020-07-03611598
855NSW2020-07-0332162788
856WA2020-07-04612598
857QLD2020-07-0410670
858ACT2020-07-04108105
859NT2020-07-043130
860VIC2020-07-0424691938
861NSW2020-07-0432302799
862WA2020-07-05618600
863VIC2020-07-0525361971
864NSW2020-07-0532402799
865VIC2020-07-0626601992
866SA2020-07-06443436
867WA2020-07-06621600
868NSW2020-07-0632442798
869VIC2020-07-0728242028
\n", + "
" + ], + "text/plain": [ + " State Date Cumulative case count Cumulative recovered count\n", + "850 NT 2020-07-02 30 29\n", + "851 VIC 2020-07-02 2303 1866\n", + "852 NSW 2020-07-02 3211 2789\n", + "853 VIC 2020-07-03 2368 1904\n", + "854 WA 2020-07-03 611 598\n", + "855 NSW 2020-07-03 3216 2788\n", + "856 WA 2020-07-04 612 598\n", + "857 QLD 2020-07-04 1067 0\n", + "858 ACT 2020-07-04 108 105\n", + "859 NT 2020-07-04 31 30\n", + "860 VIC 2020-07-04 2469 1938\n", + "861 NSW 2020-07-04 3230 2799\n", + "862 WA 2020-07-05 618 600\n", + "863 VIC 2020-07-05 2536 1971\n", + "864 NSW 2020-07-05 3240 2799\n", + "865 VIC 2020-07-06 2660 1992\n", + "866 SA 2020-07-06 443 436\n", + "867 WA 2020-07-06 621 600\n", + "868 NSW 2020-07-06 3244 2798\n", + "869 VIC 2020-07-07 2824 2028" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_au_covid.tail(20)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-01-23 00:00:00')" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the earliest date the covid dataset covers:\n", + "clean_au_covid[\"Date\"].min()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-07-07 00:00:00')" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find the latrest date the covid dataset covers:\n", + "clean_au_covid[\"Date\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "final_au_covid = clean_au_covid[clean_au_covid[\"Date\"] <= \"2020-07-05\"].copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "final_au_covid.to_csv(\"au_covid_data.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2020-07-05 00:00:00')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_au_covid[\"Date\"].max()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# import time\n", + "# from scipy.stats import linregress\n", + "\n", + "# Incorporated citipy to determine city based on latitude and longitude\n", + "# from citipy import citipy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# url = \"https://api.openaq.org/v1/measurements\"\n", + "\n", + "# data = requests.get(url).json()\n", + "# pprint(data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# len(data[\"results\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# data[\"results\"][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Data source: https://aqicn.org/api/\n", + "# base_url = \"https://api.waqi.info/feed/\"\n", + "# city = \"melbourne\"\n", + "# url = f\"{base_url}{city}/?token={api_key}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# url_2 = \"https://api.covid19api.com/country/south-africa/status/confirmed/live\"\n", + "# covid_data_2 = requests.get(url_2).json()\n", + "# pprint(covid_data_2[-1])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": true, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/data_exploration_cleanup_TRACEY.ipynb b/data_exploration_cleanup_TRACEY.ipynb index a3dfa5d..ad0df08 100644 --- a/data_exploration_cleanup_TRACEY.ipynb +++ b/data_exploration_cleanup_TRACEY.ipynb @@ -26,9 +26,21 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'config'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;31m# Import API key\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mconfig\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mapi_key\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'config'" + ] + } + ], "source": [ "# Dependencies and Setup\n", "import matplotlib.pyplot as plt\n", @@ -61,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +89,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -202,7 +221,7 @@ "4 400.79 " ] }, - "execution_count": 4, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -300,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -313,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -422,7 +441,7 @@ "4 23/02/2020 IR Isfahan pm25 132 22.0 132.0 76.0 3209.67" ] }, - "execution_count": 8, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -511,8 +530,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, + "execution_count": 17, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -541,6 +562,126 @@ "clean_airdf.info()" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
024/02/2020IRIsfahanpm2512954.0194.0126.010921.40
17/05/2020IRIsfahanpm2516817.0168.091.014014.00
228/05/2020IRIsfahanpm2512717.0115.072.03558.56
320/02/2020IRIsfahanpm2511326.0181.076.011209.80
423/02/2020IRIsfahanpm2513222.0132.076.03209.67
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" + ], + "text/plain": [ + " Date Country City Specie count min max median variance\n", + "0 24/02/2020 IR Isfahan pm25 129 54.0 194.0 126.0 10921.40\n", + "1 7/05/2020 IR Isfahan pm25 168 17.0 168.0 91.0 14014.00\n", + "2 28/05/2020 IR Isfahan pm25 127 17.0 115.0 72.0 3558.56\n", + "3 20/02/2020 IR Isfahan pm25 113 26.0 181.0 76.0 11209.80\n", + "4 23/02/2020 IR Isfahan pm25 132 22.0 132.0 76.0 3209.67" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf.head()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -550,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -559,7 +700,136 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
1481142020-01-09AEAbu Dhabio31130.545.913.51541.68
9682712019-07-21AEAbu Dhabipm1070117.0382.0184.055872.60
9682792019-08-28AEAbu Dhabipm1011557.0110.065.02383.01
9682782019-08-24AEAbu Dhabipm1012084.0140.0108.01626.86
9687042019-08-17AEDubaipm2521139.0198.0167.01863.48
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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "148114 2020-01-09 AE Abu Dhabi o3 113 0.5 45.9 13.5 \n", + "968271 2019-07-21 AE Abu Dhabi pm10 70 117.0 382.0 184.0 \n", + "968279 2019-08-28 AE Abu Dhabi pm10 115 57.0 110.0 65.0 \n", + "968278 2019-08-24 AE Abu Dhabi pm10 120 84.0 140.0 108.0 \n", + "968704 2019-08-17 AE Dubai pm25 21 139.0 198.0 167.0 \n", + "\n", + " variance \n", + "148114 1541.68 \n", + "968271 55872.60 \n", + "968279 2383.01 \n", + "968278 1626.86 \n", + "968704 1863.48 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Sort Country column and City alphabetically \n", + "clean_airdf = clean_airdf.sort_values(by = 'Country')\n", + "clean_airdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -567,7 +837,7 @@ "output_type": "stream", "text": [ "\n", - "RangeIndex: 1491397 entries, 0 to 1491396\n", + "Int64Index: 1491397 entries, 148114 to 1407141\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", @@ -581,7 +851,7 @@ " 7 median 1491397 non-null float64 \n", " 8 variance 1491397 non-null float64 \n", "dtypes: datetime64[ns](1), float64(4), int64(1), object(3)\n", - "memory usage: 102.4+ MB\n" + "memory usage: 113.8+ MB\n" ] } ], @@ -591,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -600,7 +870,7 @@ "Timestamp('2018-12-31 00:00:00')" ] }, - "execution_count": 13, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -612,7 +882,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -621,7 +891,7 @@ "Timestamp('2020-07-03 00:00:00')" ] }, - "execution_count": 14, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -633,24 +903,24 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['IR', 'TJ', 'BR', 'CN', 'DK', 'ES', 'ML', 'SK', 'XK', 'CL', 'DE',\n", - " 'KW', 'MM', 'PH', 'PK', 'PL', 'RU', 'SE', 'SG', 'AE', 'BA', 'CZ',\n", - " 'ID', 'IS', 'MO', 'RO', 'AR', 'AU', 'EC', 'GH', 'HK', 'PE', 'UA',\n", - " 'EE', 'FR', 'JP', 'MN', 'FI', 'IE', 'IL', 'KZ', 'LA', 'UZ', 'BD',\n", - " 'BE', 'GR', 'KR', 'LK', 'MK', 'MX', 'TR', 'AF', 'AT', 'GT', 'BO',\n", - " 'CR', 'JO', 'PR', 'SA', 'SV', 'CA', 'IT', 'NO', 'RE', 'TM', 'ZA',\n", - " 'BH', 'LT', 'TH', 'BG', 'CH', 'HU', 'MY', 'NL', 'NZ', 'UG', 'VN',\n", - " 'ET', 'GE', 'GN', 'IQ', 'RS', 'TW', 'CI', 'CO', 'CY', 'DZ', 'HR',\n", - " 'IN', 'KG', 'CW', 'GB', 'NP', 'PT', 'US'], dtype=object)" + "array(['AE', 'AF', 'AR', 'AT', 'AU', 'BA', 'BD', 'BE', 'BG', 'BH', 'BO',\n", + " 'BR', 'CA', 'CH', 'CI', 'CL', 'CN', 'CO', 'CR', 'CW', 'CY', 'CZ',\n", + " 'DE', 'DK', 'DZ', 'EC', 'EE', 'ES', 'ET', 'FI', 'FR', 'GB', 'GE',\n", + " 'GH', 'GN', 'GR', 'GT', 'HK', 'HR', 'HU', 'ID', 'IE', 'IL', 'IN',\n", + " 'IQ', 'IR', 'IS', 'IT', 'JO', 'JP', 'KG', 'KR', 'KW', 'KZ', 'LA',\n", + " 'LK', 'LT', 'MK', 'ML', 'MM', 'MN', 'MO', 'MX', 'MY', 'NL', 'NO',\n", + " 'NP', 'NZ', 'PE', 'PH', 'PK', 'PL', 'PR', 'PT', 'RE', 'RO', 'RS',\n", + " 'RU', 'SA', 'SE', 'SG', 'SK', 'SV', 'TH', 'TJ', 'TM', 'TR', 'TW',\n", + " 'UA', 'UG', 'US', 'UZ', 'VN', 'XK', 'ZA'], dtype=object)" ] }, - "execution_count": 15, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -661,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -685,29 +955,29 @@ " \n", " \n", " \n", - " country_code\n", + " Country Code\n", " \n", " \n", " \n", " \n", " 0\n", - " IR\n", + " AE\n", " \n", " \n", " 1\n", - " TJ\n", + " AF\n", " \n", " \n", " 2\n", - " BR\n", + " AR\n", " \n", " \n", " 3\n", - " CN\n", + " AT\n", " \n", " \n", " 4\n", - " DK\n", + " AU\n", " \n", " \n", " ...\n", @@ -715,23 +985,23 @@ " \n", " \n", " 90\n", - " CW\n", + " US\n", " \n", " \n", " 91\n", - " GB\n", + " UZ\n", " \n", " \n", " 92\n", - " NP\n", + " VN\n", " \n", " \n", " 93\n", - " PT\n", + " XK\n", " \n", " \n", " 94\n", - " US\n", + " ZA\n", " \n", " \n", "\n", @@ -739,30 +1009,30 @@ "" ], "text/plain": [ - " country_code\n", - "0 IR\n", - "1 TJ\n", - "2 BR\n", - "3 CN\n", - "4 DK\n", + " Country Code\n", + "0 AE\n", + "1 AF\n", + "2 AR\n", + "3 AT\n", + "4 AU\n", ".. ...\n", - "90 CW\n", - "91 GB\n", - "92 NP\n", - "93 PT\n", - "94 US\n", + "90 US\n", + "91 UZ\n", + "92 VN\n", + "93 XK\n", + "94 ZA\n", "\n", "[95 rows x 1 columns]" ] }, - "execution_count": 16, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Display an overview of the Country column\n", - "country_airdata_df = pd.DataFrame(clean_airdf[\"Country\"].unique(), columns=[\"country_code\"])\n", + "country_airdata_df = pd.DataFrame(clean_airdf[\"Country\"].unique(), columns=[\"Country Code\"])\n", "country_airdata_df" ] }, @@ -775,131 +1045,132 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['Isfahan', 'Arāk', 'Karaj', 'Qom', 'Orūmīyeh', 'Yazd', 'Īlām',\n", - " 'Kerman', 'Khorramshahr', 'Tabriz', 'Bandar Abbas', 'Sanandaj',\n", - " 'Kermanshah', 'Khorramabad', 'Shiraz', 'Zanjān', 'Mashhad',\n", - " 'Tehran', 'Dushanbe', 'São José dos Campos', 'Vitória',\n", - " 'São Paulo', 'Beijing', 'Jieyang', 'Kunming', 'Hangzhou',\n", - " 'Chongqing', 'Qingdao', 'Haikou', 'Ürümqi', 'Qiqihar', 'Guiyang',\n", - " 'Shenzhen', 'Yunfu', 'Xuchang', 'Yinchuan', 'Shenyang', 'Lhasa',\n", - " 'Shanghai', 'Changchun', 'Foshan', 'Nanning', 'Fushun', 'Hefei',\n", - " 'Chengdu', 'Hohhot', 'Qinhuangdao', 'Shijiazhuang', 'Shantou',\n", - " 'Zhengzhou', 'Nanjing', 'Xining', 'Xi’an', 'Zhuzhou', 'Wuhan',\n", - " 'Tianjin', 'Changzhou', 'Nanchang', 'Shiyan', 'Xinxiang', 'Suzhou',\n", - " 'Harbin', 'Lanzhou', 'Jinan', 'Changsha', 'Hegang', 'Anyang',\n", - " 'Wuxi', 'Taiyuan', 'Guangzhou', 'Fuzhou', 'Ningbo', 'Xiamen',\n", - " 'Dongguan', 'Copenhagen', 'Las Palmas de Gran Canaria',\n", - " 'Salamanca', 'Barcelona', 'Donostia / San Sebastián',\n", - " 'Gasteiz / Vitoria', 'Córdoba', 'Valladolid', 'Santander', 'Palma',\n", - " 'Málaga', 'Zaragoza', 'Sevilla', 'Bilbao', 'Pamplona',\n", - " 'Castelló de la Plana', 'Huelva', 'Granada', 'Madrid', 'Valencia',\n", - " 'Burgos', 'Murcia', 'Santa Cruz de Tenerife', 'Oviedo', 'Bamako',\n", - " 'Košice', 'Bratislava', 'Pristina', 'Rancagua', 'Osorno',\n", - " 'Los Ángeles', 'Chillán', 'Calama', 'Puerto Montt', 'Valparaíso',\n", - " 'Quilpué', 'Santiago', 'Talca', 'Concepción', 'Temuco',\n", - " 'Stuttgart', 'Münster', 'Köln', 'Kassel', 'Karlsruhe', 'Mainz',\n", - " 'Dresden', 'Munich', 'Berlin', 'Düsseldorf', 'Freiburg',\n", - " 'Wiesbaden', 'Hannover', 'Augsburg', 'Darmstadt', 'Potsdam',\n", - " 'Hamburg', 'Ḩawallī', 'Yangon', 'Baguio', 'Manila', 'Butuan',\n", - " 'Karachi', 'Peshawar', 'Islamabad', 'Lahore', 'Łódź', 'Tarnów',\n", - " 'Gdańsk', 'Katowice', 'Poznań', 'Rybnik', 'Szczecin', 'Kielce',\n", - " 'Warsaw', 'Bydgoszcz', 'Zabrze', 'Wrocław', 'Płock', 'Kraków',\n", - " 'Chelyabinsk', 'Nizhniy Novgorod', 'Saint Petersburg',\n", - " 'Krasnoyarsk', 'Tomsk', 'Novosibirsk', 'Moscow', 'Stockholm',\n", - " 'Göteborg', 'Malmö', 'Uppsala', 'Singapore', 'Abu Dhabi', 'Dubai',\n", - " 'Sarajevo', 'Zenica', 'Tuzla', 'Prague', 'Ostrava', 'Brno',\n", - " 'Pilsen', 'Olomouc', 'Jakarta', 'Reykjavík', 'Macau', 'Ploieşti',\n", - " 'Craiova', 'Bacău', 'Râmnicu Vâlcea', 'Sibiu', 'Timişoara',\n", - " 'Piteşti', 'Arad', 'Cluj-Napoca', 'Bucharest', 'Baia Mare',\n", - " 'Oradea', 'Galaţi', 'Braşov', 'Iaşi', 'Constanţa', 'Brăila',\n", - " 'Buenos Aires', 'Sydney', 'Newcastle', 'Launceston', 'Hobart',\n", - " 'Darwin', 'Melbourne', 'Canberra', 'Adelaide', 'Brisbane', 'Perth',\n", - " 'Wollongong', 'Quito', 'Accra', 'Hong Kong', 'Lima', 'Odessa',\n", - " 'Ternopil', 'Kyiv', 'Kamianske', 'Dnipro', 'Zaporizhia', 'Lviv',\n", - " 'Kryvyi Rih', 'Ivano-Frankivsk', 'Tallinn', 'Tours', 'Marseille',\n", - " 'Nîmes', 'Besançon', 'Nantes', 'Rennes', 'Toulouse', 'Nancy',\n", - " 'Clermont-Ferrand', 'Paris', 'Lille', 'Orléans', 'Montpellier',\n", - " 'Lyon', 'Amiens', 'Dijon', 'Rouen', 'Grenoble', 'Toulon',\n", - " 'Limoges', 'Caen', 'Perpignan', 'Bordeaux', 'Nice',\n", - " 'Saint-Étienne', 'Metz', 'Strasbourg', 'Fukuoka', 'Kanazawa',\n", - " 'Kumamoto', 'Akita', 'Kochi', 'Gifu-shi', 'Kyoto', 'Hiroshima',\n", - " 'Shizuoka', 'Chiba', 'Sapporo', 'Yokohama', 'Tokyo', 'Saitama',\n", - " 'Naha', 'Nagasaki', 'Toyama', 'Niigata', 'Nara-shi', 'Okayama',\n", - " 'Sendai', 'Osaka', 'Miyazaki', 'Matsuyama', 'Wakayama',\n", - " 'Takamatsu', 'Nagoya', 'Ōita', 'Kobe', 'Nagano', 'Utsunomiya',\n", - " 'Kagoshima', 'Ulan Bator', 'Vantaa', 'Turku', 'Oulu', 'Helsinki',\n", - " 'Tampere', 'Dublin', 'Tel Aviv', 'Haifa', 'Jerusalem', 'Ashdod',\n", - " 'Netanya', 'Ashkelon', 'Petaẖ Tiqwa', 'Nur-Sultan', 'Almaty',\n", - " 'Vientiane', 'Tashkent', 'Dhaka', 'Liège', 'Brussels', 'Charleroi',\n", - " 'Gent', 'Namur', 'Antwerpen', 'Thessaloníki', 'Athens', 'Jeonju',\n", - " 'Seoul', 'Busan', 'Sejong', 'Ulsan', 'Yeosu', 'Gwangju',\n", - " 'Seongnam-si', 'Daejeon', 'Pohang', 'Changwon', 'Suwon',\n", - " 'Cheongju-si', 'Chuncheon', 'Daegu', 'Jeju City', 'Incheon',\n", - " 'Suncheon', 'Mokpo', 'Andong', 'Colombo', 'Skopje',\n", - " 'Ecatepec de Morelos', 'Guadalajara', 'Cuernavaca', 'Puebla',\n", - " 'Mexico City', 'Morelia', 'Mérida', 'San Luis Potosí', 'Monterrey',\n", - " 'Pachuca de Soto', 'Tepic', 'Toluca', 'Aguascalientes', 'Oaxaca',\n", - " 'Eskişehir', 'İzmit', 'Bursa', 'Ankara', 'Adana', 'Kayseri',\n", - " 'Kütahya', 'Balıkesir', 'Adapazarı', 'Trabzon', 'Antakya',\n", - " 'Samsun', 'İzmir', 'Konya', 'Sivas', 'Istanbul', 'Denizli',\n", - " 'Erzurum', 'Kabul', 'Salzburg', 'Linz', 'Innsbruck', 'Vienna',\n", - " 'Graz', 'Guatemala City', 'Cochabamba', 'San José', 'Amman',\n", - " 'Irbid', 'Zarqa', 'San Juan', 'Riyadh', 'Jeddah', 'Abha', 'Dammam',\n", - " \"Ha'il\", 'Buraydah', 'Mecca', 'San Salvador', 'Hamilton',\n", - " 'Calgary', 'Winnipeg', 'Halifax', 'Kitchener', 'Edmonton',\n", - " 'Surrey', 'Mississauga', 'Québec', 'Vancouver', 'Victoria',\n", - " 'Montréal', 'Toronto', 'Ottawa', 'London', 'Bologna', 'Livorno',\n", - " 'Trieste', 'Modena', 'Prato', 'Florence', 'Naples', 'Rome',\n", - " 'Turin', 'Milan', 'Brescia', 'Parma', 'Trondheim', 'Oslo',\n", - " 'Stavanger', 'Bergen', 'Saint-Denis', 'Ashgabat', 'Middelburg',\n", - " 'Pretoria', 'East London', 'Johannesburg', 'Bloemfontein',\n", - " 'Cape Town', 'Vereeniging', 'Durban', 'Klerksdorp', 'Richards Bay',\n", - " 'Port Elizabeth', 'Worcester', 'Manama', 'Kaunas', 'Chon Buri',\n", - " 'Chiang Mai', 'Nakhon Pathom', 'Rayong', 'Lampang', 'Bangkok',\n", - " 'Samut Prakan', 'Sofia', 'Burgas', 'Plovdiv', 'Zürich', 'Debrecen',\n", - " 'Győr', 'Szeged', 'Pécs', 'Kecskemét', 'Miskolc', 'Budapest',\n", - " 'Kuantan', 'Miri', 'George Town', 'Klang', 'Malacca', 'Taiping',\n", - " 'Alor Setar', 'Kota Bharu', 'Kuching', 'Seremban', 'Ipoh',\n", - " 'Johor Bahru', 'Kuala Lumpur', 'Utrecht', 'Nijmegen', 'Haarlem',\n", - " 'Eindhoven', 'Rotterdam', 'Amsterdam', 'Dordrecht', 'Breda',\n", - " 'Groningen', 'Maastricht', 'The Hague', 'Auckland', 'Christchurch',\n", - " 'Wellington', 'Dunedin', 'Kampala', 'Ho Chi Minh City', 'Huế',\n", - " 'Hanoi', 'Haiphong', 'Hạ Long', 'Addis Ababa', 'Tbilisi',\n", - " 'Conakry', 'Baghdad', 'Novi Sad', 'Niš', 'Belgrade',\n", - " 'Taitung City', 'Taichung', 'Taoyuan City', 'Taipei', 'Hsinchu',\n", - " 'Keelung', 'Tainan', 'Douliu', 'Kaohsiung', 'Abidjan', 'Bogotá',\n", - " 'Medellín', 'Nicosia', 'Limassol', 'Algiers', 'Zagreb', 'Rijeka',\n", - " 'Split', 'Thrissur', 'New Delhi', 'Hyderabad', 'Delhi',\n", - " 'Chandigarh', 'Bhopal', 'Nagpur', 'Lucknow', 'Ghāziābād', 'Hāpur',\n", - " 'Gandhinagar', 'Chennai', 'Nashik', 'Mysore', 'Visakhapatnam',\n", - " 'Mumbai', 'Jaipur', 'Patna', 'Muzaffarnagar', 'Thiruvananthapuram',\n", - " 'Bengaluru', 'Shillong', 'Kolkata', 'Bishkek', 'Willemstad',\n", - " 'Edinburgh', 'Norwich', 'Liverpool', 'Belfast', 'Coventry',\n", - " 'Leeds', 'Cardiff', 'Bristol', 'Birmingham', 'Sheffield',\n", - " 'Newport', 'Leicester', 'Manchester', 'Reading', 'Plymouth',\n", - " 'Glasgow', 'Preston', 'Swansea', 'Southend-on-Sea', 'Kathmandu',\n", - " 'Pokhara', 'Biratnagar', 'Lisbon', 'Funchal', 'Oklahoma City',\n", - " 'Raleigh', 'Memphis', 'Jackson', 'Boston', 'Richmond', 'Portland',\n", - " 'Boise', 'Austin', 'Honolulu', 'Fresno', 'Milwaukee', 'Columbia',\n", - " 'Hartford', 'Washington D.C.', 'Chicago', 'Houston',\n", - " 'Indianapolis', 'Atlanta', 'Charlotte', 'Sacramento', 'Oakland',\n", - " 'Providence', 'Staten Island', 'Brooklyn', 'Springfield',\n", - " 'The Bronx', 'San Jose', 'Los Angeles', 'Detroit', 'Little Rock',\n", - " 'Baltimore', 'Phoenix', 'Omaha', 'El Paso', 'Dallas', 'Seattle',\n", - " 'Manhattan', 'Miami', 'Jacksonville', 'Las Vegas', 'San Antonio',\n", - " 'Philadelphia', 'San Diego', 'Columbus', 'Saint Paul', 'Denver',\n", - " 'Salt Lake City', 'Albuquerque', 'San Francisco', 'Salem',\n", - " 'Madison', 'Nashville', 'Tucson', 'Queens', 'Tallahassee',\n", - " 'Fort Worth', 'Chihuahua', 'Zamboanga'], dtype=object)" + "array(['Abu Dhabi', 'Dubai', 'Kabul', 'Buenos Aires', 'Innsbruck',\n", + " 'Salzburg', 'Vienna', 'Linz', 'Graz', 'Sydney', 'Brisbane',\n", + " 'Perth', 'Wollongong', 'Canberra', 'Darwin', 'Melbourne',\n", + " 'Launceston', 'Hobart', 'Adelaide', 'Newcastle', 'Tuzla',\n", + " 'Sarajevo', 'Zenica', 'Dhaka', 'Namur', 'Charleroi', 'Brussels',\n", + " 'Gent', 'Liège', 'Antwerpen', 'Plovdiv', 'Burgas', 'Sofia',\n", + " 'Manama', 'Cochabamba', 'São José dos Campos', 'São Paulo',\n", + " 'Vitória', 'Québec', 'Calgary', 'Hamilton', 'Winnipeg', 'London',\n", + " 'Edmonton', 'Kitchener', 'Victoria', 'Halifax', 'Toronto',\n", + " 'Vancouver', 'Surrey', 'Ottawa', 'Mississauga', 'Montréal',\n", + " 'Zürich', 'Abidjan', 'Valparaíso', 'Concepción', 'Temuco',\n", + " 'Rancagua', 'Quilpué', 'Santiago', 'Los Ángeles', 'Talca',\n", + " 'Osorno', 'Calama', 'Chillán', 'Puerto Montt', 'Suzhou', 'Jieyang',\n", + " 'Zhengzhou', 'Anyang', 'Guangzhou', 'Jinan', 'Ürümqi', 'Harbin',\n", + " 'Chongqing', 'Fushun', 'Tianjin', 'Fuzhou', 'Shijiazhuang',\n", + " 'Xiamen', 'Shiyan', 'Taiyuan', 'Zhuzhou', 'Hangzhou', 'Hefei',\n", + " 'Dongguan', 'Haikou', 'Guiyang', 'Foshan', 'Hohhot', 'Hegang',\n", + " 'Wuhan', 'Wuxi', 'Nanning', 'Ningbo', 'Yinchuan', 'Beijing',\n", + " 'Xining', 'Qinhuangdao', 'Nanjing', 'Qiqihar', 'Yunfu', 'Lhasa',\n", + " 'Nanchang', 'Xi’an', 'Xuchang', 'Xinxiang', 'Chengdu', 'Shanghai',\n", + " 'Qingdao', 'Changzhou', 'Changsha', 'Kunming', 'Shantou',\n", + " 'Shenyang', 'Shenzhen', 'Changchun', 'Lanzhou', 'Bogotá',\n", + " 'Medellín', 'San José', 'Willemstad', 'Nicosia', 'Limassol',\n", + " 'Ostrava', 'Prague', 'Olomouc', 'Pilsen', 'Brno', 'Karlsruhe',\n", + " 'Potsdam', 'Hamburg', 'Stuttgart', 'Munich', 'Köln', 'Hannover',\n", + " 'Mainz', 'Münster', 'Kassel', 'Freiburg', 'Augsburg', 'Darmstadt',\n", + " 'Wiesbaden', 'Berlin', 'Düsseldorf', 'Dresden', 'Copenhagen',\n", + " 'Algiers', 'Quito', 'Tallinn', 'Bilbao', 'Madrid', 'Santander',\n", + " 'Donostia / San Sebastián', 'Salamanca', 'Santa Cruz de Tenerife',\n", + " 'Córdoba', 'Castelló de la Plana', 'Sevilla', 'Burgos',\n", + " 'Valladolid', 'Valencia', 'Huelva', 'Zaragoza', 'Málaga', 'Palma',\n", + " 'Las Palmas de Gran Canaria', 'Barcelona', 'Gasteiz / Vitoria',\n", + " 'Oviedo', 'Pamplona', 'Granada', 'Murcia', 'Addis Ababa', 'Oulu',\n", + " 'Turku', 'Tampere', 'Vantaa', 'Helsinki', 'Strasbourg', 'Lille',\n", + " 'Caen', 'Perpignan', 'Limoges', 'Saint-Étienne', 'Amiens',\n", + " 'Orléans', 'Paris', 'Clermont-Ferrand', 'Metz', 'Nantes',\n", + " 'Bordeaux', 'Lyon', 'Nancy', 'Besançon', 'Montpellier', 'Rouen',\n", + " 'Rennes', 'Nîmes', 'Nice', 'Marseille', 'Grenoble', 'Toulouse',\n", + " 'Tours', 'Toulon', 'Dijon', 'Belfast', 'Cardiff', 'Newport',\n", + " 'Leeds', 'Swansea', 'Glasgow', 'Liverpool', 'Bristol', 'Norwich',\n", + " 'Reading', 'Leicester', 'Sheffield', 'Manchester',\n", + " 'Southend-on-Sea', 'Preston', 'Edinburgh', 'Coventry',\n", + " 'Birmingham', 'Plymouth', 'Tbilisi', 'Accra', 'Conakry',\n", + " 'Thessaloníki', 'Athens', 'Guatemala City', 'Hong Kong', 'Split',\n", + " 'Rijeka', 'Zagreb', 'Győr', 'Kecskemét', 'Miskolc', 'Budapest',\n", + " 'Szeged', 'Pécs', 'Debrecen', 'Jakarta', 'Dublin', 'Netanya',\n", + " 'Tel Aviv', 'Ashdod', 'Ashkelon', 'Haifa', 'Jerusalem',\n", + " 'Petaẖ Tiqwa', 'Ghāziābād', 'Delhi', 'Jaipur', 'Gandhinagar',\n", + " 'Thrissur', 'Bhopal', 'Bengaluru', 'Shillong', 'Patna', 'Lucknow',\n", + " 'Hyderabad', 'Chandigarh', 'Nagpur', 'Mumbai', 'Muzaffarnagar',\n", + " 'Mysore', 'Thiruvananthapuram', 'New Delhi', 'Hāpur', 'Kolkata',\n", + " 'Visakhapatnam', 'Nashik', 'Chennai', 'Baghdad', 'Shiraz',\n", + " 'Zanjān', 'Qom', 'Tehran', 'Khorramshahr', 'Tabriz',\n", + " 'Bandar Abbas', 'Isfahan', 'Sanandaj', 'Yazd', 'Khorramabad',\n", + " 'Īlām', 'Kermanshah', 'Kerman', 'Mashhad', 'Arāk', 'Karaj',\n", + " 'Orūmīyeh', 'Reykjavík', 'Prato', 'Naples', 'Florence', 'Parma',\n", + " 'Livorno', 'Rome', 'Bologna', 'Milan', 'Turin', 'Trieste',\n", + " 'Brescia', 'Modena', 'Irbid', 'Amman', 'Zarqa', 'Kanazawa',\n", + " 'Kagoshima', 'Wakayama', 'Akita', 'Kyoto', 'Yokohama', 'Kumamoto',\n", + " 'Utsunomiya', 'Chiba', 'Niigata', 'Osaka', 'Kobe', 'Fukuoka',\n", + " 'Okayama', 'Shizuoka', 'Kochi', 'Gifu-shi', 'Takamatsu', 'Sendai',\n", + " 'Nagoya', 'Nagasaki', 'Hiroshima', 'Naha', 'Matsuyama', 'Tokyo',\n", + " 'Nagano', 'Toyama', 'Saitama', 'Miyazaki', 'Ōita', 'Nara-shi',\n", + " 'Sapporo', 'Bishkek', 'Suwon', 'Jeonju', 'Daegu', 'Andong',\n", + " 'Suncheon', 'Jeju City', 'Pohang', 'Incheon', 'Seongnam-si',\n", + " 'Ulsan', 'Seoul', 'Yeosu', 'Gwangju', 'Changwon', 'Cheongju-si',\n", + " 'Sejong', 'Mokpo', 'Busan', 'Chuncheon', 'Daejeon', 'Ḩawallī',\n", + " 'Nur-Sultan', 'Almaty', 'Vientiane', 'Colombo', 'Kaunas', 'Skopje',\n", + " 'Bamako', 'Yangon', 'Ulan Bator', 'Macau', 'Oaxaca', 'Mexico City',\n", + " 'Toluca', 'Monterrey', 'Tepic', 'Mérida', 'Ecatepec de Morelos',\n", + " 'San Luis Potosí', 'Cuernavaca', 'Chihuahua', 'Morelia',\n", + " 'Pachuca de Soto', 'Guadalajara', 'Puebla', 'Aguascalientes',\n", + " 'Taiping', 'Johor Bahru', 'Malacca', 'Ipoh', 'Miri', 'Alor Setar',\n", + " 'Klang', 'Kota Bharu', 'Kuantan', 'Kuala Lumpur', 'Kuching',\n", + " 'Seremban', 'George Town', 'Utrecht', 'Amsterdam', 'Dordrecht',\n", + " 'Eindhoven', 'Haarlem', 'Groningen', 'The Hague', 'Rotterdam',\n", + " 'Maastricht', 'Nijmegen', 'Breda', 'Stavanger', 'Bergen',\n", + " 'Trondheim', 'Oslo', 'Kathmandu', 'Pokhara', 'Biratnagar',\n", + " 'Christchurch', 'Dunedin', 'Wellington', 'Auckland', 'Lima',\n", + " 'Baguio', 'Butuan', 'Manila', 'Zamboanga', 'Lahore', 'Peshawar',\n", + " 'Islamabad', 'Karachi', 'Katowice', 'Płock', 'Kraków', 'Gdańsk',\n", + " 'Zabrze', 'Łódź', 'Warsaw', 'Tarnów', 'Bydgoszcz', 'Poznań',\n", + " 'Wrocław', 'Kielce', 'Szczecin', 'Rybnik', 'San Juan', 'Funchal',\n", + " 'Lisbon', 'Saint-Denis', 'Iaşi', 'Sibiu', 'Râmnicu Vâlcea',\n", + " 'Constanţa', 'Cluj-Napoca', 'Bacău', 'Craiova', 'Piteşti', 'Arad',\n", + " 'Braşov', 'Ploieşti', 'Brăila', 'Bucharest', 'Oradea', 'Baia Mare',\n", + " 'Timişoara', 'Galaţi', 'Niš', 'Belgrade', 'Novi Sad', 'Moscow',\n", + " 'Saint Petersburg', 'Nizhniy Novgorod', 'Chelyabinsk',\n", + " 'Krasnoyarsk', 'Novosibirsk', 'Tomsk', 'Abha', 'Buraydah',\n", + " 'Jeddah', \"Ha'il\", 'Dammam', 'Mecca', 'Riyadh', 'Stockholm',\n", + " 'Malmö', 'Göteborg', 'Uppsala', 'Singapore', 'Košice',\n", + " 'Bratislava', 'San Salvador', 'Samut Prakan', 'Nakhon Pathom',\n", + " 'Lampang', 'Chon Buri', 'Chiang Mai', 'Rayong', 'Bangkok',\n", + " 'Dushanbe', 'Ashgabat', 'Konya', 'Adapazarı', 'Bursa', 'İzmir',\n", + " 'Istanbul', 'Adana', 'Eskişehir', 'Erzurum', 'Kayseri', 'İzmit',\n", + " 'Kütahya', 'Trabzon', 'Balıkesir', 'Samsun', 'Sivas', 'Denizli',\n", + " 'Antakya', 'Ankara', 'Douliu', 'Taichung', 'Tainan', 'Hsinchu',\n", + " 'Keelung', 'Taipei', 'Kaohsiung', 'Taoyuan City', 'Taitung City',\n", + " 'Dnipro', 'Ivano-Frankivsk', 'Odessa', 'Zaporizhia', 'Lviv',\n", + " 'Kamianske', 'Kryvyi Rih', 'Ternopil', 'Kyiv', 'Kampala',\n", + " 'Oakland', 'Raleigh', 'Jacksonville', 'Queens', 'Baltimore',\n", + " 'Boise', 'Hartford', 'Houston', 'Honolulu', 'Providence',\n", + " 'Staten Island', 'Sacramento', 'Tallahassee', 'Richmond',\n", + " 'Portland', 'Brooklyn', 'Boston', 'Springfield', 'Nashville',\n", + " 'Oklahoma City', 'Albuquerque', 'Phoenix', 'Philadelphia',\n", + " 'Indianapolis', 'Jackson', 'Omaha', 'Austin', 'Atlanta',\n", + " 'Columbus', 'Dallas', 'Manhattan', 'Las Vegas', 'El Paso',\n", + " 'Little Rock', 'The Bronx', 'Los Angeles', 'Columbia',\n", + " 'San Antonio', 'San Diego', 'San Francisco', 'Fresno',\n", + " 'Fort Worth', 'Salem', 'Miami', 'Chicago', 'Salt Lake City',\n", + " 'Tucson', 'Denver', 'Detroit', 'Madison', 'Milwaukee', 'San Jose',\n", + " 'Seattle', 'Memphis', 'Charlotte', 'Saint Paul', 'Washington D.C.',\n", + " 'Tashkent', 'Hạ Long', 'Haiphong', 'Huế', 'Hanoi',\n", + " 'Ho Chi Minh City', 'Pristina', 'Worcester', 'Klerksdorp',\n", + " 'Middelburg', 'East London', 'Port Elizabeth', 'Vereeniging',\n", + " 'Johannesburg', 'Durban', 'Cape Town', 'Bloemfontein',\n", + " 'Richards Bay', 'Pretoria'], dtype=object)" ] }, - "execution_count": 17, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -911,7 +1182,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -931,7 +1202,7 @@ "Name: City, Length: 615, dtype: int64" ] }, - "execution_count": 18, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -963,8 +1234,8 @@ "Adelaide 3177\n", "Perth 3082\n", "Newcastle 2871\n", - "Hobart 1126\n", "Launceston 1126\n", + "Hobart 1126\n", "Canberra 1093\n", "Name: City, dtype: int64" ] @@ -987,28 +1258,31 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { + "execution_count": 28, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { "text/plain": [ "array(['pm25', 'co', 'so2', 'no2', 'pm10', 'o3', 'aqi'], dtype=object)" ] }, - "execution_count": 20, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# Identifying the unique (common) air pollutants in the dataset \n", "unique_species = clean_airdf[\"Specie\"].unique()\n", "unique_species" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -1035,12 +1309,662 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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DateCountryCitySpeciecountminmaxmedianvariance
02020-02-24IRIsfahanpm2512954.0194.0126.010921.40
12020-05-07IRIsfahanpm2516817.0168.091.014014.00
22020-05-28IRIsfahanpm2512717.0115.072.03558.56
32020-02-20IRIsfahanpm2511326.0181.076.011209.80
42020-02-23IRIsfahanpm2513222.0132.076.03209.67
..............................
14907412019-12-01HRRijekapm25441.0172.029.010734.50
14907422019-12-12HRRijekapm25489.053.034.0962.27
14907432019-10-18HRRijekapm25439.074.030.02226.45
14907442019-10-21HRRijekapm25337.0170.049.011243.50
14907452019-11-13HRRijekapm25151.066.013.04354.95
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270688 rows × 9 columns

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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "0 2020-02-24 IR Isfahan pm25 129 54.0 194.0 126.0 \n", + "1 2020-05-07 IR Isfahan pm25 168 17.0 168.0 91.0 \n", + "2 2020-05-28 IR Isfahan pm25 127 17.0 115.0 72.0 \n", + "3 2020-02-20 IR Isfahan pm25 113 26.0 181.0 76.0 \n", + "4 2020-02-23 IR Isfahan pm25 132 22.0 132.0 76.0 \n", + "... ... ... ... ... ... ... ... ... \n", + "1490741 2019-12-01 HR Rijeka pm25 44 1.0 172.0 29.0 \n", + "1490742 2019-12-12 HR Rijeka pm25 48 9.0 53.0 34.0 \n", + "1490743 2019-10-18 HR Rijeka pm25 43 9.0 74.0 30.0 \n", + "1490744 2019-10-21 HR Rijeka pm25 33 7.0 170.0 49.0 \n", + "1490745 2019-11-13 HR Rijeka pm25 15 1.0 66.0 13.0 \n", + "\n", + " variance \n", + "0 10921.40 \n", + "1 14014.00 \n", + "2 3558.56 \n", + "3 11209.80 \n", + "4 3209.67 \n", + "... ... \n", + "1490741 10734.50 \n", + "1490742 962.27 \n", + "1490743 2226.45 \n", + "1490744 11243.50 \n", + "1490745 4354.95 \n", + "\n", + "[270688 rows x 9 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf[clean_airdf[\"Specie\"]==\"pm25\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
2933242020-01-10MXSan Luis Potosípm25223.0815.0815.01554580.00
2933342020-01-09MXSan Luis Potosípm2524815.0815.0815.00.00
2933512020-03-24MXSan Luis Potosípm2513814.0815.0815.01.41
2933842020-03-14MXSan Luis Potosípm2514785.0815.0815.0916.04
2933972020-01-02MXSan Luis Potosípm25213.0815.0815.01433760.00
2934072020-03-23MXSan Luis Potosípm252431.0815.0815.01379350.00
2994512020-02-11MXAguascalientespm254161.0815.0815.01261770.00
2995222020-02-09MXAguascalientespm254082.0815.0815.01188380.00
2995402020-02-21MXAguascalientespm254160.0815.0815.01363900.00
2995432020-02-12MXAguascalientespm25462.0815.0815.01318070.00
4311592020-01-12INNagpurpm2522394.0834.0834.0211968.00
6456132019-02-18MXAguascalientespm25234.0861.0824.01500550.00
6456382019-02-19MXAguascalientespm25188.0899.0813.01476270.00
6458922019-02-26MXOaxacapm252825.0825.0825.00.00
6459122019-02-25MXOaxacapm252825.0825.0825.00.00
7732532019-05-15ZAMiddelburgpm2514999.0999.0999.00.00
7732722019-05-16ZAMiddelburgpm256999.0999.0999.00.00
9483202019-05-20MXAguascalientespm2524682.0825.0824.018956.50
9483612019-06-11MXAguascalientespm2524825.0825.0825.00.00
9483692019-06-12MXAguascalientespm252463.0825.0825.01286230.00
9483902019-05-21MXAguascalientespm2522131.0825.0825.01009390.00
12972472019-11-06GRThessaloníkipm258999.0999.0999.00.00
12975732019-11-06GRAthenspm2512999.0999.0999.00.00
13434962019-11-21MXSan Luis Potosípm251865.0815.0815.0991400.00
13435092020-01-02MXSan Luis Potosípm25213.0815.0815.01433760.00
\n", + "
" + ], + "text/plain": [ + " Date Country City Specie count min max \\\n", + "293324 2020-01-10 MX San Luis Potosí pm25 22 3.0 815.0 \n", + "293334 2020-01-09 MX San Luis Potosí pm25 24 815.0 815.0 \n", + "293351 2020-03-24 MX San Luis Potosí pm25 13 814.0 815.0 \n", + "293384 2020-03-14 MX San Luis Potosí pm25 14 785.0 815.0 \n", + "293397 2020-01-02 MX San Luis Potosí pm25 21 3.0 815.0 \n", + "293407 2020-03-23 MX San Luis Potosí pm25 24 31.0 815.0 \n", + "299451 2020-02-11 MX Aguascalientes pm25 41 61.0 815.0 \n", + "299522 2020-02-09 MX Aguascalientes pm25 40 82.0 815.0 \n", + "299540 2020-02-21 MX Aguascalientes pm25 41 60.0 815.0 \n", + "299543 2020-02-12 MX Aguascalientes pm25 46 2.0 815.0 \n", + "431159 2020-01-12 IN Nagpur pm25 22 394.0 834.0 \n", + "645613 2019-02-18 MX Aguascalientes pm25 23 4.0 861.0 \n", + "645638 2019-02-19 MX Aguascalientes pm25 18 8.0 899.0 \n", + "645892 2019-02-26 MX Oaxaca pm25 2 825.0 825.0 \n", + "645912 2019-02-25 MX Oaxaca pm25 2 825.0 825.0 \n", + "773253 2019-05-15 ZA Middelburg pm25 14 999.0 999.0 \n", + "773272 2019-05-16 ZA Middelburg pm25 6 999.0 999.0 \n", + "948320 2019-05-20 MX Aguascalientes pm25 24 682.0 825.0 \n", + "948361 2019-06-11 MX Aguascalientes pm25 24 825.0 825.0 \n", + "948369 2019-06-12 MX Aguascalientes pm25 24 63.0 825.0 \n", + "948390 2019-05-21 MX Aguascalientes pm25 22 131.0 825.0 \n", + "1297247 2019-11-06 GR Thessaloníki pm25 8 999.0 999.0 \n", + "1297573 2019-11-06 GR Athens pm25 12 999.0 999.0 \n", + "1343496 2019-11-21 MX San Luis Potosí pm25 18 65.0 815.0 \n", + "1343509 2020-01-02 MX San Luis Potosí pm25 21 3.0 815.0 \n", + "\n", + " median variance \n", + "293324 815.0 1554580.00 \n", + "293334 815.0 0.00 \n", + "293351 815.0 1.41 \n", + "293384 815.0 916.04 \n", + "293397 815.0 1433760.00 \n", + "293407 815.0 1379350.00 \n", + "299451 815.0 1261770.00 \n", + "299522 815.0 1188380.00 \n", + "299540 815.0 1363900.00 \n", + "299543 815.0 1318070.00 \n", + "431159 834.0 211968.00 \n", + "645613 824.0 1500550.00 \n", + "645638 813.0 1476270.00 \n", + "645892 825.0 0.00 \n", + "645912 825.0 0.00 \n", + "773253 999.0 0.00 \n", + "773272 999.0 0.00 \n", + "948320 824.0 18956.50 \n", + "948361 825.0 0.00 \n", + "948369 825.0 1286230.00 \n", + "948390 825.0 1009390.00 \n", + "1297247 999.0 0.00 \n", + "1297573 999.0 0.00 \n", + "1343496 815.0 991400.00 \n", + "1343509 815.0 1433760.00 " + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf[(clean_airdf[\"Specie\"]==\"pm25\") & (clean_airdf[\"median\"]>=800)]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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meW2Sv9+WiuffrD25P8nl3X1Fkr9N8vZtqXrOnO/zfnJdksumf7ckec865rIBs/QlybNJfqm7vy3J1Ul+Tl9mN2NPznhLkke3uNS5IaDtDTckee+0/N4kP7DCmKuSPNHdf9fdX0pyzzTvjN9I8tYkfmlxc8zUk+7+8+5+dhp3LMmhLa53Xp3v8z7T+u/3kmNJLq6qb1zjXDZmw33p7s9190NJ0t3/kaVA8NLtLH5OzfK1kqo6lOT7k9y5nUXvZgLa3nCwuz+XJNPHl6ww5qVJ/mHZ+menbamqo0n+sbsf3upC95CZenKWm5P86aZXuDes5RqvNmat/WH9ZunL/6iqhSRXJvmrTa9w75m1J7+ZpR/yn9uqAufNhTtdAJujqv4iyTessOu2tR5ihW1dVV89HeN7N1rbXrVVPTnrNW7L0iOdu9dXHZPzXuNzjFnLXDZmlr4s7azan+QPk/xid39xE2vbqzbck6p6XZLPd/eJqjqy6ZXNKQFtTnT3tavtq6p/OXPrf7rd/PkVhn02yaXL1g8l+ack35Lk5Ukerqoz2x+qqqu6+5837QTm0Bb25MwxbkryuiTf0/6/nI065zU+z5gXrmEuGzNLX1JVL8hSOLu7u/9oC+vcS2bpyQ8nOVpV1yd5UZKvqar3dfdPbGG9u55HnHvDvUlumpZvSvInK4x5MMllVfXyqnphkhuT3Nvdj3T3S7p7obsXsvQF+CrhbGYb7kmy9G6qJL+c5Gh3P7MN9c6rVa/xMvcm+anpHWpXJ/n36bH0WuayMRvuSy39JPl7SR7t7l/f3rLn2oZ70t1v7+5D0/eQG5N8RDg7P3fQ9oZfTfIHVfWGLL0L80eSpKq+Kcmd3X19dz9bVT+f5MNJLkhyV3ef2rGK59+sPfntJF+V5P7pzuax7n7Tdp/EbrfaNa6qN037fzfJfUmuT/JEkmeSvP5cc3fgNObOLH1J8l1JfjLJI1X119O2d3T3fdt5DvNmxp6wAf6SAADAYDziBAAYjIAGADAYAQ0AYDBz9yaBAwcO9MLCwk6XsWs8/fTT2bdv306XwTJ6MiZ9GY+ejElf1ufEiRNPdfclZ2+fu4C2sLCQ48eP73QZu8bi4mKOHDmy02WwjJ6MSV/Goydj0pf1qarPrLTdI04AgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYLY1oFXVYlUdnpbvq6qLt/P1AQB2gwt36oW7+/qdem0AgJGd9w5aVS1U1WNVdWdVfbKq7q6qa6vqY1X1eFVdVVX7ququqnqwqj5RVTdMcy+qqnuq6mRVvT/JRcuO+2RVHZiWP1hVJ6rqVFXdsmzM6ap6V1U9XFXHqurgFlwDAIChrPUR57cm+a0kVyR5RZIfS/LdSW5N8o4ktyX5SHd/R5Jrkry7qvYl+dkkz3T3FUneleTVqxz/5u5+dZLDSd5cVV8/bd+X5Fh3f3uSjyb5mXWeHwDArrPWR5yf7u5HkqSqTiV5oLu7qh5JspDkUJKjVXXrNP5FSV6W5DVJbk+S7j5ZVSdXOf6bq+oHp+VLk1yW5AtJvpTkQ9P2E0leu9Lk6a7bLUly8ODBLC4urvG0OH36tOs1GD0Zk76MR0/GpC+bY60B7b+WLT+3bP256RhfTvJD3f2p5ZOqKkn6XAeuqiNJrk3ynd39TFUtZingJcl/d/eZ+V9erd7uviPJHUly+PDhPnLkyFrOiSSLi4txvcaiJ2PSl/HoyZj0ZXNs1rs4P5zkF2pKZFV15bT9o0l+fNp2eZYekZ7ta5P82xTOXpHk6k2qCQBgV9qsgPbOJC9IcrKqPjmtJ8l7kuyfHm2+NcnHV5j7Z0kunMa8M8mxTaoJAGBXOu8jzu5+Msnly9Z/epV9b1xh7n8muXGV4y4sW71ulTH7ly1/IMkHzlcvAMBu5y8JAAAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADKa6e6dr2FRV9a9JPrPTdewiB5I8tdNF8Dx6MiZ9GY+ejElf1uebu/uSszfOXUBjfarqeHcf3uk6+Ao9GZO+jEdPxqQvm8MjTgCAwQhoAACDEdC4Y6cL4H/RkzHpy3j0ZEz6sgn8DhoAwGDcQQMAGIyABgAwGAFtD6iqF1fV/VX1+PTx61YZ931V9amqeqKq3rbC/lurqqvqwNZXPd9m7UlVvbuqHquqk1X1x1V18fZVP1/W8HlfVXX7tP9kVb1qrXPZuI32paouraq/rKpHq+pUVb1l+6ufT7N8rUz7L6iqT1TVh7av6t1LQNsb3pbkge6+LMkD0/rzVNUFSX4nyXVJXpnkR6vqlcv2X5rktUn+flsqnn+z9uT+JJd39xVJ/jbJ27el6jlzvs/7yXVJLpv+3ZLkPeuYywbM0pckzyb5pe7+tiRXJ/k5fZndjD054y1JHt3iUueGgLY33JDkvdPye5P8wApjrkryRHf/XXd/Kck907wzfiPJW5N4V8nmmKkn3f3n3f3sNO5YkkNbXO+8Ot/nfab13+8lx5JcXFXfuMa5bMyG+9Ldn+vuh5Kku/8jS4HgpdtZ/Jya5WslVXUoyfcnuXM7i97NBLS94WB3fy5Jpo8vWWHMS5P8w7L1z07bUlVHk/xjdz+81YXuITP15Cw3J/nTTa9wb1jLNV5tzFr7w/rN0pf/UVULSa5M8lebXuHeM2tPfjNLP+Q/t1UFzpsLd7oANkdV/UWSb1hh121rPcQK27qqvno6xvdutLa9aqt6ctZr3JalRzp3r686Jue9xucYs5a5bMwsfVnaWbU/yR8m+cXu/uIm1rZXbbgnVfW6JJ/v7hNVdWTTK5tTAtqc6O5rV9tXVf9y5tb/dLv58ysM+2ySS5etH0ryT0m+JcnLkzxcVWe2P1RVV3X3P2/aCcyhLezJmWPclOR1Sb6n/YeGG3XOa3yeMS9cw1w2Zpa+pKpekKVwdnd3/9EW1rmXzNKTH05ytKquT/KiJF9TVe/r7p/Ywnp3PY8494Z7k9w0Ld+U5E9WGPNgksuq6uVV9cIkNya5t7sf6e6XdPdCdy9k6QvwVcLZzDbck2Tp3VRJfjnJ0e5+ZhvqnVerXuNl7k3yU9M71K5O8u/TY+m1zGVjNtyXWvpJ8veSPNrdv769Zc+1Dfeku9/e3Yem7yE3JvmIcHZ+7qDtDb+a5A+q6g1ZehfmjyRJVX1Tkju7+/rufraqfj7Jh5NckOSu7j61YxXPv1l78ttJvirJ/dOdzWPd/abtPondbrVrXFVvmvb/bpL7klyf5IkkzyR5/bnm7sBpzJ1Z+pLku5L8ZJJHquqvp23v6O77tvMc5s2MPWED/KknAIDBeMQJADAYAQ0AYDBz9ztoBw4c6IWFhZ0uY9d4+umns2/fvp0ug2X0ZEz6Mh49GZO+rM+JEyee6u5Lzt4+dwFtYWEhx48f3+kydo3FxcUcOXJkp8tgGT0Zk76MR0/GpC/rU1WfWWm7R5wAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACD2daAVlWLVXV4Wr6vqi7eztcHANgNLtypF+7u63fqtQEARnbeO2hVtVBVj1XVnVX1yaq6u6quraqPVdXjVXVVVe2rqruq6sGq+kRV3TDNvaiq7qmqk1X1/iQXLTvuk1V1YFr+YFWdqKpTVXXLsjGnq+pdVfVwVR2rqoNbcA0AAIZS3X3uAVULSZ5IcmWSU0keTPJwkjckOZrk9Un+JsnfdPf7pseWH5/GvzHJ5d19c1VdkeShJFd39/GqejLJ4e5+qqpe3N3/r6oumo7/f7r7C1XVSY529/+tql9L8sXu/pUVarwlyS1JcvDgwVffc889s12VPeT06dPZv3//TpfBMnoyJn0Zj56MSV/W55prrjnR3YfP3r7WR5yf7u5HkqSqTiV5oLu7qh5JspDkUJKjVXXrNP5FSV6W5DVJbk+S7j5ZVSdXOf6bq+oHp+VLk1yW5AtJvpTkQ9P2E0leu9Lk7r4jyR1Jcvjw4T5y5MgaT4vFxcW4XmPRkzHpy3j0ZEz6sjnWGtD+a9nyc8vWn5uO8eUkP9Tdn1o+qaqS5Jy36KrqSJJrk3xndz9TVYtZCnhJ8t/9lVt8X15HvQAAu9ZmvYvzw0l+oaZEVlVXTts/muTHp22XJ7lihblfm+TfpnD2iiRXb1JNAAC70mYFtHcmeUGSk1X1yWk9Sd6TZP/0aPOtWfrdtLP9WZILpzHvTHJsk2oCANiVzvvIsLufTHL5svWfXmXfG1eY+59JblzluAvLVq9bZcz+ZcsfSPKB89ULALDb+UsCAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAg6nu3ukaNlVV/WuSz+x0HbvIgSRP7XQRPI+ejElfxqMnY9KX9fnm7r7k7I1zF9BYn6o63t2Hd7oOvkJPxqQv49GTMenL5vCIEwBgMAIaAMBgBDTu2OkC+F/0ZEz6Mh49GZO+bAK/gwYAMBh30AAABiOg7QFV9eKqur+qHp8+ft0q476vqj5VVU9U1dtW2H9rVXVVHdj6qufbrD2pqndX1WNVdbKq/riqLt6+6ufLGj7vq6pun/afrKpXrXUuG7fRvlTVpVX1l1X1aFWdqqq3bH/182mWr5Vp/wVV9Ymq+tD2Vb17CWh7w9uSPNDdlyV5YFp/nqq6IMnvJLkuySuT/GhVvXLZ/kuTvDbJ329LxfNv1p7cn+Ty7r4iyd8mefu2VD1nzvd5P7kuyWXTv1uSvGcdc9mAWfqS5Nkkv9Td35bk6iQ/py+zm7EnZ7wlyaNbXOrcEND2hhuSvHdafm+SH1hhzFVJnujuv+vuLyW5Z5p3xm8keWsSv7S4OWbqSXf/eXc/O407luTQFtc7r873eZ9p/fd7ybEkF1fVN65xLhuz4b509+e6+6Ek6e7/yFIgeOl2Fj+nZvlaSVUdSvL9Se7czqJ3MwFtbzjY3Z9LkunjS1YY89Ik/7Bs/bPTtlTV0ST/2N0Pb3Whe8hMPTnLzUn+dNMr3BvWco1XG7PW/rB+s/Tlf1TVQpIrk/zVple498zak9/M0g/5z21VgfPmwp0ugM1RVX+R5BtW2HXbWg+xwrauqq+ejvG9G61tr9qqnpz1Grdl6ZHO3eurjsl5r/E5xqxlLhszS1+WdlbtT/KHSX6xu7+4ibXtVRvuSVW9Lsnnu/tEVR3Z9MrmlIA2J7r72tX2VdW/nBlpSkMAABqBSURBVLn1P91u/vwKwz6b5NJl64eS/FOSb0ny8iQPV9WZ7Q9V1VXd/c+bdgJzaAt7cuYYNyV5XZLvaf9fzkad8xqfZ8wL1zCXjZmlL6mqF2QpnN3d3X+0hXXuJbP05IeTHK2q65O8KMnXVNX7uvsntrDeXc8jzr3h3iQ3Tcs3JfmTFcY8mOSyqnp5Vb0wyY1J7u3uR7r7Jd290N0LWfoCfJVwNrMN9yRZejdVkl9OcrS7n9mGeufVqtd4mXuT/NT0DrWrk/z79Fh6LXPZmA33pZZ+kvy9JI92969vb9lzbcM96e63d/eh6XvIjUk+Ipydnztoe8OvJvmDqnpDlt6F+SNJUlXflOTO7r6+u5+tqp9P8uEkFyS5q7tP7VjF82/Wnvx2kq9Kcv90Z/NYd79pu09it1vtGlfVm6b9v5vkviTXJ3kiyTNJXn+uuTtwGnNnlr4k+a4kP5nkkar662nbO7r7vu08h3kzY0/YAH9JAABgMB5xAgAMRkADABjM3P0O2oEDB3phYWGny9g1nn766ezbt2+ny2AZPRmTvoxHT8akL+tz4sSJp7r7krO3z11AW1hYyPHjx3e6jF1jcXExR44c2ekyWEZPxqQv49GTMenL+lTVZ1ba7hEnAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYLY1oFXVYlUdnpbvq6qLt/P1AQB2gwt36oW7+/qdem0AgJGd9w5aVS1U1WNVdWdVfbKq7q6qa6vqY1X1eFVdVVX7ququqnqwqj5RVTdMcy+qqnuq6mRVvT/JRcuO+2RVHZiWP1hVJ6rqVFXdsmzM6ap6V1U9XFXHqurgFlwDAIChrPUR57cm+a0kVyR5RZIfS/LdSW5N8o4ktyX5SHd/R5Jrkry7qvYl+dkkz3T3FUneleTVqxz/5u5+dZLDSd5cVV8/bd+X5Fh3f3uSjyb5mXWeHwDArrPWR5yf7u5HkqSqTiV5oLu7qh5JspDkUJKjVXXrNP5FSV6W5DVJbk+S7j5ZVSdXOf6bq+oHp+VLk1yW5AtJvpTkQ9P2E0leu9Lk6a7bLUly8ODBLC4urvG0OH36tOs1GD0Zk76MR0/GpC+bY60B7b+WLT+3bP256RhfTvJD3f2p5ZOqKkn6XAeuqiNJrk3ynd39TFUtZingJcl/d/eZ+V9erd7uviPJHUly+PDhPnLkyFrOiSSLi4txvcaiJ2PSl/HoyZj0ZXNs1rs4P5zkF2pKZFV15bT9o0l+fNp2eZYekZ7ta5P82xTOXpHk6k2qCQBgV9qsgPbOJC9IcrKqPjmtJ8l7kuyfHm2+NcnHV5j7Z0kunMa8M8mxTaoJAGBXOu8jzu5+Msnly9Z/epV9b1xh7n8muXGV4y4sW71ulTH7ly1/IMkHzlcvAMBu5y8JAAAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADKa6e6dr2FRV9a9JPrPTdewiB5I8tdNF8Dx6MiZ9GY+ejElf1uebu/uSszfOXUBjfarqeHcf3uk6+Ao9GZO+jEdPxqQvm8MjTgCAwQhoAACDEdC4Y6cL4H/RkzHpy3j0ZEz6sgn8DhoAwGDcQQMAGIyAtgdU1Yur6v6qenz6+HWrjPu+qvpUVT1RVW9bYf+tVdVVdWDrq55vs/akqt5dVY9V1cmq+uOqunj7qp8va/i8r6q6fdp/sqpetda5bNxG+1JVl1bVX1bVo1V1qqresv3Vz6dZvlam/RdU1Seq6kPbV/XuJaDtDW9L8kB3X5bkgWn9earqgiS/k+S6JK9M8qNV9cpl+y9N8tokf78tFc+/WXtyf5LLu/uKJH+b5O3bUvWcOd/n/eS6JJdN/25J8p51zGUDZulLkmeT/FJ3f1uSq5P8nL7MbsaenPGWJI9ucalzQ0DbG25I8t5p+b1JfmCFMVcleaK7/667v5TknmneGb+R5K1J/NLi5pipJ93959397DTuWJJDW1zvvDrf532m9d/vJceSXFxV37jGuWzMhvvS3Z/r7oeSpLv/I0uB4KXbWfycmuVrJVV1KMn3J7lzO4vezQS0veFgd38uSaaPL1lhzEuT/MOy9c9O21JVR5P8Y3c/vNWF7iEz9eQsNyf5002vcG9YyzVebcxa+8P6zdKX/1FVC0muTPJXm17h3jNrT34zSz/kP7dVBc6bC3e6ADZHVf1Fkm9YYddtaz3ECtu6qr56Osb3brS2vWqrenLWa9yWpUc6d6+vOibnvcbnGLOWuWzMLH1Z2lm1P8kfJvnF7v7iJta2V224J1X1uiSf7+4TVXVk0yubUwLanOjua1fbV1X/cubW/3S7+fMrDPtskkuXrR9K8k9JviXJy5M8XFVntj9UVVd19z9v2gnMoS3syZlj3JTkdUm+p/1/ORt1zmt8njEvXMNcNmaWvqSqXpClcHZ3d//RFta5l8zSkx9OcrSqrk/yoiRfU1Xv6+6f2MJ6dz2POPeGe5PcNC3flORPVhjzYJLLqurlVfXCJDcmube7H+nul3T3QncvZOkL8FXC2cw23JNk6d1USX45ydHufmYb6p1Xq17jZe5N8lPTO9SuTvLv02PptcxlYzbcl1r6SfL3kjza3b++vWXPtQ33pLvf3t2Hpu8hNyb5iHB2fu6g7Q2/muQPquoNWXoX5o8kSVV9U5I7u/v67n62qn4+yYeTXJDkru4+tWMVz79Ze/LbSb4qyf3Tnc1j3f2m7T6J3W61a1xVb5r2/26S+5Jcn+SJJM8kef255u7AacydWfqS5LuS/GSSR6rqr6dt7+ju+7bzHObNjD1hA/wlAQCAwXjECQAwGAENAGAwAhoAwGDm7k0CBw4c6IWFhZ0uY9d4+umns2/fvp0ug2X0ZEz6Mh49GZO+rM+JEyee6u5Lzt4+dwFtYWEhx48f3+kydo3FxcUcOXJkp8tgGT0Zk76MR0/GpC/rU1WfWWm7R5wAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwWxrQKuqxao6PC3fV1UXb+frAwDsBhfu1At39/U79doAACM77x20qlqoqseq6s6q+mRV3V1V11bVx6rq8aq6qqr2VdVdVfVgVX2iqm6Y5l5UVfdU1cmqen+Si5Yd98mqOjAtf7CqTlTVqaq6ZdmY01X1rqp6uKqOVdXBLbgGAABDWesjzm9N8ltJrkjyiiQ/luS7k9ya5B1Jbkvyke7+jiTXJHl3Ve1L8rNJnunuK5K8K8mrVzn+zd396iSHk7y5qr5+2r4vybHu/vYkH03yM+s8PwCAXWetjzg/3d2PJElVnUryQHd3VT2SZCHJoSRHq+rWafyLkrwsyWuS3J4k3X2yqk6ucvw3V9UPTsuXJrksyReSfCnJh6btJ5K8dqXJ0123W5Lk4MGDWVxcXONpcfr0addrMHoyJn0Zj56MSV82x1oD2n8tW35u2fpz0zG+nOSHuvtTyydVVZL0uQ5cVUeSXJvkO7v7mapazFLAS5L/7u4z87+8Wr3dfUeSO5Lk8OHDfeTIkbWcE0kWFxfjeo1FT8akL+PRkzHpy+bYrHdxfjjJL9SUyKrqymn7R5P8+LTt8iw9Ij3b1yb5tymcvSLJ1ZtUEwDArrRZAe2dSV6Q5GRVfXJaT5L3JNk/Pdp8a5KPrzD3z5JcOI15Z5Jjm1QTAMCudN5HnN39ZJLLl63/9Cr73rjC3P9McuMqx11YtnrdKmP2L1v+QJIPnK9eAIDdzl8SAAAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGEx1907XsKmq6l+TfGan69hFDiR5aqeL4Hn0ZEz6Mh49GZO+rM83d/clZ2+cu4DG+lTV8e4+vNN18BV6MiZ9GY+ejElfNodHnAAAgxHQAAAGI6Bxx04XwP+iJ2PSl/HoyZj0ZRP4HTQAgMG4gwYAMBgBDQBgMALaHlBVL66q+6vq8enj160y7vuq6lNV9URVvW2F/bdWVVfVga2ver7N2pOqendVPVZVJ6vqj6vq4u2rfr6s4fO+qur2af/JqnrVWueycRvtS1VdWlV/WVWPVtWpqnrL9lc/n2b5Wpn2X1BVn6iqD21f1buXgLY3vC3JA919WZIHpvXnqaoLkvxOkuuSvDLJj1bVK5ftvzTJa5P8/bZUPP9m7cn9SS7v7iuS/G2St29L1XPmfJ/3k+uSXDb9uyXJe9Yxlw2YpS9Jnk3yS939bUmuTvJz+jK7GXtyxluSPLrFpc4NAW1vuCHJe6fl9yb5gRXGXJXkie7+u+7+UpJ7pnln/EaStybxrpLNMVNPuvvPu/vZadyxJIe2uN55db7P+0zrv99LjiW5uKq+cY1z2ZgN96W7P9fdDyVJd/9HlgLBS7ez+Dk1y9dKqupQku9Pcud2Fr2bCWh7w8Hu/lySTB9fssKYlyb5h2Xrn522paqOJvnH7n54qwvdQ2bqyVluTvKnm17h3rCWa7zamLX2h/WbpS//o6oWklyZ5K82vcK9Z9ae/GaWfsh/bqsKnDcX7nQBbI6q+osk37DCrtvWeogVtnVVffV0jO/daG171Vb15KzXuC1Lj3TuXl91TM57jc8xZi1z2ZhZ+rK0s2p/kj9M8ovd/cVNrG2v2nBPqup1ST7f3Seq6simVzanBLQ50d3Xrravqv7lzK3/6Xbz51cY9tkkly5bP5Tkn5J8S5KXJ3m4qs5sf6iqruruf960E5hDW9iTM8e4KcnrknxP+w8NN+qc1/g8Y164hrlszCx9SVW9IEvh7O7u/qMtrHMvmaUnP5zkaFVdn+RFSb6mqt7X3T+xhfXueh5x7g33JrlpWr4pyZ+sMObBJJdV1cur6oVJbkxyb3c/0t0v6e6F7l7I0hfgq4SzmW24J8nSu6mS/HKSo939zDbUO69WvcbL3Jvkp6Z3qF2d5N+nx9JrmcvGbLgvtfST5O8lebS7f317y55rG+5Jd7+9uw9N30NuTPIR4ez83EHbG341yR9U1Ruy9C7MH0mSqvqmJHd29/Xd/WxV/XySDye5IMld3X1qxyqef7P25LeTfFWS+6c7m8e6+03bfRK73WrXuKreNO3/3ST3Jbk+yRNJnkny+nPN3YHTmDuz9CXJdyX5ySSPVNVfT9ve0d33bec5zJsZe8IG+FNPAACD8YgTAGAwAhoAwGDm7nfQDhw40AsLCztdxq7x9NNPZ9++fTtdBsvoyZj0ZTx6MiZ9WZ8TJ0481d2XnL197gLawsJCjh8/vtNl7BqLi4s5cuTITpfBMnoyJn0Zj56MSV/Wp6o+s9J2jzgBAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGI6ABAAxGQAMAGIyABgAwGAENAGAwAhoAwGAENACAwQhoAACDEdAAAAYjoAEADEZAAwAYjIAGADAYAQ0AYDACGgDAYAQ0AIDBCGgAAIMR0AAABiOgAQAMRkADABiMgAYAMBgBDQBgMAIaAMBgBDQAgMEIaAAAgxHQAAAGs60BraoWq+rwtHxfVV28na8PALAbXLhTL9zd1+/UawMAjOy8d9CqaqGqHquqO6vqk1V1d1VdW1Ufq6rHq+qqqtpXVXdV1YNV9YmqumGae1FV3VNVJ6vq/UkuWnbcJ6vqwLT8wao6UVWnquqWZWNOV9W7qurhqjpWVQe34BoAAAyluvvcA6oWkjyR5Mokp5I8mOThJG9IcjTJ65P8TZK/6e73TY8tPz6Nf2OSy7v75qq6IslDSa7u7uNV9WSSw939VFW9uLv/X1VdNB3//3T3F6qqkxzt7v9bVb+W5Ivd/Ssr1HhLkluS5ODBg6++5557Zrsqe8jp06ezf//+nS6DZfRkTPoyHj0Zk76szzXXXHOiuw+fvX2tjzg/3d2PJElVnUryQHd3VT2SZCHJoSRHq+rWafyLkrwsyWuS3J4k3X2yqk6ucvw3V/3/7d1riFx3Gcfx74+0VSRolVovTTBFAlpCoSWUiG8WbMXEEhUVIl7iBbSgUkGprX3ZN4KgIkolVKFiQaQqhlKtsRp8FdHeUkusBvFSrVZFVIhY0zy+mLN2Gmezs3Pb/8x8P7Dsufz/J8+cZ4b89pyZ3bypW94O7AT+CjwJ3NVtvw+4ZtDkqjoEHALYvXt3raysDPmwdPToUTxfbbEnbbIv7bEnbbIvkzFsQPt33/KZvvUz3TGeAt5cVY/2T0oCcM5LdElWgKuBV1XVqSRH6QU8gP/U05f4ntpAvZIkSXNrUp/ivAf4cLpEluSKbvuPgLd323YBlw+Y+zzgb104ewWwZ0I1SZIkzaVJBbRbgPOB40l+1q0D3Aps7W5t3kDvvWln+y5wXjfmFuDYhGqSJEmaS+veMqyqXwO7+tbfvca+DwyY+y/gwBrH3dG3uneNMVv7lu8E7lyvXkmSpHnnXxKQJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJakyqarNrmKgkfwZ+s9l1zJGLgL9sdhF6BnvSJvvSHnvSJvuyMS+rqheevXHhApo2JslPq2r3Ztehp9mTNtmX9tiTNtmXyfAWpyRJUmMMaJIkSY0xoOnQZheg/2NP2mRf2mNP2mRfJsD3oEmSJDXGK2iSJEmNMaAtgSQvSHIkyS+7789fY9zrkjya5GSSGwfs/1iSSnLR9KtebOP2JMmnkvw8yfEk30py4eyqXyxDPO+T5HPd/uNJrhx2rkY3al+SbE/ywyQnkjyS5PrZV7+YxnmtdPu3JHkgyV2zq3p+GdCWw43AvVW1E7i3W3+GJFuALwB7gcuAtyW5rG//duAa4LczqXjxjduTI8Cuqroc+AVw00yqXjDrPe87e4Gd3df7gVs3MFcjGKcvwGngo1X1SmAP8EH7Mr4xe7LqeuDElEtdGAa05fAG4PZu+XbgjQPGXAWcrKpfVdWTwNe6eas+A9wA+KbFyRirJ1X1vao63Y07Bmybcr2Lar3nPd36V6rnGHBhkpcMOVejGbkvVfV4Vd0PUFX/pBcILpll8QtqnNcKSbYBrwdum2XR88yAthxeVFWPA3TfLx4w5hLgd33rj3XbSLIf+H1VPTTtQpfIWD05y3uB70y8wuUwzDlea8yw/dHGjdOX/0myA7gC+PHEK1w+4/bks/R+yD8zrQIXzXmbXYAmI8n3gRcP2HXzsIcYsK2SPKc7xmtHrW1ZTasnZ/0bN9O7pXPHxqpTZ91zfI4xw8zVaMbpS29nshX4BvCRqvrHBGtbViP3JMm1wBNVdV+SlYlXtqAMaAuiqq5ea1+SP61e+u8uNz8xYNhjwPa+9W3AH4CXA5cCDyVZ3X5/kquq6o8TewALaIo9WT3GQeBa4DXl78sZ1TnP8TpjLhhirkYzTl9Icj69cHZHVX1zinUuk3F68hZgf5J9wLOB5yb5alW9Y4r1zj1vcS6Hw8DBbvkg8O0BY34C7ExyaZILgAPA4ap6uKourqodVbWD3gvwSsPZ2EbuCfQ+TQV8HNhfVadmUO+iWvMc9zkMvKv7hNoe4O/dbelh5mo0I/clvZ8kvwScqKpPz7bshTZyT6rqpqra1v0fcgD4geFsfV5BWw6fBL6e5H30PoX5VoAkLwVuq6p9VXU6yYeAe4AtwJer6pFNq3j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" ] @@ -1051,60 +1975,464 @@ "output_type": "display_data" } ], - "source": [ - "specie_median_distribution(clean_airdf, \"AU\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "clean_airdf[clean_airdf[\"Specie\"]==\"pm25\"]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "clean_airdf[(clean_airdf[\"Specie\"]==\"pm25\") & (clean_airdf[\"median\"]>=800)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "specie_median_distribution(clean_airdf, \"no2\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "clean_airdf[(clean_airdf[\"Specie\"]==\"no2\") & (clean_airdf[\"median\"]>=150)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "specie_median_distribution(clean_airdf, \"pm10\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "source": [ + "specie_median_distribution(clean_airdf, \"no2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateCountryCitySpeciecountminmaxmedianvariance
1226732020-01-18PHManilano26149.9253.1166.614687.7
2561572020-05-07ILPetaẖ Tiqwano22164.3250.0164.336722.4
12974622019-11-06GRThessaloníkino24500.0500.0500.00.0
12976172019-11-06GRAthensno28357.7500.0500.025311.6
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" + ], + "text/plain": [ + " Date Country City Specie count min max median \\\n", + "122673 2020-01-18 PH Manila no2 6 149.9 253.1 166.6 \n", + "256157 2020-05-07 IL Petaẖ Tiqwa no2 2 164.3 250.0 164.3 \n", + "1297462 2019-11-06 GR Thessaloníki no2 4 500.0 500.0 500.0 \n", + "1297617 2019-11-06 GR Athens no2 8 357.7 500.0 500.0 \n", + "\n", + " variance \n", + "122673 14687.7 \n", + "256157 36722.4 \n", + "1297462 0.0 \n", + "1297617 25311.6 " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_airdf[(clean_airdf[\"Specie\"]==\"no2\") & (clean_airdf[\"median\"]>=150)]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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DateCountryCitySpeciecountminmaxmedianvariance
2936762020-03-04MXSan Luis Potosípm10971.0868.0868.0736719.00
2991882020-06-01MXAguascalientespm10514.0880.0880.02198710.00
2991902020-01-10MXAguascalientespm102423.0883.0882.01376010.00
3074692020-05-17TRKütahyapm103880.0880.0880.00.00
5770272019-03-07TRKütahyapm10757.0880.0880.01886520.00
5810932019-02-15TRDenizlipm103880.0880.0880.00.00
5811002019-02-14TRDenizlipm103880.0880.0880.00.00
6425632019-01-23MXSan Luis Potosípm104817.0882.0855.01715900.00
6455082019-03-28MXAguascalientespm103880.0880.0880.00.00
6455532019-03-29MXAguascalientespm103880.0880.0880.00.00
8280712019-05-12CNLanzhoupm107246.0999.0999.0592125.00
9455502019-04-14MXSan Luis Potosípm104832.0882.0868.01384820.00
9481652019-05-15MXAguascalientespm1024866.0867.0867.01.14
9481962019-05-16MXAguascalientespm1022866.0867.0866.00.87
11395352019-08-12INShillongpm102147.0895.0878.01023390.00
12973172019-11-06GRThessaloníkipm108999.0999.0999.00.00
12976642019-11-06GRAthenspm108999.0999.0999.00.00
13433372019-12-01MXSan Luis Potosípm1024867.0868.0868.01.45
13433602019-11-30MXSan Luis Potosípm102444.0868.0868.01507350.00
\n", + "
" + ], + "text/plain": [ + " Date Country City Specie count min max \\\n", + "293676 2020-03-04 MX San Luis Potosí pm10 9 71.0 868.0 \n", + "299188 2020-06-01 MX Aguascalientes pm10 5 14.0 880.0 \n", + "299190 2020-01-10 MX Aguascalientes pm10 24 23.0 883.0 \n", + "307469 2020-05-17 TR Kütahya pm10 3 880.0 880.0 \n", + "577027 2019-03-07 TR Kütahya pm10 7 57.0 880.0 \n", + "581093 2019-02-15 TR Denizli pm10 3 880.0 880.0 \n", + "581100 2019-02-14 TR Denizli pm10 3 880.0 880.0 \n", + "642563 2019-01-23 MX San Luis Potosí pm10 48 17.0 882.0 \n", + "645508 2019-03-28 MX Aguascalientes pm10 3 880.0 880.0 \n", + "645553 2019-03-29 MX Aguascalientes pm10 3 880.0 880.0 \n", + "828071 2019-05-12 CN Lanzhou pm10 72 46.0 999.0 \n", + "945550 2019-04-14 MX San Luis Potosí pm10 48 32.0 882.0 \n", + "948165 2019-05-15 MX Aguascalientes pm10 24 866.0 867.0 \n", + "948196 2019-05-16 MX Aguascalientes pm10 22 866.0 867.0 \n", + "1139535 2019-08-12 IN Shillong pm10 21 47.0 895.0 \n", + "1297317 2019-11-06 GR Thessaloníki pm10 8 999.0 999.0 \n", + "1297664 2019-11-06 GR Athens pm10 8 999.0 999.0 \n", + "1343337 2019-12-01 MX San Luis Potosí pm10 24 867.0 868.0 \n", + "1343360 2019-11-30 MX San Luis Potosí pm10 24 44.0 868.0 \n", + "\n", + " median variance \n", + "293676 868.0 736719.00 \n", + "299188 880.0 2198710.00 \n", + "299190 882.0 1376010.00 \n", + "307469 880.0 0.00 \n", + "577027 880.0 1886520.00 \n", + "581093 880.0 0.00 \n", + "581100 880.0 0.00 \n", + "642563 855.0 1715900.00 \n", + "645508 880.0 0.00 \n", + "645553 880.0 0.00 \n", + "828071 999.0 592125.00 \n", + "945550 868.0 1384820.00 \n", + "948165 867.0 1.14 \n", + "948196 866.0 0.87 \n", + "1139535 878.0 1023390.00 \n", + "1297317 999.0 0.00 \n", + "1297664 999.0 0.00 \n", + "1343337 868.0 1.45 \n", + "1343360 868.0 1507350.00 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "clean_airdf[(clean_airdf[\"Specie\"]==\"pm10\") & (clean_airdf[\"median\"]>=800)]" ] @@ -4648,7 +5976,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -5350,13 +6678,7 @@ " 'Date reported': '26/04/2020',\n", " 'Death No (in state)': '17',\n", " 'Details': 'Man in 90s - died in hospital',\n", - " 'Name (if known)': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Name (if known)': '',\n", " 'Source': 'media release',\n", " 'State': 'VIC'},\n", " {'Date of death': '',\n", @@ -5708,7 +7030,13 @@ " 'email': '',\n", " 'media releases': '',\n", " 'state': 'SA'},\n", - " {'daily update': 'https://ww2.health.wa.gov.au/Articles/A_E/Coronavirus',\n", + " {'daily update': 'https://ww2.health.wa.gov.au/Articles/A_E/Coronavirus',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'dashboard': 'https://dohwa.maps.arcgis.com/apps/opsdashboard/index.html#/744650bd230546928a0df2e87fd5b8e5',\n", " 'email': 'media@health.wa.gov.au',\n", " 'media releases': 'https://ww2.health.wa.gov.au/News/Media-releases-listing-page',\n", @@ -6075,13 +7403,7 @@ " 'Cumulative deaths': '',\n", " 'Date': '06/02/2020',\n", " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Intensive care (count)': '',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", " 'State': 'QLD',\n", @@ -7032,13 +8354,7 @@ " 'Cumulative deaths': '2',\n", " 'Date': '11/03/2020',\n", " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Intensive care (count)': '',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", " 'State': 'NSW',\n", @@ -7091,7 +8407,13 @@ " 'Date': '12/03/2020',\n", " 'Hospitalisations (count)': '',\n", " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", + " 'Notes': '',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'Recovered (cumulative)': '',\n", " 'State': 'QLD',\n", " 'Tests conducted (negative)': '',\n", @@ -8015,13 +9337,7 @@ " 'Ventilator usage (count)': ''},\n", " {'Cumulative case count': '533',\n", " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Date': '21/03/2020',\n", " 'Hospitalisations (count)': '',\n", " 'Intensive care (count)': '',\n", " 'Notes': '',\n", @@ -8398,7 +9714,13 @@ " 'Ventilator usage (count)': ''},\n", " {'Cumulative case count': '197',\n", " 'Cumulative deaths': '',\n", - " 'Date': '25/03/2020',\n", + " 'Date': '25/03/2020',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'Hospitalisations (count)': '',\n", " 'Intensive care (count)': '',\n", " 'Notes': '',\n", @@ -8968,13 +10290,7 @@ " 'Time': '08:40',\n", " 'Update Source': 'media release',\n", " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '821',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " {'Cumulative case count': '821',\n", " 'Cumulative deaths': '4',\n", " 'Date': '30/03/2020',\n", " 'Hospitalisations (count)': '29',\n", @@ -9713,13 +11029,7 @@ " 'State': 'ACT',\n", " 'Tests conducted (negative)': '5329',\n", " 'Tests conducted (total)': '',\n", - " 'Time': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Time': '',\n", " 'Update Source': 'media release',\n", " 'Ventilator usage (count)': ''},\n", " {'Cumulative case count': '411',\n", @@ -9825,7 +11135,13 @@ " 'Tests conducted (total)': '',\n", " 'Time': '',\n", " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", + " 'Ventilator usage (count)': ''},\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " {'Cumulative case count': '470',\n", " 'Cumulative deaths': '6',\n", " 'Date': '07/04/2020',\n", @@ -10548,13 +11864,7 @@ " 'Intensive care (count)': '12',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '296',\n", - " 'State': 'WA',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'State': 'WA',\n", " 'Tests conducted (negative)': '23870',\n", " 'Tests conducted (total)': '',\n", " 'Time': '16:55',\n", @@ -11410,13 +12720,7 @@ " {'Cumulative case count': '104',\n", " 'Cumulative deaths': '',\n", " 'Date': '22/04/2020',\n", - " 'Hospitalisations (count)': '1',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Hospitalisations (count)': '1',\n", " 'Intensive care (count)': '',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", @@ -11781,7 +13085,13 @@ " 'Cumulative deaths': '',\n", " 'Date': '25/04/2020',\n", " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", + " 'Intensive care (count)': '',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", " 'State': 'TAS',\n", @@ -12380,13 +13690,7 @@ " 'Ventilator usage (count)': ''},\n", " {'Cumulative case count': '3031',\n", " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Date': '01/05/2020',\n", " 'Hospitalisations (count)': '',\n", " 'Intensive care (count)': '',\n", " 'Notes': '',\n", @@ -12959,7 +14263,13 @@ " {'Cumulative case count': '226',\n", " 'Cumulative deaths': '',\n", " 'Date': '07/05/2020',\n", - " 'Hospitalisations (count)': '',\n", + " 'Hospitalisations (count)': '',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'Intensive care (count)': '',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", @@ -13349,13 +14659,7 @@ " {'Cumulative case count': '1509',\n", " 'Cumulative deaths': '',\n", " 'Date': '12/05/2020',\n", - " 'Hospitalisations (count)': '8',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Hospitalisations (count)': '8',\n", " 'Intensive care (count)': '4',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '1376',\n", @@ -14187,13 +15491,7 @@ " {'Cumulative case count': '',\n", " 'Cumulative deaths': '50',\n", " 'Date': '22/05/2020',\n", - " 'Hospitalisations (count)': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Hospitalisations (count)': '',\n", " 'Intensive care (count)': '',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", @@ -14460,7 +15758,13 @@ " 'State': 'VIC',\n", " 'Tests conducted (negative)': '',\n", " 'Tests conducted (total)': '430000',\n", - " 'Time': '10:00',\n", + " 'Time': '10:00',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'Update Source': 'media release',\n", " 'Ventilator usage (count)': ''},\n", " {'Cumulative case count': '107',\n", @@ -15091,13 +16395,7 @@ " 'Cumulative deaths': '',\n", " 'Date': '02/06/2020',\n", " 'Hospitalisations (count)': '11',\n", - " 'Intensive care (count)': '1',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Intensive care (count)': '1',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '',\n", " 'State': 'NSW',\n", @@ -15830,13 +17128,7 @@ " 'Notes': '',\n", " 'Recovered (cumulative)': '1051',\n", " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Tests conducted (negative)': '',\n", " 'Tests conducted (total)': '249627',\n", " 'Time': '12:00',\n", " 'Update Source': 'media release',\n", @@ -16003,7 +17295,13 @@ " 'Hospitalisations (count)': '49',\n", " 'Intensive care (count)': '0',\n", " 'Notes': '',\n", - " 'Recovered (cumulative)': '2770',\n", + " 'Recovered (cumulative)': '2770',\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ " 'State': 'NSW',\n", " 'Tests conducted (negative)': '',\n", " 'Tests conducted (total)': '661226',\n", @@ -16744,13 +18042,7 @@ " 'Cumulative deaths': '',\n", " 'Date': '29/06/2020',\n", " 'Hospitalisations (count)': '9',\n", - " 'Intensive care (count)': '1',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " 'Intensive care (count)': '1',\n", " 'Notes': '',\n", " 'Recovered (cumulative)': '1789',\n", " 'State': 'VIC',\n", @@ -17147,7 +18439,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -17156,7 +18448,7 @@ "dict_keys(['sheets'])" ] }, - "execution_count": 44, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -17167,7 +18459,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -17176,7 +18468,7 @@ "dict_keys(['updates', 'deaths', 'latest totals', 'locations', 'sources', 'about', 'data validation'])" ] }, - "execution_count": 45, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -17187,7 +18479,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -17208,7 +18500,7 @@ " 'Notes': ''}" ] }, - "execution_count": 46, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -17220,7 +18512,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -17238,7 +18530,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -17317,7 +18609,7 @@ "4 QLD 28/01/2020 0 " ] }, - "execution_count": 48, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -17334,7 +18626,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -17361,7 +18653,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -17371,7 +18663,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -17381,7 +18673,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -17392,7 +18684,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -17419,7 +18711,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -17428,7 +18720,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -17455,7 +18747,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -17465,7 +18757,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -17492,7 +18784,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 52, "metadata": {}, "outputs": [ { @@ -17691,7 +18983,7 @@ "869 VIC 2020-07-07 2824 2028" ] }, - "execution_count": 58, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -17702,7 +18994,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 53, "metadata": {}, "outputs": [ { @@ -17711,7 +19003,7 @@ "Timestamp('2020-01-23 00:00:00')" ] }, - "execution_count": 59, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -17723,7 +19015,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -17732,7 +19024,7 @@ "Timestamp('2020-07-07 00:00:00')" ] }, - "execution_count": 60, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -17744,7 +19036,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -17753,7 +19045,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -17762,7 +19054,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -17771,7 +19063,7 @@ "Timestamp('2020-07-05 00:00:00')" ] }, - "execution_count": 63, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -17870,9 +19162,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:PythonData] *", + "display_name": "Python 3", "language": "python", - "name": "conda-env-PythonData-py" + "name": "python3" }, "language_info": { "codemirror_mode": { From a5634e11cb57f2e3860f40376c8ca092dc9fa8d8 Mon Sep 17 00:00:00 2001 From: Pooja Date: Wed, 8 Jul 2020 15:48:54 +1000 Subject: [PATCH 2/2] Created time series graphs for 2019/2020 CO2 level comparison --- Data Exploration (Clean up) - Pooja.ipynb | 16913 +------------------- 1 file changed, 496 insertions(+), 16417 deletions(-) diff --git a/Data Exploration (Clean up) - Pooja.ipynb b/Data Exploration (Clean up) - Pooja.ipynb index 0a27c07..95d748a 100644 --- a/Data Exploration (Clean up) - Pooja.ipynb +++ b/Data Exploration (Clean up) - Pooja.ipynb @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -206,7 +206,7 @@ "4 400.79 " ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -238,7 +238,7 @@ " 'neph', 'mepaqi', 'pm1'], dtype=object)" ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -307,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -429,7 +429,7 @@ "4 23/02/2020 IR Isfahan pm25 132 22.0 132.0 76.0 3209.67" ] }, - "execution_count": 22, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -519,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 10, "metadata": { "scrolled": true }, @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -610,18 +610,6 @@ " \n", " \n", " \n", - " 498981\n", - " 2018-12-31\n", - " AE\n", - " Abu Dhabi\n", - " pm25\n", - " 24\n", - " 72.0\n", - " 152.0\n", - " 112.0\n", - " 5643.19\n", - " \n", - " \n", " 498891\n", " 2018-12-31\n", " AE\n", @@ -634,6 +622,18 @@ " 871.33\n", " \n", " \n", + " 498916\n", + " 2018-12-31\n", + " AE\n", + " Abu Dhabi\n", + " o3\n", + " 81\n", + " 0.5\n", + " 56.5\n", + " 27.3\n", + " 2349.96\n", + " \n", + " \n", " 498918\n", " 2018-12-31\n", " AE\n", @@ -646,16 +646,16 @@ " 240.10\n", " \n", " \n", - " 498916\n", + " 498981\n", " 2018-12-31\n", " AE\n", " Abu Dhabi\n", - " o3\n", - " 81\n", - " 0.5\n", - " 56.5\n", - " 27.3\n", - " 2349.96\n", + " pm25\n", + " 24\n", + " 72.0\n", + " 152.0\n", + " 112.0\n", + " 5643.19\n", " \n", " \n", " 499035\n", @@ -682,64 +682,64 @@ " ...\n", " \n", " \n", - " 625636\n", + " 625785\n", " 2018-12-31\n", " CA\n", " Québec\n", - " no2\n", - " 54\n", - " 6.0\n", - " 29.6\n", - " 15.0\n", - " 371.65\n", + " co\n", + " 101\n", + " 0.1\n", + " 0.4\n", + " 0.2\n", + " 0.03\n", " \n", " \n", - " 627663\n", + " 625812\n", " 2018-12-31\n", " CA\n", - " Toronto\n", - " co\n", - " 120\n", - " 2.4\n", - " 9.0\n", - " 2.9\n", - " 53.52\n", + " Québec\n", + " pm25\n", + " 190\n", + " 7.0\n", + " 101.0\n", + " 58.0\n", + " 3196.19\n", " \n", " \n", - " 626468\n", + " 625930\n", " 2018-12-31\n", " CA\n", - " Victoria\n", - " o3\n", - " 44\n", - " 0.8\n", - " 13.4\n", - " 3.4\n", - " 203.73\n", + " Vancouver\n", + " pm25\n", + " 184\n", + " 1.0\n", + " 86.0\n", + " 18.0\n", + " 2840.10\n", " \n", " \n", - " 627277\n", + " 625991\n", " 2018-12-31\n", " CA\n", - " Montréal\n", - " pm25\n", - " 421\n", - " 52.0\n", - " 92.0\n", - " 67.0\n", - " 638.68\n", + " Vancouver\n", + " no2\n", + " 182\n", + " 0.5\n", + " 17.1\n", + " 8.9\n", + " 173.66\n", " \n", " \n", - " 627341\n", + " 626148\n", " 2018-12-31\n", " CA\n", - " Toronto\n", - " so2\n", - " 9\n", - " 1.5\n", - " 1.5\n", - " 1.5\n", - " 0.00\n", + " Vancouver\n", + " o3\n", + " 182\n", + " 0.3\n", + " 12.1\n", + " 2.7\n", + " 101.83\n", " \n", " \n", "\n", @@ -748,35 +748,35 @@ ], "text/plain": [ " Date Country City Specie count min max median \\\n", - "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", "498891 2018-12-31 AE Abu Dhabi pm10 109 30.0 62.0 56.0 \n", - "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", "498916 2018-12-31 AE Abu Dhabi o3 81 0.5 56.5 27.3 \n", + "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", + "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", "499035 2018-12-31 AE Abu Dhabi no2 109 2.8 49.4 27.9 \n", "... ... ... ... ... ... ... ... ... \n", - "625636 2018-12-31 CA Québec no2 54 6.0 29.6 15.0 \n", - "627663 2018-12-31 CA Toronto co 120 2.4 9.0 2.9 \n", - "626468 2018-12-31 CA Victoria o3 44 0.8 13.4 3.4 \n", - "627277 2018-12-31 CA Montréal pm25 421 52.0 92.0 67.0 \n", - "627341 2018-12-31 CA Toronto so2 9 1.5 1.5 1.5 \n", + "625785 2018-12-31 CA Québec co 101 0.1 0.4 0.2 \n", + "625812 2018-12-31 CA Québec pm25 190 7.0 101.0 58.0 \n", + "625930 2018-12-31 CA Vancouver pm25 184 1.0 86.0 18.0 \n", + "625991 2018-12-31 CA Vancouver no2 182 0.5 17.1 8.9 \n", + "626148 2018-12-31 CA Vancouver o3 182 0.3 12.1 2.7 \n", "\n", " variance \n", - "498981 5643.19 \n", "498891 871.33 \n", - "498918 240.10 \n", "498916 2349.96 \n", + "498918 240.10 \n", + "498981 5643.19 \n", "499035 1492.45 \n", "... ... \n", - "625636 371.65 \n", - "627663 53.52 \n", - "626468 203.73 \n", - "627277 638.68 \n", - "627341 0.00 \n", + "625785 0.03 \n", + "625812 3196.19 \n", + "625930 2840.10 \n", + "625991 173.66 \n", + "626148 101.83 \n", "\n", "[200 rows x 9 columns]" ] }, - "execution_count": 56, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -789,7 +789,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -797,7 +797,7 @@ "output_type": "stream", "text": [ "\n", - "Int64Index: 1491397 entries, 498981 to 360596\n", + "Int64Index: 1491397 entries, 498891 to 366586\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", @@ -821,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -830,7 +830,7 @@ "Timestamp('2018-12-31 00:00:00')" ] }, - "execution_count": 39, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -842,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -851,7 +851,7 @@ "Timestamp('2020-07-03 00:00:00')" ] }, - "execution_count": 40, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -863,24 +863,24 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['AE', 'AF', 'AR', 'AT', 'AU', 'BA', 'BD', 'BE', 'BG', 'BH', 'BO',\n", - " 'BR', 'CA', 'CH', 'CI', 'CL', 'CN', 'CO', 'CR', 'CW', 'CY', 'CZ',\n", - " 'DE', 'DK', 'DZ', 'EC', 'EE', 'ES', 'ET', 'FI', 'FR', 'GB', 'GE',\n", - " 'GH', 'GN', 'GR', 'GT', 'HK', 'HR', 'HU', 'ID', 'IE', 'IL', 'IN',\n", - " 'IQ', 'IR', 'IS', 'IT', 'JO', 'JP', 'KG', 'KR', 'KW', 'KZ', 'LA',\n", - " 'LK', 'LT', 'MK', 'ML', 'MM', 'MN', 'MO', 'MX', 'MY', 'NL', 'NO',\n", - " 'NP', 'NZ', 'PE', 'PH', 'PK', 'PL', 'PR', 'PT', 'RE', 'RO', 'RS',\n", - " 'RU', 'SA', 'SE', 'SG', 'SK', 'SV', 'TH', 'TJ', 'TM', 'TR', 'TW',\n", - " 'UA', 'UG', 'US', 'UZ', 'VN', 'XK', 'ZA'], dtype=object)" + "array(['AE', 'AT', 'AU', 'BA', 'BD', 'BE', 'BG', 'BH', 'BO', 'BR', 'CA',\n", + " 'CH', 'CL', 'CN', 'CO', 'CW', 'CY', 'CZ', 'DE', 'DK', 'EC', 'EE',\n", + " 'ES', 'ET', 'FI', 'FR', 'GB', 'HK', 'HR', 'HU', 'ID', 'IE', 'IL',\n", + " 'IN', 'IR', 'IS', 'IT', 'JP', 'KR', 'KW', 'KZ', 'LK', 'LT', 'MK',\n", + " 'MN', 'MO', 'MX', 'MY', 'NL', 'NO', 'NP', 'NZ', 'PE', 'PH', 'PL',\n", + " 'PR', 'PT', 'RE', 'RO', 'RS', 'RU', 'SE', 'SG', 'SK', 'SV', 'TH',\n", + " 'TR', 'TW', 'UG', 'US', 'UZ', 'VN', 'XK', 'ZA', 'AR', 'KG', 'JO',\n", + " 'UA', 'IQ', 'SA', 'LA', 'DZ', 'PK', 'MM', 'TJ', 'TM', 'GT', 'GR',\n", + " 'AF', 'GE', 'CR', 'ML', 'CI', 'GN', 'GH'], dtype=object)" ] }, - "execution_count": 41, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -905,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -925,7 +925,7 @@ "Name: City, dtype: int64" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -944,7 +944,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 18, "metadata": { "scrolled": false }, @@ -952,10 +952,10 @@ { "data": { "text/plain": [ - "array(['pm25', 'pm10', 'so2', 'o3', 'no2', 'co', 'aqi'], dtype=object)" + "array(['pm10', 'o3', 'so2', 'pm25', 'no2', 'co', 'aqi'], dtype=object)" ] }, - "execution_count": 58, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -975,7 +975,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -1014,18 +1014,6 @@ " \n", " \n", " \n", - " 498981\n", - " 2018-12-31\n", - " AE\n", - " Abu Dhabi\n", - " pm25\n", - " 24\n", - " 72.0\n", - " 152.0\n", - " 112.0\n", - " 5643.19\n", - " \n", - " \n", " 498891\n", " 2018-12-31\n", " AE\n", @@ -1038,6 +1026,18 @@ " 871.33\n", " \n", " \n", + " 498916\n", + " 2018-12-31\n", + " AE\n", + " Abu Dhabi\n", + " o3\n", + " 81\n", + " 0.5\n", + " 56.5\n", + " 27.3\n", + " 2349.96\n", + " \n", + " \n", " 498918\n", " 2018-12-31\n", " AE\n", @@ -1050,16 +1050,16 @@ " 240.10\n", " \n", " \n", - " 498916\n", + " 498981\n", " 2018-12-31\n", " AE\n", " Abu Dhabi\n", - " o3\n", - " 81\n", - " 0.5\n", - " 56.5\n", - " 27.3\n", - " 2349.96\n", + " pm25\n", + " 24\n", + " 72.0\n", + " 152.0\n", + " 112.0\n", + " 5643.19\n", " \n", " \n", " 499035\n", @@ -1086,64 +1086,64 @@ " ...\n", " \n", " \n", - " 360998\n", + " 366299\n", " 2020-07-03\n", " ZA\n", - " Bloemfontein\n", - " pm10\n", + " Worcester\n", + " pm25\n", " 10\n", - " 106.0\n", - " 652.0\n", - " 206.0\n", - " 284189.00\n", + " 17.0\n", + " 63.0\n", + " 21.0\n", + " 2711.67\n", " \n", " \n", - " 357959\n", + " 366413\n", " 2020-07-03\n", " ZA\n", - " Pretoria\n", - " pm25\n", - " 20\n", - " 5.0\n", - " 433.0\n", - " 151.0\n", - " 118732.00\n", + " Worcester\n", + " no2\n", + " 10\n", + " 3.7\n", + " 6.0\n", + " 4.6\n", + " 5.69\n", " \n", " \n", - " 360644\n", + " 366487\n", " 2020-07-03\n", " ZA\n", - " Bloemfontein\n", - " pm25\n", - " 10\n", - " 174.0\n", - " 488.0\n", - " 257.0\n", - " 103944.00\n", + " Worcester\n", + " so2\n", + " 7\n", + " 0.6\n", + " 8.7\n", + " 8.7\n", + " 90.47\n", " \n", " \n", - " 363835\n", + " 366548\n", " 2020-07-03\n", " ZA\n", - " Klerksdorp\n", - " so2\n", + " Worcester\n", + " pm10\n", " 10\n", - " 1.1\n", - " 3.1\n", - " 1.6\n", - " 5.69\n", + " 10.0\n", + " 35.0\n", + " 10.0\n", + " 904.00\n", " \n", " \n", - " 360596\n", + " 366586\n", " 2020-07-03\n", " ZA\n", - " Johannesburg\n", - " no2\n", - " 32\n", - " 3.2\n", - " 33.9\n", - " 6.4\n", - " 881.14\n", + " Worcester\n", + " co\n", + " 9\n", + " 0.1\n", + " 3.9\n", + " 0.2\n", + " 17.34\n", " \n", " \n", "\n", @@ -1151,36 +1151,36 @@ "" ], "text/plain": [ - " Date Country City Specie count min max median \\\n", - "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", - "498891 2018-12-31 AE Abu Dhabi pm10 109 30.0 62.0 56.0 \n", - "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", - "498916 2018-12-31 AE Abu Dhabi o3 81 0.5 56.5 27.3 \n", - "499035 2018-12-31 AE Abu Dhabi no2 109 2.8 49.4 27.9 \n", - "... ... ... ... ... ... ... ... ... \n", - "360998 2020-07-03 ZA Bloemfontein pm10 10 106.0 652.0 206.0 \n", - "357959 2020-07-03 ZA Pretoria pm25 20 5.0 433.0 151.0 \n", - "360644 2020-07-03 ZA Bloemfontein pm25 10 174.0 488.0 257.0 \n", - "363835 2020-07-03 ZA Klerksdorp so2 10 1.1 3.1 1.6 \n", - "360596 2020-07-03 ZA Johannesburg no2 32 3.2 33.9 6.4 \n", + " Date Country City Specie count min max median \\\n", + "498891 2018-12-31 AE Abu Dhabi pm10 109 30.0 62.0 56.0 \n", + "498916 2018-12-31 AE Abu Dhabi o3 81 0.5 56.5 27.3 \n", + "498918 2018-12-31 AE Abu Dhabi so2 109 1.6 27.9 4.6 \n", + "498981 2018-12-31 AE Abu Dhabi pm25 24 72.0 152.0 112.0 \n", + "499035 2018-12-31 AE Abu Dhabi no2 109 2.8 49.4 27.9 \n", + "... ... ... ... ... ... ... ... ... \n", + "366299 2020-07-03 ZA Worcester pm25 10 17.0 63.0 21.0 \n", + "366413 2020-07-03 ZA Worcester no2 10 3.7 6.0 4.6 \n", + "366487 2020-07-03 ZA Worcester so2 7 0.6 8.7 8.7 \n", + "366548 2020-07-03 ZA Worcester pm10 10 10.0 35.0 10.0 \n", + "366586 2020-07-03 ZA Worcester co 9 0.1 3.9 0.2 \n", "\n", - " variance \n", - "498981 5643.19 \n", - "498891 871.33 \n", - "498918 240.10 \n", - "498916 2349.96 \n", - "499035 1492.45 \n", - "... ... \n", - "360998 284189.00 \n", - "357959 118732.00 \n", - "360644 103944.00 \n", - "363835 5.69 \n", - "360596 881.14 \n", + " variance \n", + "498891 871.33 \n", + "498916 2349.96 \n", + "498918 240.10 \n", + "498981 5643.19 \n", + "499035 1492.45 \n", + "... ... \n", + "366299 2711.67 \n", + "366413 5.69 \n", + "366487 90.47 \n", + "366548 904.00 \n", + "366586 17.34 \n", "\n", "[1491397 rows x 9 columns]" ] }, - "execution_count": 59, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1198,7 +1198,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -1390,7 +1390,7 @@ "[564 rows x 9 columns]" ] }, - "execution_count": 85, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1409,41 +1409,35 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "delhi_co_df.set_index('Date')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "# Set Date column to index \n", - "delhi_co_df.set_index('Date')\n", - "\n", - "# Filter dates for 2019 Q1\n", + "# Filter dates for 2019 Q1 - Q2\n", "start_date = '2019-01-01'\n", - "end_date = '2019-03-31'\n", - "Q1_2019 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", - "delhi_Q1_2019 = delhi_co_df.loc[Q1_2019]\n", - "delhi_Q1_2019\n", - "\n", - "# Filter dates for 2019 Q2\n", - "start_date = '2019-04-01'\n", "end_date = '2019-06-30'\n", - "Q2_2019 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", - "delhi_Q2_2019 = delhi_co_df.loc[Q2_2019]\n", - "delhi_Q2_2019\n", - "\n", - "# Filter dates for 2020 Q1\n", - "start_date = '2020-01-01'\n", - "end_date = '2020-03-31'\n", - "Q1_2020 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", - "delhi_Q1_2020 = delhi_co_df.loc[Q1_2020]\n", + "d_mid_2019 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_mid_2019 = delhi_co_df.loc[d_mid_2019]\n", + "delhi_mid_2019\n", "\n", "\n", - "# Filter dates for 2020 Q2\n", - "start_date = '2020-04-01'\n", + "# Filter dates for 2020 Q1 - Q2 \n", + "start_date = '2020-01-01'\n", "end_date = '2020-06-30'\n", - "Q2_2020 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", - "delhi_Q2_2020 = delhi_co_df.loc[Q2_2020]" + "d_mid_2020 = (delhi_co_df['Date'] >= start_date) & (delhi_co_df['Date'] <= end_date)\n", + "delhi_mid_2020 = delhi_co_df.loc[d_mid_2020]\n", + "\n" ] }, { @@ -1455,7 +1449,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 29, "metadata": { "scrolled": true }, @@ -1660,7 +1654,7 @@ "[544 rows x 9 columns]" ] }, - "execution_count": 62, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1679,93 +1673,169 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ - "# Set Date column to index \n", - "mel_co_df.set_index('Date')\n", - "\n", - "# Filter dates for 2019 Q1\n", + "# Filter dates for 2019 Q1 - Q2\n", "start_date = '2019-01-01'\n", - "end_date = '2019-03-31'\n", - "Q1_2019 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", - "mel_Q1_2019 = mel_co_df.loc[Q1_2019]\n", - "mel_Q1_2019\n", - "\n", - "# Filter dates for 2019 Q2\n", - "start_date = '2019-04-01'\n", "end_date = '2019-06-30'\n", - "Q2_2019 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", - "mel_Q2_2019 = mel_co_df.loc[Q2_2019]\n", - "mel_Q2_2019\n", + "m_mid_2019 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_mid_2019 = mel_co_df.loc[m_mid_2019]\n", "\n", - "# Filter dates for 2020 Q1\n", + "# Filter dates for 2020 Q1 - Q2\n", "start_date = '2020-01-01'\n", - "end_date = '2020-03-31'\n", - "Q1_2020 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", - "mel_Q1_2020 = mel_co_df.loc[Q1_2020]\n", - "\n", - "# Filter dates for 2020 Q2\n", - "start_date = '2020-04-01'\n", "end_date = '2020-06-30'\n", - "Q2_2020 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", - "mel_Q2_2020 = mel_co_df.loc[Q2_2020]" + "m_mid_2020 = (mel_co_df['Date'] >= start_date) & (mel_co_df['Date'] <= end_date)\n", + "mel_mid_2020 = mel_co_df.loc[m_mid_2020]\n" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] + "execution_count": 50, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "23.4" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mel_mid_2020['median'].max()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "\n", + "# Plot\n", + "ax.plot(mel_mid_2019['Date'],\n", + " mel_mid_2019['median'],\n", + " color='purple', linewidth = 1)\n", + "\n", + "# Set titles and labels \n", + "ax.set(xlabel=\"Date\",\n", + " ylabel=\"Median Levels of CO2\",\n", + " title=\"Melbourne: Median Levels of CO2 in First Half of 2019\")\n", + "\n", + "\n", + "# Format tick marks \n", + "ax.set_ylim(0,6)\n", + "plt.setp(ax.get_xticklabels(), rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "\n", + "# Plot\n", + "ax.plot(mel_mid_2020['Date'],\n", + " mel_mid_2020['median'],\n", + " color='purple', linewidth = 1)\n", + "\n", + "# Set titles and labels \n", + "ax.set(xlabel=\"Date\",\n", + " ylabel=\"Median Levels of CO2\",\n", + " title=\"Melbourne: Median Levels of CO2 in First Half of 2019\")\n", + "\n", + "\n", + "# Format tick marks \n", + "ax.set_ylim(0,6)\n", + "plt.setp(ax.get_xticklabels(), rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Set titles and labels \n", + "ax.set(xlabel=\"Date\",\n", + " ylabel=\"Median Levels of CO2\",\n", + " title=\"Melbourne: Median Levels of CO2 in Q1 2019\")\n", + "\n", + "\n", + "# Format tick marks \n", + "ax.set_ylim(1,4)\n", + "plt.setp(ax.get_xticklabels(), rotation=45)\n", + "\n", + "plt.show()" + ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "def specie_median_distribution(df, country):\n", + "# Segment Q1 and Q2 dates for 2019 (MELB)\n", + "mel_Q1_2019_Dates = mel_Q1_2019['Date']\n", + "mel_Q2_2019_Dates = mel_Q2_2019['Date']\n", "\n", - " country_air_df = df[df[\"Country\"] == country]\n", + "# Segment co median levels for Q1 and Q2 (2019, melb)\n", + "mel_Q1_2019_co = mel_Q1_2019['median']\n", + "mel_Q2_2019_co = mel_Q2_2019['median']\n", "\n", - " fig, ax = plt.subplots(\n", - " figsize=(10, 2*len(unique_species)),\n", - " ncols=1,\n", - " nrows=len(unique_species)\n", - " )\n", "\n", - " for index, specie in enumerate(unique_species):\n", - " red_square=dict(markerfacecolor='r', marker='s', alpha=0.4)\n", + "# Segment Q1 and Q2 dates for 2020 (MELB)\n", + "mel_Q1_2020_Dates = mel_Q1_2020['Date']\n", + "mel_Q2_2020_Dates = mel_Q2_2020['Date']\n", "\n", - " country_air_df[country_air_df[\"Specie\"] == specie].boxplot(\n", - " column=\"median\",\n", - " flierprops=red_square,\n", - " ax=ax[index],\n", - " vert=False)\n", - " ax[index].set_title=f\"Distribution of median {specie} values in {country} (2019-2020H1)\"" + "co_levels_2019Q1 = pd.DataFrame({\n", + " \"Time\": mel_Q1_2019_Dates,\n", + " \"Median CO levels\": mel_Q1_2019_co\n", + "})\n", + "\n", + "\n", + "\n", + "\n" ] }, { @@ -1777,22 +1847,64 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'unique_species' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mspecie_median_distribution\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mclean_airdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"AU\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[1;32m\u001b[0m in \u001b[0;36mspecie_median_distribution\u001b[1;34m(df, country)\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m fig, ax = plt.subplots(\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0munique_species\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 7\u001b[0m \u001b[0mncols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 8\u001b[0m \u001b[0mnrows\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0munique_species\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mNameError\u001b[0m: name 'unique_species' is not defined" - ] - } - ], + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def specie_median_distribution(df, country):\n", + "\n", + " country_air_df = df[df[\"Country\"] == country]\n", + "\n", + " fig, ax = plt.subplots(\n", + " figsize=(10, 2*len(unique_species)),\n", + " ncols=1,\n", + " nrows=len(unique_species)\n", + " )\n", + "\n", + " for index, specie in enumerate(unique_species):\n", + " red_square=dict(markerfacecolor='r', marker='s', alpha=0.4)\n", + "\n", + " country_air_df[country_air_df[\"Specie\"] == specie].boxplot(\n", + " column=\"median\",\n", + " flierprops=red_square,\n", + " ax=ax[index],\n", + " vert=False)\n", + " ax[index].set_title=f\"Distribution of median {specie} values in {country} (2019-2020H1)\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "specie_median_distribution(clean_airdf, \"AU\")" ] @@ -1848,318 +1960,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'Country': 'Congo (Kinshasa)', 'ISO2': 'CD', 'Slug': 'congo-kinshasa'},\n", - " {'Country': 'Pakistan', 'ISO2': 'PK', 'Slug': 'pakistan'},\n", - " {'Country': 'Botswana', 'ISO2': 'BW', 'Slug': 'botswana'},\n", - " {'Country': 'Denmark', 'ISO2': 'DK', 'Slug': 'denmark'},\n", - " {'Country': 'Djibouti', 'ISO2': 'DJ', 'Slug': 'djibouti'},\n", - " {'Country': 'Japan', 'ISO2': 'JP', 'Slug': 'japan'},\n", - " {'Country': 'Niue', 'ISO2': 'NU', 'Slug': 'niue'},\n", - " {'Country': 'ALA Aland Islands', 'ISO2': 'AX', 'Slug': 'ala-aland-islands'},\n", - " {'Country': 'Bosnia and Herzegovina',\n", - " 'ISO2': 'BA',\n", - " 'Slug': 'bosnia-and-herzegovina'},\n", - " {'Country': 'Comoros', 'ISO2': 'KM', 'Slug': 'comoros'},\n", - " {'Country': 'French Southern Territories',\n", - " 'ISO2': 'TF',\n", - " 'Slug': 'french-southern-territories'},\n", - " {'Country': 'Serbia', 'ISO2': 'RS', 'Slug': 'serbia'},\n", - " {'Country': 'Slovenia', 'ISO2': 'SI', 'Slug': 'slovenia'},\n", - " {'Country': 'Estonia', 'ISO2': 'EE', 'Slug': 'estonia'},\n", - " {'Country': 'Isle of Man', 'ISO2': 'IM', 'Slug': 'isle-of-man'},\n", - " {'Country': 'Hungary', 'ISO2': 'HU', 'Slug': 'hungary'},\n", - " {'Country': 'Jordan', 'ISO2': 'JO', 'Slug': 'jordan'},\n", - " {'Country': 'Turkey', 'ISO2': 'TR', 'Slug': 'turkey'},\n", - " {'Country': 'British Indian Ocean Territory',\n", - " 'ISO2': 'IO',\n", - " 'Slug': 'british-indian-ocean-territory'},\n", - " {'Country': 'Christmas Island', 'ISO2': 'CX', 'Slug': 'christmas-island'},\n", - " {'Country': 'Micronesia, Federated States of',\n", - " 'ISO2': 'FM',\n", - " 'Slug': 'micronesia'},\n", - " {'Country': 'Nicaragua', 'ISO2': 'NI', 'Slug': 'nicaragua'},\n", - " {'Country': 'Iraq', 'ISO2': 'IQ', 'Slug': 'iraq'},\n", - " {'Country': 'Jersey', 'ISO2': 'JE', 'Slug': 'jersey'},\n", - " {'Country': 'Mozambique', 'ISO2': 'MZ', 'Slug': 'mozambique'},\n", - " {'Country': 'Hong Kong, SAR China',\n", - " 'ISO2': 'HK',\n", - " 'Slug': 'hong-kong-sar-china'},\n", - " {'Country': 'Iceland', 'ISO2': 'IS', 'Slug': 'iceland'},\n", - " {'Country': 'Sri Lanka', 'ISO2': 'LK', 'Slug': 'sri-lanka'},\n", - " {'Country': 'Syrian Arab Republic (Syria)', 'ISO2': 'SY', 'Slug': 'syria'},\n", - " {'Country': 'Zimbabwe', 'ISO2': 'ZW', 'Slug': 'zimbabwe'},\n", - " {'Country': 'Bouvet Island', 'ISO2': 'BV', 'Slug': 'bouvet-island'},\n", - " {'Country': 'Norway', 'ISO2': 'NO', 'Slug': 'norway'},\n", - " {'Country': 'Turkmenistan', 'ISO2': 'TM', 'Slug': 'turkmenistan'},\n", - " {'Country': 'Wallis and Futuna Islands',\n", - " 'ISO2': 'WF',\n", - " 'Slug': 'wallis-and-futuna-islands'},\n", - " {'Country': 'Thailand', 'ISO2': 'TH', 'Slug': 'thailand'},\n", - " {'Country': 'Costa Rica', 'ISO2': 'CR', 'Slug': 'costa-rica'},\n", - " {'Country': 'Haiti', 'ISO2': 'HT', 'Slug': 'haiti'},\n", - " {'Country': 'Heard and Mcdonald Islands',\n", - " 'ISO2': 'HM',\n", - " 'Slug': 'heard-and-mcdonald-islands'},\n", - " {'Country': 'Latvia', 'ISO2': 'LV', 'Slug': 'latvia'},\n", - " {'Country': 'Montserrat', 'ISO2': 'MS', 'Slug': 'montserrat'},\n", - " {'Country': 'Réunion', 'ISO2': 'RE', 'Slug': 'réunion'},\n", - " {'Country': 'Cuba', 'ISO2': 'CU', 'Slug': 'cuba'},\n", - " {'Country': 'Cyprus', 'ISO2': 'CY', 'Slug': 'cyprus'},\n", - " {'Country': 'Faroe Islands', 'ISO2': 'FO', 'Slug': 'faroe-islands'},\n", - " {'Country': 'Gambia', 'ISO2': 'GM', 'Slug': 'gambia'},\n", - " {'Country': 'Seychelles', 'ISO2': 'SC', 'Slug': 'seychelles'},\n", - " {'Country': 'Argentina', 'ISO2': 'AR', 'Slug': 'argentina'},\n", - " {'Country': 'Belize', 'ISO2': 'BZ', 'Slug': 'belize'},\n", - " {'Country': 'Saint-Martin (French part)',\n", - " 'ISO2': 'MF',\n", - " 'Slug': 'saint-martin-french-part'},\n", - " {'Country': 'Tuvalu', 'ISO2': 'TV', 'Slug': 'tuvalu'},\n", - " {'Country': 'Liechtenstein', 'ISO2': 'LI', 'Slug': 'liechtenstein'},\n", - " {'Country': 'Philippines', 'ISO2': 'PH', 'Slug': 'philippines'},\n", - " {'Country': 'Saint Vincent and Grenadines',\n", - " 'ISO2': 'VC',\n", - " 'Slug': 'saint-vincent-and-the-grenadines'},\n", - " {'Country': 'Netherlands', 'ISO2': 'NL', 'Slug': 'netherlands'},\n", - " {'Country': 'Saint Helena', 'ISO2': 'SH', 'Slug': 'saint-helena'},\n", - " {'Country': 'Viet Nam', 'ISO2': 'VN', 'Slug': 'vietnam'},\n", - " {'Country': 'Virgin Islands, US', 'ISO2': 'VI', 'Slug': 'virgin-islands'},\n", - " {'Country': 'Aruba', 'ISO2': 'AW', 'Slug': 'aruba'},\n", - " {'Country': 'Kazakhstan', 'ISO2': 'KZ', 'Slug': 'kazakhstan'},\n", - " {'Country': 'Kiribati', 'ISO2': 'KI', 'Slug': 'kiribati'},\n", - " {'Country': 'San Marino', 'ISO2': 'SM', 'Slug': 'san-marino'},\n", - " {'Country': 'Sao Tome and Principe',\n", - " 'ISO2': 'ST',\n", - " 'Slug': 'sao-tome-and-principe'},\n", - " {'Country': 'Sierra Leone', 'ISO2': 'SL', 'Slug': 'sierra-leone'},\n", - " {'Country': 'Antigua and Barbuda',\n", - " 'ISO2': 'AG',\n", - " 'Slug': 'antigua-and-barbuda'},\n", - " {'Country': 'Croatia', 'ISO2': 'HR', 'Slug': 'croatia'},\n", - " {'Country': 'Guernsey', 'ISO2': 'GG', 'Slug': 'guernsey'},\n", - " {'Country': 'Swaziland', 'ISO2': 'SZ', 'Slug': 'swaziland'},\n", - " {'Country': 'Belgium', 'ISO2': 'BE', 'Slug': 'belgium'},\n", - " {'Country': 'Myanmar', 'ISO2': 'MM', 'Slug': 'myanmar'},\n", - " {'Country': 'Anguilla', 'ISO2': 'AI', 'Slug': 'anguilla'},\n", - " {'Country': 'Ecuador', 'ISO2': 'EC', 'Slug': 'ecuador'},\n", - " {'Country': 'Mexico', 'ISO2': 'MX', 'Slug': 'mexico'},\n", - " {'Country': 'Malaysia', 'ISO2': 'MY', 'Slug': 'malaysia'},\n", - " {'Country': 'Poland', 'ISO2': 'PL', 'Slug': 'poland'},\n", - " {'Country': 'United States of America', 'ISO2': 'US', 'Slug': 'united-states'},\n", - " {'Country': 'Brazil', 'ISO2': 'BR', 'Slug': 'brazil'},\n", - " {'Country': 'Dominican Republic', 'ISO2': 'DO', 'Slug': 'dominican-republic'},\n", - " {'Country': 'Ireland', 'ISO2': 'IE', 'Slug': 'ireland'},\n", - " {'Country': 'Vanuatu', 'ISO2': 'VU', 'Slug': 'vanuatu'},\n", - " {'Country': 'Slovakia', 'ISO2': 'SK', 'Slug': 'slovakia'},\n", - " {'Country': 'Algeria', 'ISO2': 'DZ', 'Slug': 'algeria'},\n", - " {'Country': 'Belarus', 'ISO2': 'BY', 'Slug': 'belarus'},\n", - " {'Country': 'Fiji', 'ISO2': 'FJ', 'Slug': 'fiji'},\n", - " {'Country': 'Guinea', 'ISO2': 'GN', 'Slug': 'guinea'},\n", - " {'Country': 'Australia', 'ISO2': 'AU', 'Slug': 'australia'},\n", - " {'Country': 'Central African Republic',\n", - " 'ISO2': 'CF',\n", - " 'Slug': 'central-african-republic'},\n", - " {'Country': 'Senegal', 'ISO2': 'SN', 'Slug': 'senegal'},\n", - " {'Country': 'American Samoa', 'ISO2': 'AS', 'Slug': 'american-samoa'},\n", - " {'Country': 'El Salvador', 'ISO2': 'SV', 'Slug': 'el-salvador'},\n", - " {'Country': 'Macedonia, Republic of', 'ISO2': 'MK', 'Slug': 'macedonia'},\n", - " {'Country': 'Tajikistan', 'ISO2': 'TJ', 'Slug': 'tajikistan'},\n", - " {'Country': \"Côte d'Ivoire\", 'ISO2': 'CI', 'Slug': 'cote-divoire'},\n", - " {'Country': 'Israel', 'ISO2': 'IL', 'Slug': 'israel'},\n", - " {'Country': 'Lebanon', 'ISO2': 'LB', 'Slug': 'lebanon'},\n", - " {'Country': 'United Kingdom', 'ISO2': 'GB', 'Slug': 'united-kingdom'},\n", - " {'Country': 'Albania', 'ISO2': 'AL', 'Slug': 'albania'},\n", - " {'Country': 'Benin', 'ISO2': 'BJ', 'Slug': 'benin'},\n", - " {'Country': 'Romania', 'ISO2': 'RO', 'Slug': 'romania'},\n", - " {'Country': 'Rwanda', 'ISO2': 'RW', 'Slug': 'rwanda'},\n", - " {'Country': 'Barbados', 'ISO2': 'BB', 'Slug': 'barbados'},\n", - " {'Country': 'Brunei Darussalam', 'ISO2': 'BN', 'Slug': 'brunei'},\n", - " {'Country': 'Mayotte', 'ISO2': 'YT', 'Slug': 'mayotte'},\n", - " {'Country': 'Namibia', 'ISO2': 'NA', 'Slug': 'namibia'},\n", - " {'Country': 'Palau', 'ISO2': 'PW', 'Slug': 'palau'},\n", - " {'Country': 'Western Sahara', 'ISO2': 'EH', 'Slug': 'western-sahara'},\n", - " {'Country': 'Andorra', 'ISO2': 'AD', 'Slug': 'andorra'},\n", - " {'Country': 'South Georgia and the South Sandwich Islands',\n", - " 'ISO2': 'GS',\n", - " 'Slug': 'south-georgia-and-the-south-sandwich-islands'},\n", - " {'Country': 'Uganda', 'ISO2': 'UG', 'Slug': 'uganda'},\n", - " {'Country': 'Venezuela (Bolivarian Republic)',\n", - " 'ISO2': 'VE',\n", - " 'Slug': 'venezuela'},\n", - " {'Country': 'Azerbaijan', 'ISO2': 'AZ', 'Slug': 'azerbaijan'},\n", - " {'Country': 'Guyana', 'ISO2': 'GY', 'Slug': 'guyana'},\n", - " {'Country': 'Guinea-Bissau', 'ISO2': 'GW', 'Slug': 'guinea-bissau'},\n", - " {'Country': 'New Zealand', 'ISO2': 'NZ', 'Slug': 'new-zealand'},\n", - " {'Country': 'Saudi Arabia', 'ISO2': 'SA', 'Slug': 'saudi-arabia'},\n", - " {'Country': 'Solomon Islands', 'ISO2': 'SB', 'Slug': 'solomon-islands'},\n", - " {'Country': 'South Sudan', 'ISO2': 'SS', 'Slug': 'south-sudan'},\n", - " {'Country': 'Dominica', 'ISO2': 'DM', 'Slug': 'dominica'},\n", - " {'Country': 'Lithuania', 'ISO2': 'LT', 'Slug': 'lithuania'},\n", - " {'Country': 'New Caledonia', 'ISO2': 'NC', 'Slug': 'new-caledonia'},\n", - " {'Country': 'Ukraine', 'ISO2': 'UA', 'Slug': 'ukraine'},\n", - " {'Country': 'Angola', 'ISO2': 'AO', 'Slug': 'angola'},\n", - " {'Country': 'Madagascar', 'ISO2': 'MG', 'Slug': 'madagascar'},\n", - " {'Country': 'Qatar', 'ISO2': 'QA', 'Slug': 'qatar'},\n", - " {'Country': 'Tonga', 'ISO2': 'TO', 'Slug': 'tonga'},\n", - " {'Country': 'Armenia', 'ISO2': 'AM', 'Slug': 'armenia'},\n", - " {'Country': 'Bhutan', 'ISO2': 'BT', 'Slug': 'bhutan'},\n", - " {'Country': 'Egypt', 'ISO2': 'EG', 'Slug': 'egypt'},\n", - " {'Country': 'Equatorial Guinea', 'ISO2': 'GQ', 'Slug': 'equatorial-guinea'},\n", - " {'Country': 'Finland', 'ISO2': 'FI', 'Slug': 'finland'},\n", - " {'Country': 'Ghana', 'ISO2': 'GH', 'Slug': 'ghana'},\n", - " {'Country': 'Uruguay', 'ISO2': 'UY', 'Slug': 'uruguay'},\n", - " {'Country': 'Zambia', 'ISO2': 'ZM', 'Slug': 'zambia'},\n", - " {'Country': 'Lesotho', 'ISO2': 'LS', 'Slug': 'lesotho'},\n", - " {'Country': 'Timor-Leste', 'ISO2': 'TL', 'Slug': 'timor-leste'},\n", - " {'Country': 'British Virgin Islands',\n", - " 'ISO2': 'VG',\n", - " 'Slug': 'british-virgin-islands'},\n", - " {'Country': 'France', 'ISO2': 'FR', 'Slug': 'france'},\n", - " {'Country': 'Cape Verde', 'ISO2': 'CV', 'Slug': 'cape-verde'},\n", - " {'Country': 'Falkland Islands (Malvinas)',\n", - " 'ISO2': 'FK',\n", - " 'Slug': 'falkland-islands-malvinas'},\n", - " {'Country': 'Palestinian Territory', 'ISO2': 'PS', 'Slug': 'palestine'},\n", - " {'Country': 'Pitcairn', 'ISO2': 'PN', 'Slug': 'pitcairn'},\n", - " {'Country': 'Taiwan, Republic of China', 'ISO2': 'TW', 'Slug': 'taiwan'},\n", - " {'Country': 'Ethiopia', 'ISO2': 'ET', 'Slug': 'ethiopia'},\n", - " {'Country': 'Gabon', 'ISO2': 'GA', 'Slug': 'gabon'},\n", - " {'Country': 'Panama', 'ISO2': 'PA', 'Slug': 'panama'},\n", - " {'Country': 'Bahamas', 'ISO2': 'BS', 'Slug': 'bahamas'},\n", - " {'Country': 'Bahrain', 'ISO2': 'BH', 'Slug': 'bahrain'},\n", - " {'Country': 'Bolivia', 'ISO2': 'BO', 'Slug': 'bolivia'},\n", - " {'Country': 'Mauritius', 'ISO2': 'MU', 'Slug': 'mauritius'},\n", - " {'Country': 'Sudan', 'ISO2': 'SD', 'Slug': 'sudan'},\n", - " {'Country': 'Togo', 'ISO2': 'TG', 'Slug': 'togo'},\n", - " {'Country': 'Guadeloupe', 'ISO2': 'GP', 'Slug': 'guadeloupe'},\n", - " {'Country': 'Kuwait', 'ISO2': 'KW', 'Slug': 'kuwait'},\n", - " {'Country': 'Mali', 'ISO2': 'ML', 'Slug': 'mali'},\n", - " {'Country': 'Moldova', 'ISO2': 'MD', 'Slug': 'moldova'},\n", - " {'Country': 'Puerto Rico', 'ISO2': 'PR', 'Slug': 'puerto-rico'},\n", - " {'Country': 'US Minor Outlying Islands',\n", - " 'ISO2': 'UM',\n", - " 'Slug': 'us-minor-outlying-islands'},\n", - " {'Country': 'Korea (South)', 'ISO2': 'KR', 'Slug': 'korea-south'},\n", - " {'Country': 'Congo (Brazzaville)', 'ISO2': 'CG', 'Slug': 'congo-brazzaville'},\n", - " {'Country': 'Georgia', 'ISO2': 'GE', 'Slug': 'georgia'},\n", - " {'Country': 'Lao PDR', 'ISO2': 'LA', 'Slug': 'lao-pdr'},\n", - " {'Country': 'Burundi', 'ISO2': 'BI', 'Slug': 'burundi'},\n", - " {'Country': 'Chile', 'ISO2': 'CL', 'Slug': 'chile'},\n", - " {'Country': 'Kyrgyzstan', 'ISO2': 'KG', 'Slug': 'kyrgyzstan'},\n", - " {'Country': 'Mauritania', 'ISO2': 'MR', 'Slug': 'mauritania'},\n", - " {'Country': 'Nauru', 'ISO2': 'NR', 'Slug': 'nauru'},\n", - " {'Country': 'Svalbard and Jan Mayen Islands',\n", - " 'ISO2': 'SJ',\n", - " 'Slug': 'svalbard-and-jan-mayen-islands'},\n", - " {'Country': 'Austria', 'ISO2': 'AT', 'Slug': 'austria'},\n", - " {'Country': 'Bulgaria', 'ISO2': 'BG', 'Slug': 'bulgaria'},\n", - " {'Country': 'Czech Republic', 'ISO2': 'CZ', 'Slug': 'czech-republic'},\n", - " {'Country': 'Northern Mariana Islands',\n", - " 'ISO2': 'MP',\n", - " 'Slug': 'northern-mariana-islands'},\n", - " {'Country': 'United Arab Emirates',\n", - " 'ISO2': 'AE',\n", - " 'Slug': 'united-arab-emirates'},\n", - " {'Country': 'Cayman Islands', 'ISO2': 'KY', 'Slug': 'cayman-islands'},\n", - " {'Country': 'Luxembourg', 'ISO2': 'LU', 'Slug': 'luxembourg'},\n", - " {'Country': 'Marshall Islands', 'ISO2': 'MH', 'Slug': 'marshall-islands'},\n", - " {'Country': 'South Africa', 'ISO2': 'ZA', 'Slug': 'south-africa'},\n", - " {'Country': 'Colombia', 'ISO2': 'CO', 'Slug': 'colombia'},\n", - " {'Country': 'Saint-Barthélemy', 'ISO2': 'BL', 'Slug': 'saint-barthélemy'},\n", - " {'Country': 'Norfolk Island', 'ISO2': 'NF', 'Slug': 'norfolk-island'},\n", - " {'Country': 'Afghanistan', 'ISO2': 'AF', 'Slug': 'afghanistan'},\n", - " {'Country': 'Bermuda', 'ISO2': 'BM', 'Slug': 'bermuda'},\n", - " {'Country': 'Greece', 'ISO2': 'GR', 'Slug': 'greece'},\n", - " {'Country': 'Indonesia', 'ISO2': 'ID', 'Slug': 'indonesia'},\n", - " {'Country': 'Iran, Islamic Republic of', 'ISO2': 'IR', 'Slug': 'iran'},\n", - " {'Country': 'Malawi', 'ISO2': 'MW', 'Slug': 'malawi'},\n", - " {'Country': 'Niger', 'ISO2': 'NE', 'Slug': 'niger'},\n", - " {'Country': 'Papua New Guinea', 'ISO2': 'PG', 'Slug': 'papua-new-guinea'},\n", - " {'Country': 'Somalia', 'ISO2': 'SO', 'Slug': 'somalia'},\n", - " {'Country': 'Turks and Caicos Islands',\n", - " 'ISO2': 'TC',\n", - " 'Slug': 'turks-and-caicos-islands'},\n", - " {'Country': 'Cambodia', 'ISO2': 'KH', 'Slug': 'cambodia'},\n", - " {'Country': 'Netherlands Antilles',\n", - " 'ISO2': 'AN',\n", - " 'Slug': 'netherlands-antilles'},\n", - " {'Country': 'Nigeria', 'ISO2': 'NG', 'Slug': 'nigeria'},\n", - " {'Country': 'Saint Kitts and Nevis',\n", - " 'ISO2': 'KN',\n", - " 'Slug': 'saint-kitts-and-nevis'},\n", - " {'Country': 'Samoa', 'ISO2': 'WS', 'Slug': 'samoa'},\n", - " {'Country': 'Cameroon', 'ISO2': 'CM', 'Slug': 'cameroon'},\n", - " {'Country': 'Maldives', 'ISO2': 'MV', 'Slug': 'maldives'},\n", - " {'Country': 'Peru', 'ISO2': 'PE', 'Slug': 'peru'},\n", - " {'Country': 'China', 'ISO2': 'CN', 'Slug': 'china'},\n", - " {'Country': 'Guatemala', 'ISO2': 'GT', 'Slug': 'guatemala'},\n", - " {'Country': 'Honduras', 'ISO2': 'HN', 'Slug': 'honduras'},\n", - " {'Country': 'Korea (North)', 'ISO2': 'KP', 'Slug': 'korea-north'},\n", - " {'Country': 'Singapore', 'ISO2': 'SG', 'Slug': 'singapore'},\n", - " {'Country': 'Tanzania, United Republic of', 'ISO2': 'TZ', 'Slug': 'tanzania'},\n", - " {'Country': 'Burkina Faso', 'ISO2': 'BF', 'Slug': 'burkina-faso'},\n", - " {'Country': 'Eritrea', 'ISO2': 'ER', 'Slug': 'eritrea'},\n", - " {'Country': 'Grenada', 'ISO2': 'GD', 'Slug': 'grenada'},\n", - " {'Country': 'Holy See (Vatican City State)',\n", - " 'ISO2': 'VA',\n", - " 'Slug': 'holy-see-vatican-city-state'},\n", - " {'Country': 'Nepal', 'ISO2': 'NP', 'Slug': 'nepal'},\n", - " {'Country': 'Saint Pierre and Miquelon',\n", - " 'ISO2': 'PM',\n", - " 'Slug': 'saint-pierre-and-miquelon'},\n", - " {'Country': 'French Polynesia', 'ISO2': 'PF', 'Slug': 'french-polynesia'},\n", - " {'Country': 'Mongolia', 'ISO2': 'MN', 'Slug': 'mongolia'},\n", - " {'Country': 'Portugal', 'ISO2': 'PT', 'Slug': 'portugal'},\n", - " {'Country': 'Sweden', 'ISO2': 'SE', 'Slug': 'sweden'},\n", - " {'Country': 'Switzerland', 'ISO2': 'CH', 'Slug': 'switzerland'},\n", - " {'Country': 'Cocos (Keeling) Islands',\n", - " 'ISO2': 'CC',\n", - " 'Slug': 'cocos-keeling-islands'},\n", - " {'Country': 'Bangladesh', 'ISO2': 'BD', 'Slug': 'bangladesh'},\n", - " {'Country': 'Canada', 'ISO2': 'CA', 'Slug': 'canada'},\n", - " {'Country': 'Gibraltar', 'ISO2': 'GI', 'Slug': 'gibraltar'},\n", - " {'Country': 'Jamaica', 'ISO2': 'JM', 'Slug': 'jamaica'},\n", - " {'Country': 'Montenegro', 'ISO2': 'ME', 'Slug': 'montenegro'},\n", - " {'Country': 'Oman', 'ISO2': 'OM', 'Slug': 'oman'},\n", - " {'Country': 'Yemen', 'ISO2': 'YE', 'Slug': 'yemen'},\n", - " {'Country': 'Tunisia', 'ISO2': 'TN', 'Slug': 'tunisia'},\n", - " {'Country': 'Greenland', 'ISO2': 'GL', 'Slug': 'greenland'},\n", - " {'Country': 'Guam', 'ISO2': 'GU', 'Slug': 'guam'},\n", - " {'Country': 'Libya', 'ISO2': 'LY', 'Slug': 'libya'},\n", - " {'Country': 'Martinique', 'ISO2': 'MQ', 'Slug': 'martinique'},\n", - " {'Country': 'Morocco', 'ISO2': 'MA', 'Slug': 'morocco'},\n", - " {'Country': 'Chad', 'ISO2': 'TD', 'Slug': 'chad'},\n", - " {'Country': 'Italy', 'ISO2': 'IT', 'Slug': 'italy'},\n", - " {'Country': 'Kenya', 'ISO2': 'KE', 'Slug': 'kenya'},\n", - " {'Country': 'Liberia', 'ISO2': 'LR', 'Slug': 'liberia'},\n", - " {'Country': 'Saint Lucia', 'ISO2': 'LC', 'Slug': 'saint-lucia'},\n", - " {'Country': 'Spain', 'ISO2': 'ES', 'Slug': 'spain'},\n", - " {'Country': 'Trinidad and Tobago',\n", - " 'ISO2': 'TT',\n", - " 'Slug': 'trinidad-and-tobago'},\n", - " {'Country': 'French Guiana', 'ISO2': 'GF', 'Slug': 'french-guiana'},\n", - " {'Country': 'Macao, SAR China', 'ISO2': 'MO', 'Slug': 'macao-sar-china'},\n", - " {'Country': 'Monaco', 'ISO2': 'MC', 'Slug': 'monaco'},\n", - " {'Country': 'Republic of Kosovo', 'ISO2': 'XK', 'Slug': 'kosovo'},\n", - " {'Country': 'India', 'ISO2': 'IN', 'Slug': 'india'},\n", - " {'Country': 'Malta', 'ISO2': 'MT', 'Slug': 'malta'},\n", - " {'Country': 'Russian Federation', 'ISO2': 'RU', 'Slug': 'russia'},\n", - " {'Country': 'Suriname', 'ISO2': 'SR', 'Slug': 'suriname'},\n", - " {'Country': 'Tokelau', 'ISO2': 'TK', 'Slug': 'tokelau'},\n", - " {'Country': 'Antarctica', 'ISO2': 'AQ', 'Slug': 'antarctica'},\n", - " {'Country': 'Cook Islands', 'ISO2': 'CK', 'Slug': 'cook-islands'},\n", - " {'Country': 'Germany', 'ISO2': 'DE', 'Slug': 'germany'},\n", - " {'Country': 'Paraguay', 'ISO2': 'PY', 'Slug': 'paraguay'},\n", - " {'Country': 'Uzbekistan', 'ISO2': 'UZ', 'Slug': 'uzbekistan'}]\n" - ] - } - ], + "outputs": [], "source": [ "country_url = \"https://api.covid19api.com/countries\"\n", "country_covid_data = requests.get(country_url).json()\n", @@ -2168,129 +1971,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountrySlugISO2
0Congo (Kinshasa)congo-kinshasaCD
1PakistanpakistanPK
2BotswanabotswanaBW
3DenmarkdenmarkDK
4DjiboutidjiboutiDJ
............
243AntarcticaantarcticaAQ
244Cook Islandscook-islandsCK
245GermanygermanyDE
246ParaguayparaguayPY
247UzbekistanuzbekistanUZ
\n", - "

248 rows × 3 columns

\n", - "
" - ], - "text/plain": [ - " Country Slug ISO2\n", - "0 Congo (Kinshasa) congo-kinshasa CD\n", - "1 Pakistan pakistan PK\n", - "2 Botswana botswana BW\n", - "3 Denmark denmark DK\n", - "4 Djibouti djibouti DJ\n", - ".. ... ... ...\n", - "243 Antarctica antarctica AQ\n", - "244 Cook Islands cook-islands CK\n", - "245 Germany germany DE\n", - "246 Paraguay paraguay PY\n", - "247 Uzbekistan uzbekistan UZ\n", - "\n", - "[248 rows x 3 columns]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "country_covid_df = pd.DataFrame(country_covid_data)\n", "country_covid_df" @@ -2298,141 +1981,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
country_codeCountrySlugISO2
0IRIran, Islamic Republic ofiranIR
1TJTajikistantajikistanTJ
2BRBrazilbrazilBR
3CNChinachinaCN
4DKDenmarkdenmarkDK
...............
90CWNaNNaNNaN
91GBUnited Kingdomunited-kingdomGB
92NPNepalnepalNP
93PTPortugalportugalPT
94USUnited States of Americaunited-statesUS
\n", - "

95 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " country_code Country Slug ISO2\n", - "0 IR Iran, Islamic Republic of iran IR\n", - "1 TJ Tajikistan tajikistan TJ\n", - "2 BR Brazil brazil BR\n", - "3 CN China china CN\n", - "4 DK Denmark denmark DK\n", - ".. ... ... ... ...\n", - "90 CW NaN NaN NaN\n", - "91 GB United Kingdom united-kingdom GB\n", - "92 NP Nepal nepal NP\n", - "93 PT Portugal portugal PT\n", - "94 US United States of America united-states US\n", - "\n", - "[95 rows x 4 columns]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Merge countries available on the air quality data and the covid data\n", "country_covid_air_df = pd.merge(\n", @@ -2442,20 +1993,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['CW']" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Find the country in the country_airdata_df but not country_covid_df\n", "country_to_remove = country_covid_air_df[country_covid_air_df[\"ISO2\"].isna()][\"country_code\"].tolist()\n", @@ -2464,7 +2004,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2473,320 +2013,45 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "94" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "final_airdf[\"Country\"].nunique()" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "final_airdf.to_csv(\"air_data.csv\", index=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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country_codeCountrySlugISO2
0IRIran, Islamic Republic ofiranIR
1TJTajikistantajikistanTJ
2BRBrazilbrazilBR
3CNChinachinaCN
4DKDenmarkdenmarkDK
...............
90CWNaNNaNNaN
91GBUnited Kingdomunited-kingdomGB
92NPNepalnepalNP
93PTPortugalportugalPT
94USUnited States of Americaunited-statesUS
\n", - "

95 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " country_code Country Slug ISO2\n", - "0 IR Iran, Islamic Republic of iran IR\n", - "1 TJ Tajikistan tajikistan TJ\n", - "2 BR Brazil brazil BR\n", - "3 CN China china CN\n", - "4 DK Denmark denmark DK\n", - ".. ... ... ... ...\n", - "90 CW NaN NaN NaN\n", - "91 GB United Kingdom united-kingdom GB\n", - "92 NP Nepal nepal NP\n", - "93 PT Portugal portugal PT\n", - "94 US United States of America united-states US\n", - "\n", - "[95 rows x 4 columns]" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "country_covid_air_df" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "del country_covid_air_df[\"ISO2\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
indexcountry_codeCountrySlug
00IRIran, Islamic Republic ofiran
11TJTajikistantajikistan
22BRBrazilbrazil
33CNChinachina
44DKDenmarkdenmark
...............
8989KGKyrgyzstankyrgyzstan
9091GBUnited Kingdomunited-kingdom
9192NPNepalnepal
9293PTPortugalportugal
9394USUnited States of Americaunited-states
\n", - "

94 rows × 4 columns

\n", - "
" - ], - "text/plain": [ - " index country_code Country Slug\n", - "0 0 IR Iran, Islamic Republic of iran\n", - "1 1 TJ Tajikistan tajikistan\n", - "2 2 BR Brazil brazil\n", - "3 3 CN China china\n", - "4 4 DK Denmark denmark\n", - ".. ... ... ... ...\n", - "89 89 KG Kyrgyzstan kyrgyzstan\n", - "90 91 GB United Kingdom united-kingdom\n", - "91 92 NP Nepal nepal\n", - "92 93 PT Portugal portugal\n", - "93 94 US United States of America united-states\n", - "\n", - "[94 rows x 4 columns]" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], + "source": [ + "final_airdf[\"Country\"].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "final_airdf.to_csv(\"air_data.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "country_covid_air_df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "del country_covid_air_df[\"ISO2\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Return a dataframe covering all countries in both the air quality data and covid-19 data.\n", "country_covid_air_df = country_covid_air_df[~country_covid_air_df[\"country_code\"].isin(\n", @@ -2796,2032 +2061,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'Active': 0,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 0,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-22T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 0,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 0,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-23T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 0,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 0,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-24T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 0,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 0,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-25T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 4,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-26T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-27T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-28T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 6,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-29T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 0},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 9,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-30T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 9,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-01-31T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 10,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 12,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-01T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 10,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 12,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-02T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 10,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 12,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-03T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 11,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 13,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-04T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 11,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 13,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-05T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 12,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 14,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-06T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-07T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-08T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-09T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-10T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-11T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 13,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-12T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-13T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 8},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-14T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 8},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-15T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 8},\n", - " {'Active': 7,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-16T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 8},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-17T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 10},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-18T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 10},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-19T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 10},\n", - " {'Active': 5,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-20T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 10},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-21T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-22T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-23T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-24T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-25T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-26T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-27T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 4,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 15,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-28T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 14,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 25,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-02-29T00:00:00Z',\n", - " 'Deaths': 0,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 15,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 27,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-01T00:00:00Z',\n", - " 'Deaths': 1,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 18,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 30,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-02T00:00:00Z',\n", - " 'Deaths': 1,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 27,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 39,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-03T00:00:00Z',\n", - " 'Deaths': 1,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 39,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 52,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-04T00:00:00Z',\n", - " 'Deaths': 2,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 11},\n", - " {'Active': 32,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 55,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-05T00:00:00Z',\n", - " 'Deaths': 2,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 37,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 60,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-06T00:00:00Z',\n", - " 'Deaths': 2,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 40,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 63,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-07T00:00:00Z',\n", - " 'Deaths': 2,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 52,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 76,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-08T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 67,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 91,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-09T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 83,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 107,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-10T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 104,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 128,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-11T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 104,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 128,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-12T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 21},\n", - " {'Active': 174,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 200,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-13T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 224,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 250,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-14T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 271,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 297,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-15T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 351,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 377,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-16T00:00:00Z',\n", - " 'Deaths': 3,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 424,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 452,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-17T00:00:00Z',\n", - " 'Deaths': 5,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 539,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 568,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-18T00:00:00Z',\n", - " 'Deaths': 6,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 23},\n", - " {'Active': 649,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 681,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-19T00:00:00Z',\n", - " 'Deaths': 6,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 26},\n", - " {'Active': 758,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 791,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-20T00:00:00Z',\n", - " 'Deaths': 7,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 26},\n", - " {'Active': 1038,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 1071,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-21T00:00:00Z',\n", - " 'Deaths': 7,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 26},\n", - " {'Active': 1454,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 1549,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-22T00:00:00Z',\n", - " 'Deaths': 7,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 88},\n", - " {'Active': 1587,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 1682,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-23T00:00:00Z',\n", - " 'Deaths': 7,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 88},\n", - " {'Active': 1921,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 2044,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-24T00:00:00Z',\n", - " 'Deaths': 8,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 115},\n", - " {'Active': 2237,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 2364,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-25T00:00:00Z',\n", - " 'Deaths': 8,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 119},\n", - " {'Active': 2625,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 2810,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-26T00:00:00Z',\n", - " 'Deaths': 13,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 172},\n", - " {'Active': 2936,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 3143,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-27T00:00:00Z',\n", - " 'Deaths': 13,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 194},\n", - " {'Active': 3382,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 3640,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-28T00:00:00Z',\n", - " 'Deaths': 14,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 244},\n", - " {'Active': 3724,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 3984,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-29T00:00:00Z',\n", - " 'Deaths': 16,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 244},\n", - " {'Active': 4087,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 4361,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-30T00:00:00Z',\n", - " 'Deaths': 17,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 257},\n", - " {'Active': 4183,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 4559,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-03-31T00:00:00Z',\n", - " 'Deaths': 18,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 358},\n", - " {'Active': 4420,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 4862,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-01T00:00:00Z',\n", - " 'Deaths': 20,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 422},\n", - " {'Active': 4572,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5116,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-02T00:00:00Z',\n", - " 'Deaths': 24,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 520},\n", - " {'Active': 4653,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5330,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-03T00:00:00Z',\n", - " 'Deaths': 28,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 649},\n", - " {'Active': 4819,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5550,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-04T00:00:00Z',\n", - " 'Deaths': 30,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 701},\n", - " {'Active': 4895,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5687,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-05T00:00:00Z',\n", - " 'Deaths': 35,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 757},\n", - " {'Active': 4677,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5797,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-06T00:00:00Z',\n", - " 'Deaths': 40,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1080},\n", - " {'Active': 4770,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 5895,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-07T00:00:00Z',\n", - " 'Deaths': 45,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1080},\n", - " {'Active': 4880,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6010,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-08T00:00:00Z',\n", - " 'Deaths': 50,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1080},\n", - " {'Active': 4585,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6108,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-09T00:00:00Z',\n", - " 'Deaths': 51,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1472},\n", - " {'Active': 4368,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6215,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-10T00:00:00Z',\n", - " 'Deaths': 54,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1793},\n", - " {'Active': 4440,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6303,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-11T00:00:00Z',\n", - " 'Deaths': 57,\n", - " 'Lat': '0',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1806},\n", - " {'Active': 4449,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6315,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-12T00:00:00Z',\n", - " 'Deaths': 60,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1806},\n", - " {'Active': 4484,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6351,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-13T00:00:00Z',\n", - " 'Deaths': 61,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 1806},\n", - " {'Active': 4167,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6415,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-14T00:00:00Z',\n", - " 'Deaths': 62,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2186},\n", - " {'Active': 4191,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6440,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-15T00:00:00Z',\n", - " 'Deaths': 63,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2186},\n", - " {'Active': 4044,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6462,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-16T00:00:00Z',\n", - " 'Deaths': 63,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 2355},\n", - " {'Active': 2648,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6522,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-17T00:00:00Z',\n", - " 'Deaths': 66,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 3808},\n", - " {'Active': 2377,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6568,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-18T00:00:00Z',\n", - " 'Deaths': 67,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 4124},\n", - " {'Active': 2419,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6610,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-19T00:00:00Z',\n", - " 'Deaths': 67,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 4124},\n", - " {'Active': 2265,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6623,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-20T00:00:00Z',\n", - " 'Deaths': 67,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 4291},\n", - " {'Active': 1883,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6645,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-21T00:00:00Z',\n", - " 'Deaths': 67,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 4695},\n", - " {'Active': 1653,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6652,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-22T00:00:00Z',\n", - " 'Deaths': 67,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 4932},\n", - " {'Active': 1540,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6662,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-23T00:00:00Z',\n", - " 'Deaths': 75,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5047},\n", - " {'Active': 1462,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6677,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-24T00:00:00Z',\n", - " 'Deaths': 79,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5136},\n", - " {'Active': 1238,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6694,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-25T00:00:00Z',\n", - " 'Deaths': 80,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5376},\n", - " {'Active': 1090,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6714,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-26T00:00:00Z',\n", - " 'Deaths': 83,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5541},\n", - " {'Active': 1050,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6721,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-27T00:00:00Z',\n", - " 'Deaths': 83,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5588},\n", - " {'Active': 990,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6744,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-28T00:00:00Z',\n", - " 'Deaths': 89,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5665},\n", - " {'Active': 946,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6752,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-29T00:00:00Z',\n", - " 'Deaths': 91,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5715},\n", - " {'Active': 931,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6766,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-04-30T00:00:00Z',\n", - " 'Deaths': 93,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5742},\n", - " {'Active': 910,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6778,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-01T00:00:00Z',\n", - " 'Deaths': 93,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5775},\n", - " {'Active': 891,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6799,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-02T00:00:00Z',\n", - " 'Deaths': 94,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5814},\n", - " {'Active': 878,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6822,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-03T00:00:00Z',\n", - " 'Deaths': 95,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5849},\n", - " {'Active': 864,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6847,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-04T00:00:00Z',\n", - " 'Deaths': 96,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5887},\n", - " {'Active': 803,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6875,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-05T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 5975},\n", - " {'Active': 766,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6894,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-06T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6031},\n", - " {'Active': 738,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6913,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-07T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6078},\n", - " {'Active': 699,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6918,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-08T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6122},\n", - " {'Active': 701,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6939,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-09T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6141},\n", - " {'Active': 684,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6948,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-10T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6167},\n", - " {'Active': 660,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6970,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-11T00:00:00Z',\n", - " 'Deaths': 97,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6213},\n", - " {'Active': 612,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6980,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-12T00:00:00Z',\n", - " 'Deaths': 98,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6270},\n", - " {'Active': 594,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 6989,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-13T00:00:00Z',\n", - " 'Deaths': 98,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6297},\n", - " {'Active': 587,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7019,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-14T00:00:00Z',\n", - " 'Deaths': 98,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6334},\n", - " {'Active': 578,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7035,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-15T00:00:00Z',\n", - " 'Deaths': 98,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6359},\n", - " {'Active': 582,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7044,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-16T00:00:00Z',\n", - " 'Deaths': 98,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6364},\n", - " {'Active': 563,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7054,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-17T00:00:00Z',\n", - " 'Deaths': 99,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6392},\n", - " {'Active': 556,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7068,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-18T00:00:00Z',\n", - " 'Deaths': 99,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6413},\n", - " {'Active': 541,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7072,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-19T00:00:00Z',\n", - " 'Deaths': 100,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6431},\n", - " {'Active': 511,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7081,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-20T00:00:00Z',\n", - " 'Deaths': 100,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6470},\n", - " {'Active': 516,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7095,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-21T00:00:00Z',\n", - " 'Deaths': 101,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6478},\n", - " {'Active': 513,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7099,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-22T00:00:00Z',\n", - " 'Deaths': 101,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6485},\n", - " {'Active': 504,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7114,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-23T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6508},\n", - " {'Active': 481,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7114,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-24T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6531},\n", - " {'Active': 472,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7126,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-25T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6552},\n", - " {'Active': 476,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7139,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-26T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6560},\n", - " {'Active': 468,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7150,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-27T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6579},\n", - " {'Active': 486,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7165,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-28T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6576},\n", - " {'Active': 476,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7184,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-29T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6605},\n", - " {'Active': 475,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7192,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-30T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6614},\n", - " {'Active': 481,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7202,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-05-31T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6618},\n", - " {'Active': 493,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7221,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-01T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6626},\n", - " {'Active': 491,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7229,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-02T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6636},\n", - " {'Active': 490,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7240,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-03T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6648},\n", - " {'Active': 462,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7247,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-04T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6683},\n", - " {'Active': 462,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7252,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-05T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6688},\n", - " {'Active': 454,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7259,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-06T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6703},\n", - " {'Active': 457,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7265,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-07T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6706},\n", - " {'Active': 445,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7267,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-08T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6720},\n", - " {'Active': 432,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7274,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-09T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6740},\n", - " {'Active': 424,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7285,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-10T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6759},\n", - " {'Active': 405,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7289,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-11T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6782},\n", - " {'Active': 389,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7294,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-12T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6803},\n", - " {'Active': 380,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7320,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-13T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6838},\n", - " {'Active': 382,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7335,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-14T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6851},\n", - " {'Active': 389,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7347,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-15T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6856},\n", - " {'Active': 407,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7370,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-16T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6861},\n", - " {'Active': 412,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7391,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-17T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6877},\n", - " {'Active': 429,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7409,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-18T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6878},\n", - " {'Active': 428,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7411,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-19T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6881},\n", - " {'Active': 463,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7461,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-20T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6896},\n", - " {'Active': 469,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7474,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-21T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6903},\n", - " {'Active': 475,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7492,\n", - " 'Country': 'Australia',\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 'CountryCode': '',\n", - " 'Date': '2020-06-22T00:00:00Z',\n", - " 'Deaths': 102,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6915},\n", - " {'Active': 494,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7521,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-23T00:00:00Z',\n", - " 'Deaths': 103,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6924},\n", - " {'Active': 523,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7558,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-24T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6931},\n", - " {'Active': 533,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7595,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-25T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6958},\n", - " {'Active': 537,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7601,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-26T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6960},\n", - " {'Active': 589,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7686,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-27T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 6993},\n", - " {'Active': 653,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7764,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-28T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7007},\n", - " {'Active': 693,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7834,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-29T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7037},\n", - " {'Active': 776,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 7920,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-06-30T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7040},\n", - " {'Active': 807,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8001,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-01T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7090},\n", - " {'Active': 832,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8066,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-02T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7130},\n", - " {'Active': 837,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8260,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-03T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7319},\n", - " {'Active': 940,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8443,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-04T00:00:00Z',\n", - " 'Deaths': 104,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7399},\n", - " {'Active': 1057,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8583,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-05T00:00:00Z',\n", - " 'Deaths': 106,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7420},\n", - " {'Active': 1194,\n", - " 'City': '',\n", - " 'CityCode': '',\n", - " 'Confirmed': 8755,\n", - " 'Country': 'Australia',\n", - " 'CountryCode': '',\n", - " 'Date': '2020-07-06T00:00:00Z',\n", - " 'Deaths': 106,\n", - " 'Lat': '0',\n", - " 'Lon': '0',\n", - " 'Province': '',\n", - " 'Recovered': 7455}]\n" - ] - } - ], + "outputs": [], "source": [ "# Explore one covid API - By Country Total All Status\n", "covid_url_example = \"https://api.covid19api.com/total/country/australia\"\n", @@ -4838,20 +2080,9 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "94" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "slug_list = country_covid_air_df[\"Slug\"].tolist()\n", "len(slug_list)" @@ -4859,115 +2090,9 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Beginning Data Retrieval\n", - "-----------------------------------\n", - "Processing Record 1 of Set 1 | iran\n", - "Processing Record 2 of Set 1 | tajikistan\n", - "Processing Record 3 of Set 1 | brazil\n", - "Processing Record 4 of Set 1 | china\n", - "Processing Record 5 of Set 1 | denmark\n", - "Processing Record 6 of Set 1 | spain\n", - "Processing Record 7 of Set 1 | mali\n", - "Processing Record 8 of Set 1 | slovakia\n", - "Processing Record 9 of Set 1 | kosovo\n", - "Processing Record 10 of Set 1 | chile\n", - "Processing Record 11 of Set 1 | germany\n", - "Processing Record 12 of Set 1 | kuwait\n", - "Processing Record 13 of Set 1 | myanmar\n", - "Processing Record 14 of Set 1 | philippines\n", - "Processing Record 15 of Set 1 | pakistan\n", - "Processing Record 16 of Set 1 | poland\n", - "Processing Record 17 of Set 1 | russia\n", - "Processing Record 18 of Set 1 | sweden\n", - "Processing Record 19 of Set 1 | singapore\n", - "Processing Record 20 of Set 1 | united-arab-emirates\n", - "Processing Record 21 of Set 1 | bosnia-and-herzegovina\n", - "Processing Record 22 of Set 1 | czech-republic\n", - "Processing Record 23 of Set 1 | indonesia\n", - "Processing Record 24 of Set 1 | iceland\n", - "Processing Record 25 of Set 1 | macao-sar-china\n", - "Processing Record 26 of Set 1 | romania\n", - "Processing Record 27 of Set 1 | argentina\n", - "Processing Record 28 of Set 1 | australia\n", - "Processing Record 29 of Set 1 | ecuador\n", - "Processing Record 30 of Set 1 | ghana\n", - "Processing Record 31 of Set 1 | hong-kong-sar-china\n", - "Processing Record 32 of Set 1 | peru\n", - "Processing Record 33 of Set 1 | ukraine\n", - "Processing Record 34 of Set 1 | estonia\n", - "Processing Record 35 of Set 1 | france\n", - "Processing Record 36 of Set 1 | japan\n", - "Processing Record 37 of Set 1 | mongolia\n", - "Processing Record 38 of Set 1 | finland\n", - "Processing Record 39 of Set 1 | ireland\n", - "Processing Record 40 of Set 1 | israel\n", - "Processing Record 41 of Set 1 | kazakhstan\n", - "Processing Record 42 of Set 1 | lao-pdr\n", - "Processing Record 43 of Set 1 | uzbekistan\n", - "Processing Record 44 of Set 1 | bangladesh\n", - "Processing Record 45 of Set 1 | belgium\n", - "Processing Record 46 of Set 1 | greece\n", - "Processing Record 47 of Set 1 | korea-south\n", - "Processing Record 48 of Set 1 | sri-lanka\n", - "Processing Record 49 of Set 1 | macedonia\n", - "Processing Record 50 of Set 1 | mexico\n", - "Processing Record 1 of Set 2 | turkey\n", - "Processing Record 2 of Set 2 | afghanistan\n", - "Processing Record 3 of Set 2 | austria\n", - "Processing Record 4 of Set 2 | guatemala\n", - "Processing Record 5 of Set 2 | bolivia\n", - "Processing Record 6 of Set 2 | costa-rica\n", - "Processing Record 7 of Set 2 | jordan\n", - "Processing Record 8 of Set 2 | puerto-rico\n", - "Processing Record 9 of Set 2 | saudi-arabia\n", - "Processing Record 10 of Set 2 | el-salvador\n", - "Processing Record 11 of Set 2 | canada\n", - "Processing Record 12 of Set 2 | italy\n", - "Processing Record 13 of Set 2 | norway\n", - "Processing Record 14 of Set 2 | réunion\n", - "Processing Record 15 of Set 2 | turkmenistan\n", - "Processing Record 16 of Set 2 | south-africa\n", - "Processing Record 17 of Set 2 | bahrain\n", - "Processing Record 18 of Set 2 | lithuania\n", - "Processing Record 19 of Set 2 | thailand\n", - "Processing Record 20 of Set 2 | bulgaria\n", - "Processing Record 21 of Set 2 | switzerland\n", - "Processing Record 22 of Set 2 | hungary\n", - "Processing Record 23 of Set 2 | malaysia\n", - "Processing Record 24 of Set 2 | netherlands\n", - "Processing Record 25 of Set 2 | new-zealand\n", - "Processing Record 26 of Set 2 | uganda\n", - "Processing Record 27 of Set 2 | vietnam\n", - "Processing Record 28 of Set 2 | ethiopia\n", - "Processing Record 29 of Set 2 | georgia\n", - "Processing Record 30 of Set 2 | guinea\n", - "Processing Record 31 of Set 2 | iraq\n", - "Processing Record 32 of Set 2 | serbia\n", - "Processing Record 33 of Set 2 | taiwan\n", - "Processing Record 34 of Set 2 | cote-divoire\n", - "Processing Record 35 of Set 2 | colombia\n", - "Processing Record 36 of Set 2 | cyprus\n", - "Processing Record 37 of Set 2 | algeria\n", - "Processing Record 38 of Set 2 | croatia\n", - "Processing Record 39 of Set 2 | india\n", - "Processing Record 40 of Set 2 | kyrgyzstan\n", - "Processing Record 41 of Set 2 | united-kingdom\n", - "Processing Record 42 of Set 2 | nepal\n", - "Processing Record 43 of Set 2 | portugal\n", - "Processing Record 44 of Set 2 | united-states\n", - "-----------------------------------\n", - "Data Retrieval Complete\n", - "-----------------------------------\n" - ] - } - ], + "outputs": [], "source": [ "base_covid_url = \"https://api.covid19api.com/total/country/\"\n", " \n", @@ -5014,109 +2139,9 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountryDateActive casesConfirmed casesRecovered casesDeaths
0Iran, Islamic Republic of2020-01-22T00:00:00Z0000
1Iran, Islamic Republic of2020-01-23T00:00:00Z0000
2Iran, Islamic Republic of2020-01-24T00:00:00Z0000
3Iran, Islamic Republic of2020-01-25T00:00:00Z0000
4Iran, Islamic Republic of2020-01-26T00:00:00Z0000
\n", - "
" - ], - "text/plain": [ - " Country Date Active cases \\\n", - "0 Iran, Islamic Republic of 2020-01-22T00:00:00Z 0 \n", - "1 Iran, Islamic Republic of 2020-01-23T00:00:00Z 0 \n", - "2 Iran, Islamic Republic of 2020-01-24T00:00:00Z 0 \n", - "3 Iran, Islamic Republic of 2020-01-25T00:00:00Z 0 \n", - "4 Iran, Islamic Republic of 2020-01-26T00:00:00Z 0 \n", - "\n", - " Confirmed cases Recovered cases Deaths \n", - "0 0 0 0 \n", - "1 0 0 0 \n", - "2 0 0 0 \n", - "3 0 0 0 \n", - "4 0 0 0 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "covid_df = pd.DataFrame({\n", " \"Country\": country_list,\n", @@ -5131,36 +2156,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 14863 entries, 0 to 14862\n", - "Data columns (total 6 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 Country 14863 non-null object\n", - " 1 Date 14863 non-null object\n", - " 2 Active cases 14863 non-null int64 \n", - " 3 Confirmed cases 14863 non-null int64 \n", - " 4 Recovered cases 14863 non-null int64 \n", - " 5 Deaths 14863 non-null int64 \n", - "dtypes: int64(4), object(2)\n", - "memory usage: 696.8+ KB\n" - ] - } - ], + "outputs": [], "source": [ "covid_df.info()" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5170,20 +2175,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2020-01-22 00:00:00')" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Find the earliest date the covid dataset covers:\n", "covid_df[\"Date\"].min()" @@ -5191,20 +2185,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2020-07-06 00:00:00')" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Find the latrest date the covid dataset covers:\n", "covid_df[\"Date\"].max()" @@ -5212,38 +2195,18 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 14863 entries, 0 to 14862\n", - "Data columns (total 6 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 Country 14863 non-null object \n", - " 1 Date 14863 non-null datetime64[ns]\n", - " 2 Active cases 14863 non-null int64 \n", - " 3 Confirmed cases 14863 non-null int64 \n", - " 4 Recovered cases 14863 non-null int64 \n", - " 5 Deaths 14863 non-null int64 \n", - "dtypes: datetime64[ns](1), int64(4), object(1)\n", - "memory usage: 696.8+ KB\n" - ] - } - ], + "outputs": [], "source": [ "covid_df.info()" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -5266,12461 +2229,9 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'sheets': {'about': [{'about': 'This data has been compiled by Guardian '\n", - " 'Australia from official state and territory '\n", - " 'media releases and websites. Some death dates '\n", - " 'and figures are from media reports. We assign '\n", - " 'cases to the date on which they were reported '\n", - " 'by the health department, and deaths are '\n", - " 'assigned to the date they occured. Extended '\n", - " 'data on testing and demographics varies '\n", - " 'between each state and territory so may not '\n", - " 'always be available. Please contact '\n", - " 'australia.coronatracking@theguardian.com if '\n", - " 'you spot an error in the data or to make a '\n", - " 'suggestion. This data is released under a '\n", - " 'Attribution 3.0 Australia (CC BY 3.0 AU) '\n", - " 'license, which means it is ok to re-use but '\n", - " 'please provide attribution and a link to '\n", - " 'Guardian Australia'}],\n", - " 'data validation': [{'Population': '8118000',\n", - " 'Sources': '',\n", - " 'States': 'NSW',\n", - " 'times': '00:00'},\n", - " {'Population': '6629900',\n", - " 'Sources': '',\n", - " 'States': 'VIC',\n", - " 'times': '00:30'},\n", - " {'Population': '5115500',\n", - " 'Sources': '',\n", - " 'States': 'QLD',\n", - " 'times': '01:00'},\n", - " {'Population': '2630600',\n", - " 'Sources': '',\n", - " 'States': 'WA',\n", - " 'times': '01:30'},\n", - " {'Population': '1756500',\n", - " 'Sources': '',\n", - " 'States': 'SA',\n", - " 'times': '02:00'},\n", - " {'Population': '428100',\n", - " 'Sources': '',\n", - " 'States': 'ACT',\n", - " 'times': '02:30'},\n", - " {'Population': '535500',\n", - " 'Sources': '',\n", - " 'States': 'TAS',\n", - " 'times': '03:00'},\n", - " {'Population': '245600',\n", - " 'Sources': '',\n", - " 'States': 'NT',\n", - " 'times': '03:30'},\n", - " {'Population': '25464100',\n", - " 'Sources': '',\n", - " 'States': 'National',\n", - " 'times': '04:00'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '04:30'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '05:00'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '05:30'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '06:00'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '06:30'},\n", - " {'Population': '',\n", - " 'Sources': '',\n", - " 'States': '',\n", - " 'times': '07:00'}],\n", - " 'deaths': [{'Date of death': '01/03/2020',\n", - " 'Date reported': '01/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': '78 year old man - Sir Charles Gairdner '\n", - " 'Hospital - Diamond Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '03/03/2020',\n", - " 'Date reported': '04/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': '95 year old woman',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '08/03/2020',\n", - " 'Date reported': '08/03/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': '80 year old man - Dorothy Henderson Lodge',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '13/03/2020',\n", - " 'Date reported': '15/03/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': '77 year old woman, died in Sydney Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '14/03/2020',\n", - " 'Date reported': '15/03/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': '95 year old woman - Dorothy Henderson '\n", - " 'Lodge',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '17/03/2020',\n", - " 'Date reported': '18/03/2020',\n", - " 'Death No (in state)': '5',\n", - " 'Details': '86 year old man',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '19/03/2020',\n", - " 'Date reported': '20/03/2020',\n", - " 'Death No (in state)': '6',\n", - " 'Details': '81 year old woman',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '24/03/2020',\n", - " 'Date reported': '24/03/2020',\n", - " 'Death No (in state)': '7',\n", - " 'Details': 'Woman in 70s - Ruby Princess passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '25/03/2020',\n", - " 'Date reported': '25/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': '68 year old man from Towoomba - Darling '\n", - " 'Downs',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'QLD'},\n", - " {'Date of death': '26/03/2020',\n", - " 'Date reported': '26/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': 'Man in 70s - In a Melbourne hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '26/03/2020',\n", - " 'Date reported': '26/03/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': 'Man in 70s - In a Melbourne hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '26/03/2020',\n", - " 'Date reported': '26/03/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': 'Man in 70s - In a Melbourne hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '26/03/2020',\n", - " 'Date reported': '26/03/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': 'Man in 70s - Joondalup Health Campus - '\n", - " 'cruise ship passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '28/03/2020',\n", - " 'Date reported': '28/03/2020',\n", - " 'Death No (in state)': '8',\n", - " 'Details': 'Woman in 90s - Dorothy Henderson Lodge',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '29/03/2020',\n", - " 'Date reported': '29/03/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': 'Man in 80s - In a Melbourne hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '29/03/2020',\n", - " 'Date reported': '29/03/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': '75 year old woman - Caboolture Hospital - '\n", - " 'cruise passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'QLD'},\n", - " {'Date of death': '29/03/2020',\n", - " 'Date reported': '30/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': 'Woman in 80s - North West Regional '\n", - " 'Hospital - Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '30/03/2020',\n", - " 'Date reported': '30/03/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': 'Woman in 80s - Canberra Hospital - Ruby '\n", - " 'Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'ACT'},\n", - " {'Date of death': '30/03/2020',\n", - " 'Date reported': '31/03/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': 'Man in 80s - North West Regional Hospital '\n", - " '- Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '31/03/2020',\n", - " 'Date reported': '01/04/2020',\n", - " 'Death No (in state)': '9',\n", - " 'Details': 'Woman in 90s - Dorothy Henderson Lodge',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '01/04/2020',\n", - " 'Date reported': '02/04/2020',\n", - " 'Death No (in state)': '10',\n", - " 'Details': '67 year old woman - Orange Base Hospital - '\n", - " 'Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media alert/Daily Telegraph',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '01/04/2020',\n", - " 'Date reported': '02/04/2020',\n", - " 'Death No (in state)': '5',\n", - " 'Details': 'Woman in 70s',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '01/04/2020',\n", - " 'Date reported': '02/04/2020',\n", - " 'Death No (in state)': '6',\n", - " 'Details': 'Woman in 60s in a Melbourne hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'CMO tweet - '\n", - " 'https://twitter.com/VictorianCHO/status/1245568560983760896?ref_src=twsrc%5Etfw%7Ctwcamp%5Etweetembed&ref_url=https%3A%2F%2Fwww.abc.net.au%2Fnews%2F2020-04-02%2Fcoronavirus-death-toll-cases-rises-victoria%2F12112254',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '02/04/2020',\n", - " 'Date reported': '02/04/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': '85 year old man from Towoomba - cruise '\n", - " 'passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'QLD'},\n", - " {'Date of death': '02/04/2020',\n", - " 'Date reported': '03/04/2020',\n", - " 'Death No (in state)': '7',\n", - " 'Details': 'Man in 80s',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '03/04/2020',\n", - " 'Date reported': '03/04/2020',\n", - " 'Death No (in state)': '11',\n", - " 'Details': '75 year old man - Wollongong Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '03/04/2020',\n", - " 'Date reported': '03/04/2020',\n", - " 'Death No (in state)': '12',\n", - " 'Details': '74 year old woman - Albury Base Hospital '\n", - " '(overseas tranmission)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '03/04/2020',\n", - " 'Date reported': '03/04/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': 'Man in 60s - Joondalup Health Campus - '\n", - " 'Artania cruise ship passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '03/04/2020',\n", - " 'Date reported': '04/04/2020',\n", - " 'Death No (in state)': '8',\n", - " 'Details': 'Woman in 70s',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '04/04/2020',\n", - " 'Date reported': '04/04/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': 'Woman in 60s - Canberra Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'ACT'},\n", - " {'Date of death': '04/04/2020',\n", - " 'Date reported': '05/04/2020',\n", - " 'Death No (in state)': '13',\n", - " 'Details': '91 year old man - Port Macquarie Base '\n", - " 'Hospital - Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '04/04/2020',\n", - " 'Date reported': '05/04/2020',\n", - " 'Death No (in state)': '14',\n", - " 'Details': '80 year old man - Westmead Hospital - Ruby '\n", - " 'Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '04/04/2020',\n", - " 'Date reported': '05/04/2020',\n", - " 'Death No (in state)': '15',\n", - " 'Details': '76 year old man - Westmead Hospital - Ruby '\n", - " 'Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '04/04/2020',\n", - " 'Date reported': '05/04/2020',\n", - " 'Death No (in state)': '16',\n", - " 'Details': '61 year old man - Hornsby Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '05/04/2020',\n", - " 'Date reported': '05/04/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': '78 year old man - The Prince Charles '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'QLD'},\n", - " {'Date of death': '05/04/2020',\n", - " 'Date reported': '06/04/2020',\n", - " 'Death No (in state)': '17',\n", - " 'Details': '86 year old man - Liverpool Hospital - '\n", - " 'Opal Care Bankstown',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '05/04/2020',\n", - " 'Date reported': '06/04/2020',\n", - " 'Death No (in state)': '18',\n", - " 'Details': '85 year old man - Liverpool Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '05/04/2020',\n", - " 'Date reported': '06/04/2020',\n", - " 'Death No (in state)': '9',\n", - " 'Details': 'Man in 50s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '05/04/2020',\n", - " 'Date reported': '06/04/2020',\n", - " 'Death No (in state)': '10',\n", - " 'Details': 'Woman in 80s - at home',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '06/04/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': 'Man in 80s - Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '19',\n", - " 'Details': '90 year old man - Liverpool Hospital - '\n", - " 'Opal Care Bankstown',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '20',\n", - " 'Details': '90 year old man - Dorothy Henderson Lodge',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '21',\n", - " 'Details': '87 year old woman - Sutherland Hospital - '\n", - " 'Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '11',\n", - " 'Details': 'Woman in 80s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '06/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '1',\n", - " 'Details': '75 year old man - Royal Adelaide Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'SA'},\n", - " {'Date of death': '07/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '5',\n", - " 'Details': 'Man in 70s - Joondalup Health Campus - '\n", - " 'Artania cruise ship passenger',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '07/04/2020',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '6',\n", - " 'Details': 'Woman in 70s - Royal Perth Hospital - '\n", - " 'returned from overseas',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '',\n", - " 'Date reported': '07/04/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': 'Man in 80s - North West Regional Hospital '\n", - " '- Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '07/04/2020',\n", - " 'Date reported': '08/04/2020',\n", - " 'Death No (in state)': '12',\n", - " 'Details': 'Woman in 80s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '08/04/2020',\n", - " 'Date reported': '08/04/2020',\n", - " 'Death No (in state)': '2',\n", - " 'Details': '62 year old woman - Royal Adelaide '\n", - " 'Hospital - Ruby Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'SA'},\n", - " {'Date of death': '08/04/2020',\n", - " 'Date reported': '09/04/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': '76 year old man - Royal Adelaide Hospital '\n", - " '- contracted disease in Barboss Valley',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'SA'},\n", - " {'Date of death': '09/04/2020',\n", - " 'Date reported': '10/04/2020',\n", - " 'Death No (in state)': '22',\n", - " 'Details': '69 year old man - John Hunter Hospital, '\n", - " 'Newcastle',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '09/04/2020',\n", - " 'Date reported': '10/04/2020',\n", - " 'Death No (in state)': '13',\n", - " 'Details': 'Man in 80s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '09/04/2020',\n", - " 'Date reported': '10/04/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': 'Man in 70s - North West Regional Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '10/04/2020',\n", - " 'Date reported': '11/04/2020',\n", - " 'Death No (in state)': '23',\n", - " 'Details': '91 year old woman',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '10/04/2020',\n", - " 'Date reported': '11/04/2020',\n", - " 'Death No (in state)': '14',\n", - " 'Details': 'Man in 80s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '11/04/2020',\n", - " 'Date reported': '12/04/2020',\n", - " 'Death No (in state)': '24',\n", - " 'Details': '82 year old man',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '11/04/2020',\n", - " 'Date reported': '12/04/2020',\n", - " 'Death No (in state)': '5',\n", - " 'Details': 'Woman in 70s - North West Regional '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '11/04/2020',\n", - " 'Date reported': '12/04/2020',\n", - " 'Death No (in state)': '4',\n", - " 'Details': '74 year old man - Royal Adelaide - Ruby '\n", - " 'Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'SA'},\n", - " {'Date of death': '12/04/2020',\n", - " 'Date reported': '13/04/2020',\n", - " 'Death No (in state)': '25',\n", - " 'Details': '74 year old woman - John Hunter Hospital, '\n", - " 'Newcastle',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '12/04/2020',\n", - " 'Date reported': '13/04/2020',\n", - " 'Death No (in state)': '26',\n", - " 'Details': '79 year old man - Northern Beaches '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '13/04/2020',\n", - " 'Date reported': '14/04/2020',\n", - " 'Death No (in state)': '6',\n", - " 'Details': '91 year old woman - Mersey Community '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '15/04/2020',\n", - " 'Date reported': '15/04/2020',\n", - " 'Death No (in state)': '3',\n", - " 'Details': 'Woman in 60s - Canberra Hospital - Ruby '\n", - " 'Princess',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'ACT'},\n", - " {'Date of death': '16/04/2020',\n", - " 'Date reported': '17/04/2020',\n", - " 'Death No (in state)': '7',\n", - " 'Details': '72 year old man - Mersey Community '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '17/04/2020',\n", - " 'Date reported': '17/04/2020',\n", - " 'Death No (in state)': '7',\n", - " 'Details': 'Man in early 40s - Royal Perth Hospital - '\n", - " 'Artania cruise ship crew',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'WA'},\n", - " {'Date of death': '16/04/2020',\n", - " 'Date reported': '18/04/2020',\n", - " 'Death No (in state)': '27',\n", - " 'Details': '83 year old man - Royal Prince Alfred '\n", - " 'Hospital - Celebrity Eclipse - QLD '\n", - " 'resident',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '16/04/2020',\n", - " 'Date reported': '18/04/2020',\n", - " 'Death No (in state)': '28',\n", - " 'Details': '58 year old woman - Tamworth Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '17/04/2020',\n", - " 'Date reported': '18/04/2020',\n", - " 'Death No (in state)': '8',\n", - " 'Details': '74 year old man - Mersey Community '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier - press conference',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '18/04/2020',\n", - " 'Date reported': '19/04/2020',\n", - " 'Death No (in state)': '15',\n", - " 'Details': 'Man in 80s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Premier Sky News interview',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '19/04/2020',\n", - " 'Date reported': '19/04/2020',\n", - " 'Death No (in state)': '29',\n", - " 'Details': '93 year old man - Anglican Newmarch house',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '19/04/2020',\n", - " 'Date reported': '19/04/2020',\n", - " 'Death No (in state)': '30',\n", - " 'Details': '94 year old man - Anglican Newmarch house',\n", - " 'Name (if known)': '',\n", - " 'Source': 'AAP',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '21/04/2020',\n", - " 'Date reported': '21/04/2020',\n", - " 'Death No (in state)': '31',\n", - " 'Details': '92 year old woman - Anglican Newmarch '\n", - " 'house',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (nursing home)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '21/04/2020',\n", - " 'Date reported': '22/04/2020',\n", - " 'Death No (in state)': '32',\n", - " 'Details': '75 year old man - St George Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '21/04/2020',\n", - " 'Date reported': '22/04/2020',\n", - " 'Death No (in state)': '33',\n", - " 'Details': '80 year old woman - Gosford Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '22/04/2020',\n", - " 'Date reported': '23/04/2020',\n", - " 'Death No (in state)': '16',\n", - " 'Details': 'Man in 60s - in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '23/04/2020',\n", - " 'Date reported': '24/04/2020',\n", - " 'Death No (in state)': '34',\n", - " 'Details': '78-year-old woman - resident of Anglicare '\n", - " 'Newmarch House',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '23/04/2020',\n", - " 'Date reported': '24/04/2020',\n", - " 'Death No (in state)': '9',\n", - " 'Details': '79-year-old woman',\n", - " 'Name (if known)': '',\n", - " 'Source': '',\n", - " 'State': 'Tas'},\n", - " {'Date of death': '',\n", - " 'Date reported': '24/04/2020',\n", - " 'Death No (in state)': '8',\n", - " 'Details': 'Man in 70s being treated in hospital - '\n", - " 'reported to be a passenger on the Artania '\n", - " 'cruise ship',\n", - " 'Name (if known)': '',\n", - " 'Source': '',\n", - " 'State': 'WA'},\n", - " {'Date of death': '24/04/2020',\n", - " 'Date reported': '24/04/2020',\n", - " 'Death No (in state)': '35',\n", - " 'Details': 'Resident of Anglicare Newmarch House - A '\n", - " '96-year-old woman who had tested positive '\n", - " 'for Covid-19 has died at Newmarch House in '\n", - " 'western Sydney',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '',\n", - " 'Date reported': '25/04/2020',\n", - " 'Death No (in state)': '10',\n", - " 'Details': '90-year-old man died at Tasmania’s Mersey '\n", - " 'Community hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': '',\n", - " 'State': 'Tas'},\n", - " {'Date of death': '25/04/2020',\n", - " 'Date reported': '25/04/2020',\n", - " 'Death No (in state)': '36',\n", - " 'Details': '82-year-old man has become the sixth '\n", - " 'person to die at Sydney aged care home '\n", - " 'Newmarch House',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '25/04/2020',\n", - " 'Date reported': '26/04/2020',\n", - " 'Death No (in state)': '17',\n", - " 'Details': 'Man in 90s - died in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '',\n", - " 'Date reported': '26/04/2020',\n", - " 'Death No (in state)': '11',\n", - " 'Details': '90 year old man - Mersey Community '\n", - " 'Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '27/04/2020',\n", - " 'Date reported': '28/04/2020',\n", - " 'Death No (in state)': '37',\n", - " 'Details': 'Man - Newmarch House (7th death at '\n", - " 'Newmarch)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '28/04/2020',\n", - " 'Date reported': '28/04/2020',\n", - " 'Death No (in state)': '38',\n", - " 'Details': '91 year old female Anglicare Sydney '\n", - " 'resident, Newmarch house (8th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '28/04/2020',\n", - " 'Date reported': '28/04/2020',\n", - " 'Death No (in state)': '39',\n", - " 'Details': '93 year old male Anglicare Sydney '\n", - " 'resident, Newmarch house (9th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '28/04/2020',\n", - " 'Date reported': '28/04/2020',\n", - " 'Death No (in state)': '40',\n", - " 'Details': '90 year old female Anglicare Sydney '\n", - " 'resident, Newmarch house (10th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '28/04/2020',\n", - " 'Date reported': '28/04/2020',\n", - " 'Death No (in state)': '41',\n", - " 'Details': '89 year old female Anglicare Sydney '\n", - " 'resident, Newmarch House (11th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '28/04/2020',\n", - " 'Date reported': '29/04/2020',\n", - " 'Death No (in state)': '18',\n", - " 'Details': 'Woman in her 80s who was in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'Media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '29/04/2020',\n", - " 'Date reported': '29/04/2020',\n", - " 'Death No (in state)': '42',\n", - " 'Details': '77 year old male Anglicare Sydney '\n", - " 'resident, Newmarch house (12th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '30/04/2020',\n", - " 'Date reported': '',\n", - " 'Death No (in state)': '',\n", - " 'Details': '???',\n", - " 'Name (if known)': '',\n", - " 'Source': '',\n", - " 'State': 'TAS'},\n", - " {'Date of death': '30/04/2020',\n", - " 'Date reported': '01/05/2020',\n", - " 'Death No (in state)': '43',\n", - " 'Details': '74-year-old male resident of Anglicare '\n", - " 'Newmarch House (13th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '02/05/2020',\n", - " 'Date reported': '03/05/2020',\n", - " 'Death No (in state)': '44',\n", - " 'Details': '76 year old woman - Resident of Anglicare '\n", - " 'Newmarch House (14th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '30/04/2020',\n", - " 'Date reported': '03/05/2020',\n", - " 'Death No (in state)': '9',\n", - " 'Details': '83 year old woman - admitted to hospital '\n", - " 'mid-April',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'WA'},\n", - " {'Date of death': '',\n", - " 'Date reported': '04/05/2020',\n", - " 'Death No (in state)': '45',\n", - " 'Details': 'male resident of Anglicare Newmarch House '\n", - " '(15th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '05/05/2020',\n", - " 'Date reported': '05/05/2020',\n", - " 'Death No (in state)': '46',\n", - " 'Details': '88-year-old female resident of Newmarch '\n", - " 'House (16th death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '08/05/2020',\n", - " 'Date reported': '09/05/2020',\n", - " 'Death No (in state)': 'N/A',\n", - " 'Details': '92-year-old female resident of Newmarch '\n", - " 'House (17th death) - UPDATE BELIEVED TO '\n", - " 'HAVE DIED AFTER RECOVERING FROM COVID-19, '\n", - " 'excluded from NSW reports',\n", - " 'Name (if known)': 'Fay Rendoth',\n", - " 'Source': 'press conference',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '10/05/2020',\n", - " 'Date reported': '11/05/2020',\n", - " 'Death No (in state)': 'N/A',\n", - " 'Details': 'resident of Anglicare Newmarch House (17th '\n", - " 'death) Likely to have died after '\n", - " 'recovering from Covid-19, not counted',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '12/05/2020',\n", - " 'Date reported': '13/05/2020',\n", - " 'Death No (in state)': '47',\n", - " 'Details': '81 year old woman - passenger on Ruby '\n", - " 'Princess - 9th NSW Ruby Princess death',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '17/05/2020',\n", - " 'Date reported': '18/05/2020',\n", - " 'Death No (in state)': '48',\n", - " 'Details': 'Man in 60s - passed away Concord Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '19/05/2020',\n", - " 'Date reported': '19/05/2020',\n", - " 'Death No (in state)': '49',\n", - " 'Details': '93 year old woman - Newmarch House (17th '\n", - " 'official death)',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release (Anglicare)',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '21/05/2020',\n", - " 'Date reported': '22/05/2020',\n", - " 'Death No (in state)': '50',\n", - " 'Details': '80 year old woman - Concord Hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '23/05/2020',\n", - " 'Date reported': '23/05/2020',\n", - " 'Death No (in state)': '19',\n", - " 'Details': 'Man in 60s - died in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '23/06/2020',\n", - " 'Date reported': '24/06/2020',\n", - " 'Death No (in state)': '20',\n", - " 'Details': 'Man in his 80s - died in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '27/04/2020',\n", - " 'Date reported': '25/06/2020',\n", - " 'Death No (in state)': '51',\n", - " 'Details': 'April 27 death of 85-year-old man has been '\n", - " 'reclassified as COVID-19 related. Resident '\n", - " 'of Opal Aged Care, Bankstown',\n", - " 'Name (if known)': '',\n", - " 'Source': 'media release',\n", - " 'State': 'NSW'},\n", - " {'Date of death': '05/07/2020',\n", - " 'Date reported': '06/07/2020',\n", - " 'Death No (in state)': '21',\n", - " 'Details': 'Man in his 90s. Died in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'VIC'},\n", - " {'Date of death': '06/07/2020',\n", - " 'Date reported': '06/07/2020',\n", - " 'Death No (in state)': '22',\n", - " 'Details': 'Man in 60s passed away in hospital',\n", - " 'Name (if known)': '',\n", - " 'Source': 'press conference',\n", - " 'State': 'VIC'}],\n", - " 'latest totals': [{'Active cases': '395',\n", - " 'Confirmed cases (cumulative)': '3244',\n", - " 'Current ICU': '1',\n", - " 'Current hospitalisation': '67',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '51',\n", - " 'Last updated': '2020-07-06',\n", - " 'Long name': 'New South Wales',\n", - " 'Percent positive': '0.34',\n", - " 'Recovered': '2798',\n", - " 'State or territory': 'NSW',\n", - " 'Tests conducted': '963733',\n", - " 'Tests per million': '118716'},\n", - " {'Active cases': '774',\n", - " 'Confirmed cases (cumulative)': '2824',\n", - " 'Current ICU': '9',\n", - " 'Current hospitalisation': '35',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '22',\n", - " 'Last updated': '2020-07-07',\n", - " 'Long name': 'Victoria',\n", - " 'Percent positive': '0.29',\n", - " 'Recovered': '2028',\n", - " 'State or territory': 'VIC',\n", - " 'Tests conducted': '979000',\n", - " 'Tests per million': '147664'},\n", - " {'Active cases': '1063',\n", - " 'Confirmed cases (cumulative)': '1067',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '4',\n", - " 'Last updated': '2020-07-04',\n", - " 'Long name': 'Queensland',\n", - " 'Percent positive': '0.28',\n", - " 'Recovered': '0',\n", - " 'State or territory': 'QLD',\n", - " 'Tests conducted': '386727',\n", - " 'Tests per million': '75599'},\n", - " {'Active cases': '3',\n", - " 'Confirmed cases (cumulative)': '443',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '4',\n", - " 'Last updated': '2020-07-06',\n", - " 'Long name': 'South Australia',\n", - " 'Percent positive': '0.27',\n", - " 'Recovered': '436',\n", - " 'State or territory': 'SA',\n", - " 'Tests conducted': '161999',\n", - " 'Tests per million': '92228'},\n", - " {'Active cases': '0',\n", - " 'Confirmed cases (cumulative)': '108',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '3',\n", - " 'Last updated': '2020-07-04',\n", - " 'Long name': 'Australian Capital Territory',\n", - " 'Percent positive': '0.34',\n", - " 'Recovered': '105',\n", - " 'State or territory': 'ACT',\n", - " 'Tests conducted': '31908',\n", - " 'Tests per million': '74534'},\n", - " {'Active cases': '0',\n", - " 'Confirmed cases (cumulative)': '31',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '',\n", - " 'Last updated': '2020-07-04',\n", - " 'Long name': 'Northern Territory',\n", - " 'Percent positive': '0.22',\n", - " 'Recovered': '30',\n", - " 'State or territory': 'NT',\n", - " 'Tests conducted': '13959',\n", - " 'Tests per million': '56836'},\n", - " {'Active cases': '2',\n", - " 'Confirmed cases (cumulative)': '228',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '13',\n", - " 'Last updated': '2020-06-23',\n", - " 'Long name': 'Tasmania',\n", - " 'Percent positive': '0.50',\n", - " 'Recovered': '213',\n", - " 'State or territory': 'TAS',\n", - " 'Tests conducted': '45440',\n", - " 'Tests per million': '84855'},\n", - " {'Active cases': '21',\n", - " 'Confirmed cases (cumulative)': '621',\n", - " 'Current ICU': '0',\n", - " 'Current hospitalisation': '0',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '9',\n", - " 'Last updated': '2020-07-06',\n", - " 'Long name': 'Western Australia',\n", - " 'Percent positive': '0.32',\n", - " 'Recovered': '600',\n", - " 'State or territory': 'WA',\n", - " 'Tests conducted': '196108',\n", - " 'Tests per million': '74549'},\n", - " {'Active cases': '2250',\n", - " 'Confirmed cases (cumulative)': '8566',\n", - " 'Current ICU': '10',\n", - " 'Current hospitalisation': '102',\n", - " 'Current ventilator use': '0',\n", - " 'Deaths': '106',\n", - " 'Last updated': '2020-07-07',\n", - " 'Long name': 'National',\n", - " 'Percent positive': '0.31',\n", - " 'Recovered': '6210',\n", - " 'State or territory': 'National',\n", - " 'Tests conducted': '2778874',\n", - " 'Tests per million': '109129'}],\n", - " 'locations': [{'areas': 'LGA',\n", - " 'json_feed': 'https://interactive.guim.co.uk/covidfeeds/nsw.json',\n", - " 'notes': 'scrape of LGA html page',\n", - " 'state': 'NSW'},\n", - " {'areas': 'LGA',\n", - " 'json_feed': 'https://interactive.guim.co.uk/covidfeeds/victoria.json',\n", - " 'notes': 'scrape of power bi dashboard',\n", - " 'state': 'VIC'},\n", - " {'areas': 'hospital and health areas',\n", - " 'json_feed': 'https://interactive.guim.co.uk/covidfeeds/queensland.json',\n", - " 'notes': 'scrape of LGA html page',\n", - " 'state': 'QLD'},\n", - " {'areas': 'LGA',\n", - " 'json_feed': 'https://interactive.guim.co.uk/covidfeeds/wa.json',\n", - " 'notes': 'scrape of ArcGIS feature API',\n", - " 'state': 'WA'}],\n", - " 'sources': [{'daily update': 'https://preview.nsw.gov.au/covid-19/find-facts-about-covid-19',\n", - " 'dashboard': '',\n", - " 'email': 'media@health.nsw.gov.au',\n", - " 'media releases': 'https://www.health.nsw.gov.au/news/Pages/2020-nsw-health.aspx',\n", - " 'state': 'NSW'},\n", - " {'daily update': 'https://www.dhhs.vic.gov.au/coronavirus-covid-19-daily-update',\n", - " 'dashboard': '',\n", - " 'email': 'press@dhhs.vic.gov.au',\n", - " 'media releases': 'https://www.dhhs.vic.gov.au/coronavirus',\n", - " 'state': 'VIC'},\n", - " {'daily update': 'https://www.qld.gov.au/health/conditions/health-alerts/coronavirus-covid-19/current-status/current-status-and-contact-tracing-alerts',\n", - " 'dashboard': '',\n", - " 'email': 'news@health.qld.gov.au',\n", - 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" 'Time': '11:00',\n", - " 'Update Source': 'NSW Health',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '',\n", - " 'Cumulative deaths': '5',\n", - " 'Date': '17/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'NSW Health media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '0',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': 'Sets the case count for NT to zero as it is '\n", - " 'now counted in NSW',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'health.gov.au',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '08:03',\n", - " 'Update Source': 'ACT health email',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'ACT Health',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '10',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'website',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '35',\n", - " 'Cumulative deaths': '1',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '7039',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'website',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '37',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '94',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '121',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': 'Actual testing figures quote is approximate '\n", - " \"- 'More than 15,200 tested to date'\",\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '15200',\n", - " 'Time': '13:45',\n", - " 'Update Source': 'Victoria DHHS',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '267',\n", - " 'Cumulative deaths': '5',\n", - " 'Date': '18/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '33387',\n", - " 'Tests conducted (total)': '35800',\n", - " 'Time': '11:00',\n", - " 'Update Source': 'NSW Health',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '4',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '1853',\n", - " 'Tests conducted (total)': '1857',\n", - " 'Time': '14:19',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '10',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '707',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '42',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '15000',\n", - " 'Time': '17:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '52',\n", - " 'Cumulative deaths': '1',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '7956',\n", - " 'Tests conducted (total)': '8008',\n", - " 'Time': '18:10',\n", - " 'Update Source': 'website',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '144',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '27064',\n", - " 'Time': '',\n", - " 'Update Source': 'website',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '150',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '17180',\n", - " 'Time': '14:46',\n", - " 'Update Source': 'Victoria DHHS',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '307',\n", - " 'Cumulative deaths': '6',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': 'press conference update, will add more '\n", - " 'detail shortly',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '39089',\n", - " 'Time': '12:30',\n", - " 'Update Source': 'NSW Health media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '353',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '19/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '2',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '14:00',\n", - " 'Update Source': 'health.gov.au',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '6',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '2056',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '15:38',\n", - " 'Update Source': 'ACT health email',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '50',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '16717',\n", - " 'Time': '19:15',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '64',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '8539',\n", - " 'Tests conducted (total)': '8603',\n", - " 'Time': '',\n", - " 'Update Source': '',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '178',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '19337',\n", - " 'Time': '17:32',\n", - " 'Update Source': 'Victoria DHHS email',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '184',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:24',\n", - " 'Update Source': 'QLD Health email',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '382',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '6',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '40298',\n", - " 'Tests conducted (total)': '40651',\n", - " 'Time': '',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '436',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '20/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '46892',\n", - " 'Time': '13:28',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '5',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'Media release ',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '9',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '2212',\n", - " 'Tests conducted (total)': '2221',\n", - " 'Time': '11:19',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '16',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '12',\n", - " 'Update Source': 'DHHS Tasmania',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '57',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '20:12',\n", - " 'Update Source': 'Media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '90',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '9130',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17.35',\n", - " 'Update Source': 'Health WA',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '221',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '221',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '12:05',\n", - " 'Update Source': 'Media release ',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '229',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '20500',\n", - " 'Time': '14.25',\n", - " 'Update Source': 'Victoria DHHS',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '533',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '21/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '52130',\n", - " 'Tests conducted (total)': '52633',\n", - " 'Time': '13:00',\n", - " 'Update Source': 'Media release ',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '19',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '22/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '2395',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:20',\n", - " 'Update Source': 'Media release ',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '22',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '22/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - 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" 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '12:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '66',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '77',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '6',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '4230',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '12:15',\n", - " 'Update Source': '',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '299',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '6',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '26000',\n", - " 'Time': '16:50',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '311',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '13337',\n", - " 'Tests conducted (total)': '13648',\n", - " 'Time': '18:56',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '656',\n", - " 'Cumulative deaths': '2',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '11:30',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '769',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '26',\n", - " 'Intensive care (count)': '4',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '39000',\n", - " 'Time': '13:07',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '1918',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '26',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '94534',\n", - " 'Tests conducted (total)': '96452',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'national summary/media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '78',\n", - " 'Cumulative deaths': '1',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '6',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '4363',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:45',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '305',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '26000',\n", - " 'Time': '20:15',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '355',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '13833',\n", - " 'Tests conducted (total)': '14188',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '689',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '16:57',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '821',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '08:40',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '821',\n", - " 'Cumulative deaths': '4',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '29',\n", - " 'Intensive care (count)': '4',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '248',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '42000',\n", - " 'Time': '13:53',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '2032',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '164',\n", - " 'Intensive care (count)': '35',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '97919',\n", - " 'Tests conducted (total)': '99951',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary/press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '',\n", - " 'Cumulative deaths': '1',\n", - " 'Date': '30/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '06:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '16',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '68',\n", - " 'Cumulative deaths': '2',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '80',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '6',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:45',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '337',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '364',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '743',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '65',\n", - " 'Intensive care (count)': '7',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '11:15',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '917',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '29',\n", - " 'Intensive care (count)': '4',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '291',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '45000',\n", - " 'Time': '14:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '2182',\n", - " 'Cumulative deaths': '9',\n", - " 'Date': '31/03/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '42',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '103361',\n", - " 'Tests conducted (total)': '105543',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '18',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '15:00',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '71',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '84',\n", - " 'Cumulative deaths': '1',\n", - " 'Date': '01/04/2020',\n", - " 'Hospitalisations (count)': '9',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': 'One previously reported case was deemed not '\n", - " 'to have had covid-19 and was removed',\n", - 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" 'Time': '15:45',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '431',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '13/04/2020',\n", - " 'Hospitalisations (count)': '13',\n", - " 'Intensive care (count)': '6',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '37000',\n", - " 'Time': '15:45',\n", - " 'Update Source': 'press conference',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '150',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '13/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '18:00',\n", - " 'Update Source': 'press release',\n", - " 'Ventilator usage (count)': ''},\n", - 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" 'Date': '14/04/2020',\n", - " 'Hospitalisations (count)': '40',\n", - " 'Intensive care (count)': '15',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '1118',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '71000',\n", - " 'Time': '08:30',\n", - " 'Update Source': 'press conference/pm&o',\n", - " 'Ventilator usage (count)': '12'},\n", - " {'Cumulative case count': '998',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '14/04/2020',\n", - " 'Hospitalisations (count)': '24',\n", - " 'Intensive care (count)': '11',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '442',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '74013',\n", - " 'Time': '09:50',\n", - " 'Update Source': 'press conference/pm&o',\n", - " 'Ventilator usage (count)': '11'},\n", - " {'Cumulative case count': '103',\n", - " 'Cumulative deaths': '2',\n", - " 'Date': '14/04/2020',\n", - " 'Hospitalisations (count)': '3',\n", - 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" 'Date': '26/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'press release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '549',\n", - " 'Cumulative deaths': '8',\n", - " 'Date': '27/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '486',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '34842',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'daily snapshot',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3009',\n", - " 'Cumulative deaths': '37',\n", - " 'Date': '27/04/2020',\n", - " 'Hospitalisations (count)': '142',\n", - " 'Intensive care (count)': '19',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2243',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '204236',\n", - " 'Tests conducted (total)': '207245',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'press release',\n", - " 'Ventilator usage (count)': '15'},\n", - " {'Cumulative case count': '',\n", - " 'Cumulative deaths': '37',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'national summary/press release '\n", - " '(Anglicare)',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '28',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '23',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '4245',\n", - " 'Time': '06:00',\n", - " 'Update Source': 'https://coronavirus.nt.gov.au/current-status',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '214',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '08:30',\n", - " 'Update Source': 'national summary/press release '\n", - " '(Anglicare)',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '1351',\n", - " 'Cumulative deaths': '17',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '23',\n", - " 'Intensive care (count)': '11',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '1279',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '12:39',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '106',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '101',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '8242',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:30',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '550',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '495',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '35155',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '16:20',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '217',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:30',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '438',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:30',\n", - " 'Update Source': 'national summary',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '',\n", - " 'Cumulative deaths': '41',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:30',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3016',\n", - " 'Cumulative deaths': '41',\n", - " 'Date': '28/04/2020',\n", - " 'Hospitalisations (count)': '136',\n", - " 'Intensive care (count)': '17',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2266',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '209643',\n", - " 'Tests conducted (total)': '212659',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '14'},\n", - " {'Cumulative case count': '1354',\n", - " 'Cumulative deaths': '18',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '18',\n", - " 'Intensive care (count)': '9',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '1287',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '111000',\n", - " 'Time': '10:00',\n", - " 'Update Source': 'press conference/media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '1033',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '12',\n", - " 'Intensive care (count)': '6',\n", - " 'Notes': 'adjusted downwards by one case due to '\n", - " 're-assessment',\n", - " 'Recovered (cumulative)': '934',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '104950',\n", - " 'Time': '11:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '28',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '25',\n", - " 'State': 'NT',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '4338',\n", - " 'Time': '11:00',\n", - " 'Update Source': 'https://coronavirus.nt.gov.au/current-status',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '106',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '101',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '8336',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '',\n", - " 'Cumulative deaths': '42',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '16:15',\n", - " 'Update Source': 'anglicare press release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '220',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:00',\n", - " 'Update Source': 'pm&o',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '438',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:00',\n", - " 'Update Source': 'pm&o',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '551',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '500',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '35980',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '17:50',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3016',\n", - " 'Cumulative deaths': '42',\n", - " 'Date': '29/04/2020',\n", - " 'Hospitalisations (count)': '117',\n", - " 'Intensive care (count)': '15',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2284',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '217030',\n", - " 'Tests conducted (total)': '220046',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '13'},\n", - " {'Cumulative case count': '1361',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '18',\n", - " 'Intensive care (count)': '9',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '1291',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '115100',\n", - " 'Time': '10:10',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '106',\n", - " 'Cumulative deaths': '3',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '0',\n", - " 'Intensive care (count)': '0',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '103',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '8546',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:40',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '0'},\n", - " {'Cumulative case count': '551',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '13',\n", - " 'Intensive care (count)': '3',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '507',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '37251',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '16:27',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '1033',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '943',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '108137',\n", - " 'Time': '17:17',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '221',\n", - " 'Cumulative deaths': '13',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'AAP/National figures',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3025',\n", - " 'Cumulative deaths': '43',\n", - " 'Date': '30/04/2020',\n", - " 'Hospitalisations (count)': '108',\n", - " 'Intensive care (count)': '14',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2293',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '224059',\n", - " 'Tests conducted (total)': '227084',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '12'},\n", - " {'Cumulative case count': '1364',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '16',\n", - " 'Intensive care (count)': '7',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '1293',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '123500',\n", - " 'Time': '12:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '106',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '103',\n", - " 'State': 'ACT',\n", - " 'Tests conducted (negative)': '8875',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '13:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '1033',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '11',\n", - " 'Intensive care (count)': '4',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '948',\n", - " 'State': 'QLD',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '111017',\n", - " 'Time': '14:45',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '551',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '511',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '41241',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '21:30',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '438',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'National figures',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '223',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '',\n", - " 'State': 'TAS',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '',\n", - " 'Time': '',\n", - " 'Update Source': 'National figures',\n", - " 'Ventilator usage (count)': ''},\n", - " {'Cumulative case count': '3031',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '01/05/2020',\n", - " 'Hospitalisations (count)': '',\n", - " 'Intensive care (count)': '',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2300',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '232863',\n", - " 'Tests conducted (total)': '235894',\n", - 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" {'Cumulative case count': '443',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '06/07/2020',\n", - " 'Hospitalisations (count)': '0',\n", - " 'Intensive care (count)': '0',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '436',\n", - " 'State': 'SA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '161999',\n", - " 'Time': '16:30',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '0'},\n", - " {'Cumulative case count': '621',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '06/07/2020',\n", - " 'Hospitalisations (count)': '0',\n", - " 'Intensive care (count)': '0',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '600',\n", - " 'State': 'WA',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '196108',\n", - " 'Time': '17:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '0'},\n", - " {'Cumulative case count': '3244',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '06/07/2020',\n", - " 'Hospitalisations (count)': '67',\n", - " 'Intensive care (count)': '1',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2798',\n", - " 'State': 'NSW',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '963733',\n", - " 'Time': '20:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '0'},\n", - " {'Cumulative case count': '2824',\n", - " 'Cumulative deaths': '',\n", - " 'Date': '07/07/2020',\n", - " 'Hospitalisations (count)': '35',\n", - " 'Intensive care (count)': '9',\n", - " 'Notes': '',\n", - " 'Recovered (cumulative)': '2028',\n", - " 'State': 'VIC',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '979000',\n", - " 'Time': '13:00',\n", - " 'Update Source': 'media release',\n", - " 'Ventilator usage (count)': '0'}]}}\n" - ] - } - ], + "outputs": [], "source": [ "au_covid_url = \"https://interactive.guim.co.uk/docsdata/1q5gdePANXci8enuiS4oHUJxcxC13d6bjMRSicakychE.json\"\n", "au_covid_data = requests.get(au_covid_url).json()\n", @@ -17728,73 +2239,28 @@ ] }, { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['sheets'])" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "au_covid_data.keys()" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['updates', 'deaths', 'latest totals', 'locations', 'sources', 'about', 'data validation'])" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "au_covid_data['sheets'].keys()" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'State': 'VIC',\n", - " 'Date': '07/07/2020',\n", - " 'Time': '13:00',\n", - " 'Cumulative case count': '2824',\n", - " 'Cumulative deaths': '',\n", - " 'Tests conducted (negative)': '',\n", - " 'Tests conducted (total)': '979000',\n", - " 'Hospitalisations (count)': '35',\n", - " 'Intensive care (count)': '9',\n", - " 'Ventilator usage (count)': '0',\n", - " 'Recovered (cumulative)': '2028',\n", - " 'Update Source': 'media release',\n", - " 'Notes': ''}" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "covid_by_state = au_covid_data['sheets']['updates']\n", "covid_by_state[-1]" @@ -17802,7 +2268,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -17820,90 +2286,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " State Date Cumulative case count Cumulative recovered count\n", - "0 SA 23/01/2020 0 \n", - "1 VIC 25/01/2020 1 \n", - "2 NSW 25/01/2020 3 \n", - "3 NSW 27/01/2020 4 \n", - "4 QLD 28/01/2020 0 " - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "clean_au_covid = pd.DataFrame({\n", " \"State\": state_list,\n", @@ -17916,34 +2301,16 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 870 entries, 0 to 869\n", - "Data columns (total 4 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 State 870 non-null object\n", - " 1 Date 870 non-null object\n", - " 2 Cumulative case count 870 non-null object\n", - " 3 Cumulative recovered count 870 non-null object\n", - "dtypes: object(4)\n", - "memory usage: 27.3+ KB\n" - ] - } - ], + "outputs": [], "source": [ "clean_au_covid.info()" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -17953,7 +2320,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -17963,7 +2330,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -17974,34 +2341,16 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 870 entries, 0 to 869\n", - "Data columns (total 4 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 State 870 non-null object \n", - " 1 Date 870 non-null datetime64[ns]\n", - " 2 Cumulative case count 841 non-null float64 \n", - " 3 Cumulative recovered count 434 non-null float64 \n", - "dtypes: datetime64[ns](1), float64(2), object(1)\n", - "memory usage: 27.3+ KB\n" - ] - } - ], + "outputs": [], "source": [ "clean_au_covid.info()" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18010,34 +2359,16 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 870 entries, 0 to 869\n", - "Data columns (total 4 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 State 870 non-null object \n", - " 1 Date 870 non-null datetime64[ns]\n", - " 2 Cumulative case count 870 non-null float64 \n", - " 3 Cumulative recovered count 870 non-null float64 \n", - "dtypes: datetime64[ns](1), float64(2), object(1)\n", - "memory usage: 27.3+ KB\n" - ] - } - ], + "outputs": [], "source": [ "clean_au_covid.info()" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18047,257 +2378,27 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 870 entries, 0 to 869\n", - "Data columns (total 4 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 State 870 non-null object \n", - " 1 Date 870 non-null datetime64[ns]\n", - " 2 Cumulative case count 870 non-null int32 \n", - " 3 Cumulative recovered count 870 non-null int32 \n", - "dtypes: datetime64[ns](1), int32(2), object(1)\n", - "memory usage: 20.5+ KB\n" - ] - } - ], + "outputs": [], "source": [ "clean_au_covid.info()" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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StateDateCumulative case countCumulative recovered count
850NT2020-07-023029
851VIC2020-07-0223031866
852NSW2020-07-0232112789
853VIC2020-07-0323681904
854WA2020-07-03611598
855NSW2020-07-0332162788
856WA2020-07-04612598
857QLD2020-07-0410670
858ACT2020-07-04108105
859NT2020-07-043130
860VIC2020-07-0424691938
861NSW2020-07-0432302799
862WA2020-07-05618600
863VIC2020-07-0525361971
864NSW2020-07-0532402799
865VIC2020-07-0626601992
866SA2020-07-06443436
867WA2020-07-06621600
868NSW2020-07-0632442798
869VIC2020-07-0728242028
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" - ], - "text/plain": [ - " State Date Cumulative case count Cumulative recovered count\n", - "850 NT 2020-07-02 30 29\n", - "851 VIC 2020-07-02 2303 1866\n", - "852 NSW 2020-07-02 3211 2789\n", - "853 VIC 2020-07-03 2368 1904\n", - "854 WA 2020-07-03 611 598\n", - "855 NSW 2020-07-03 3216 2788\n", - "856 WA 2020-07-04 612 598\n", - "857 QLD 2020-07-04 1067 0\n", - "858 ACT 2020-07-04 108 105\n", - "859 NT 2020-07-04 31 30\n", - "860 VIC 2020-07-04 2469 1938\n", - "861 NSW 2020-07-04 3230 2799\n", - "862 WA 2020-07-05 618 600\n", - "863 VIC 2020-07-05 2536 1971\n", - "864 NSW 2020-07-05 3240 2799\n", - "865 VIC 2020-07-06 2660 1992\n", - "866 SA 2020-07-06 443 436\n", - "867 WA 2020-07-06 621 600\n", - "868 NSW 2020-07-06 3244 2798\n", - "869 VIC 2020-07-07 2824 2028" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "clean_au_covid.tail(20)" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2020-01-23 00:00:00')" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Find the earliest date the covid dataset covers:\n", "clean_au_covid[\"Date\"].min()" @@ -18305,20 +2406,9 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2020-07-07 00:00:00')" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Find the latrest date the covid dataset covers:\n", "clean_au_covid[\"Date\"].max()" @@ -18326,7 +2416,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18335,7 +2425,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18344,20 +2434,9 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2020-07-05 00:00:00')" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "final_au_covid[\"Date\"].max()" ]