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jbwhit/2020-11-01-jbw-covid.ipynb

Created November 8, 2020 22:24
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2020-11-01-jbw-covid.ipynb
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{
"data": {
"application/javascript": [
"\n",
" require(['notebook/js/codecell'], function(codecell) {\n",
" // https://github.com/jupyter/notebook/issues/2453\n",
" codecell.CodeCell.options_default.highlight_modes['magic_text/x-sql'] = {'reg':[/^%read_sql/, /.*=\\s*%read_sql/,\n",
" /^%%read_sql/]};\n",
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" });\n",
" });\n",
" "
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"metadata": {},
"output_type": "display_data"
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"source": [
"%load_ext sql_magic\n",
"%load_ext autoreload\n",
"%autoreload 1\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import os\n",
"import time\n",
"import json\n",
"import re\n",
"import requests\n",
"import datetime\n",
"import numpy as np\n",
"import sys\n",
"import pandas as pd\n",
"from scipy.stats import norm\n",
"import ipywidgets as widgets\n",
"import sqlalchemy\n",
"import hashlib\n",
"import warnings\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import FuncFormatter\n",
"from pandas.plotting import register_matplotlib_converters\n",
"\n",
"register_matplotlib_converters()\n",
"from IPython.display import display, Markdown\n",
"import seaborn as sns\n",
"\n",
"sns.set()\n",
"sns.set_context(\"poster\", font_scale=1.3)\n",
"plt.rcParams[\"figure.figsize\"] = 10, 6\n",
"pd.options.display.max_columns = None\n",
"pd.options.display.max_rows = None\n",
"pd.options.display.precision = 2\n",
"warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",
"\n"
]
},
{
"cell_type": "code",
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"end_time": "2020-11-08T22:14:59.296911Z",
"start_time": "2020-11-08T22:14:59.274752Z"
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},
"outputs": [],
"source": [
"URL = \"https://covid.ourworldindata.org/data/owid-covid-data.csv\"\n",
"today = pd.Timestamp('now').strftime(\"%Y-%m-%d\")"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:15:13.905263Z",
"start_time": "2020-11-08T22:15:02.342626Z"
}
},
"outputs": [],
"source": [
"df = pd.read_csv(URL)"
]
},
{
"cell_type": "code",
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"text/plain": [
" iso_code continent location date total_cases new_cases \\\n",
"55455 NaN NaN International 2020-11-04 696.0 NaN \n",
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"55457 NaN NaN International 2020-11-06 696.0 NaN \n",
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"55459 NaN NaN International 2020-11-08 696.0 NaN \n",
"\n",
" new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n",
"55455 NaN 7.0 NaN NaN \n",
"55456 NaN 7.0 NaN NaN \n",
"55457 NaN 7.0 NaN NaN \n",
"55458 NaN 7.0 NaN NaN \n",
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" total_cases_per_million new_cases_per_million \\\n",
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" new_cases_smoothed_per_million total_deaths_per_million \\\n",
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"55458 NaN NaN \n",
"55459 NaN NaN \n",
"\n",
" new_deaths_per_million new_deaths_smoothed_per_million icu_patients \\\n",
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"55458 NaN NaN NaN \n",
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"\n",
" icu_patients_per_million hosp_patients hosp_patients_per_million \\\n",
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"55457 NaN NaN NaN \n",
"55458 NaN NaN NaN \n",
"55459 NaN NaN NaN \n",
"\n",
" weekly_icu_admissions weekly_icu_admissions_per_million \\\n",
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" weekly_hosp_admissions weekly_hosp_admissions_per_million \\\n",
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"\n",
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"\n",
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"\n",
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"\n",
" female_smokers male_smokers handwashing_facilities \\\n",
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"\n",
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"source": [
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},
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" <th>new_tests_per_thousand</th>\n",
" <th>new_tests_smoothed</th>\n",
" <th>new_tests_smoothed_per_thousand</th>\n",
" <th>tests_per_case</th>\n",
" <th>positive_rate</th>\n",
" <th>tests_units</th>\n",
" <th>stringency_index</th>\n",
" <th>population</th>\n",
" <th>population_density</th>\n",
" <th>median_age</th>\n",
" <th>aged_65_older</th>\n",
" <th>aged_70_older</th>\n",
" <th>gdp_per_capita</th>\n",
" <th>extreme_poverty</th>\n",
" <th>cardiovasc_death_rate</th>\n",
" <th>diabetes_prevalence</th>\n",
" <th>female_smokers</th>\n",
" <th>male_smokers</th>\n",
" <th>handwashing_facilities</th>\n",
" <th>hospital_beds_per_thousand</th>\n",
" <th>life_expectancy</th>\n",
" <th>human_development_index</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>AFG</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>2019-12-31</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.89e+07</td>\n",
" <td>54.42</td>\n",
" <td>18.6</td>\n",
" <td>2.58</td>\n",
" <td>1.34</td>\n",
" <td>1803.99</td>\n",
" <td>NaN</td>\n",
" <td>597.03</td>\n",
" <td>9.59</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>AFG</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>2020-01-01</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.89e+07</td>\n",
" <td>54.42</td>\n",
" <td>18.6</td>\n",
" <td>2.58</td>\n",
" <td>1.34</td>\n",
" <td>1803.99</td>\n",
" <td>NaN</td>\n",
" <td>597.03</td>\n",
" <td>9.59</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>37.75</td>\n",
" <td>0.5</td>\n",
" <td>64.83</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AFG</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>2020-01-02</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.89e+07</td>\n",
" <td>54.42</td>\n",
" <td>18.6</td>\n",
" <td>2.58</td>\n",
" <td>1.34</td>\n",
" <td>1803.99</td>\n",
" <td>NaN</td>\n",
" <td>597.03</td>\n",
" <td>9.59</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>37.75</td>\n",
" <td>0.5</td>\n",
" <td>64.83</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AFG</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>2020-01-03</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.89e+07</td>\n",
" <td>54.42</td>\n",
" <td>18.6</td>\n",
" <td>2.58</td>\n",
" <td>1.34</td>\n",
" <td>1803.99</td>\n",
" <td>NaN</td>\n",
" <td>597.03</td>\n",
" <td>9.59</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>37.75</td>\n",
" <td>0.5</td>\n",
" <td>64.83</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>AFG</td>\n",
" <td>Asia</td>\n",
" <td>Afghanistan</td>\n",
" <td>2020-01-04</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.89e+07</td>\n",
" <td>54.42</td>\n",
" <td>18.6</td>\n",
" <td>2.58</td>\n",
" <td>1.34</td>\n",
" <td>1803.99</td>\n",
" <td>NaN</td>\n",
" <td>597.03</td>\n",
" <td>9.59</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>37.75</td>\n",
" <td>0.5</td>\n",
" <td>64.83</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" iso_code continent location date total_cases new_cases \\\n",
"0 AFG Asia Afghanistan 2019-12-31 NaN 0.0 \n",
"1 AFG Asia Afghanistan 2020-01-01 NaN 0.0 \n",
"2 AFG Asia Afghanistan 2020-01-02 NaN 0.0 \n",
"3 AFG Asia Afghanistan 2020-01-03 NaN 0.0 \n",
"4 AFG Asia Afghanistan 2020-01-04 NaN 0.0 \n",
"\n",
" new_cases_smoothed total_deaths new_deaths new_deaths_smoothed \\\n",
"0 NaN NaN 0.0 NaN \n",
"1 NaN NaN 0.0 NaN \n",
"2 NaN NaN 0.0 NaN \n",
"3 NaN NaN 0.0 NaN \n",
"4 NaN NaN 0.0 NaN \n",
"\n",
" total_cases_per_million new_cases_per_million \\\n",
"0 NaN 0.0 \n",
"1 NaN 0.0 \n",
"2 NaN 0.0 \n",
"3 NaN 0.0 \n",
"4 NaN 0.0 \n",
"\n",
" new_cases_smoothed_per_million total_deaths_per_million \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
" new_deaths_per_million new_deaths_smoothed_per_million icu_patients \\\n",
"0 0.0 NaN NaN \n",
"1 0.0 NaN NaN \n",
"2 0.0 NaN NaN \n",
"3 0.0 NaN NaN \n",
"4 0.0 NaN NaN \n",
"\n",
" icu_patients_per_million hosp_patients hosp_patients_per_million \\\n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN \n",
"\n",
" weekly_icu_admissions weekly_icu_admissions_per_million \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"\n",
" weekly_hosp_admissions weekly_hosp_admissions_per_million total_tests \\\n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN \n",
"\n",
" new_tests total_tests_per_thousand new_tests_per_thousand \\\n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN \n",
"\n",
" new_tests_smoothed new_tests_smoothed_per_thousand tests_per_case \\\n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN \n",
"\n",
" positive_rate tests_units stringency_index population \\\n",
"0 NaN NaN NaN 3.89e+07 \n",
"1 NaN NaN 0.0 3.89e+07 \n",
"2 NaN NaN 0.0 3.89e+07 \n",
"3 NaN NaN 0.0 3.89e+07 \n",
"4 NaN NaN 0.0 3.89e+07 \n",
"\n",
" population_density median_age aged_65_older aged_70_older \\\n",
"0 54.42 18.6 2.58 1.34 \n",
"1 54.42 18.6 2.58 1.34 \n",
"2 54.42 18.6 2.58 1.34 \n",
"3 54.42 18.6 2.58 1.34 \n",
"4 54.42 18.6 2.58 1.34 \n",
"\n",
" gdp_per_capita extreme_poverty cardiovasc_death_rate \\\n",
"0 1803.99 NaN 597.03 \n",
"1 1803.99 NaN 597.03 \n",
"2 1803.99 NaN 597.03 \n",
"3 1803.99 NaN 597.03 \n",
"4 1803.99 NaN 597.03 \n",
"\n",
" diabetes_prevalence female_smokers male_smokers handwashing_facilities \\\n",
"0 9.59 NaN NaN 37.75 \n",
"1 9.59 NaN NaN 37.75 \n",
"2 9.59 NaN NaN 37.75 \n",
"3 9.59 NaN NaN 37.75 \n",
"4 9.59 NaN NaN 37.75 \n",
"\n",
" hospital_beds_per_thousand life_expectancy human_development_index \n",
"0 0.5 64.83 0.5 \n",
"1 0.5 64.83 0.5 \n",
"2 0.5 64.83 0.5 \n",
"3 0.5 64.83 0.5 \n",
"4 0.5 64.83 0.5 "
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:15:51.256032Z",
"start_time": "2020-11-08T22:15:51.149198Z"
}
},
"outputs": [],
"source": [
"g = df[df['iso_code']=='USA'].groupby(['date']).sum()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:15:52.245484Z",
"start_time": "2020-11-08T22:15:52.205333Z"
}
},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>total_cases</th>\n",
" <th>new_cases</th>\n",
" <th>new_cases_smoothed</th>\n",
" <th>total_deaths</th>\n",
" <th>new_deaths</th>\n",
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" <th>new_deaths_smoothed_per_million</th>\n",
" <th>icu_patients</th>\n",
" <th>icu_patients_per_million</th>\n",
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" <th>hosp_patients_per_million</th>\n",
" <th>weekly_icu_admissions</th>\n",
" <th>weekly_icu_admissions_per_million</th>\n",
" <th>weekly_hosp_admissions</th>\n",
" <th>weekly_hosp_admissions_per_million</th>\n",
" <th>total_tests</th>\n",
" <th>new_tests</th>\n",
" <th>total_tests_per_thousand</th>\n",
" <th>new_tests_per_thousand</th>\n",
" <th>new_tests_smoothed</th>\n",
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" <th>population_density</th>\n",
" <th>median_age</th>\n",
" <th>aged_65_older</th>\n",
" <th>aged_70_older</th>\n",
" <th>gdp_per_capita</th>\n",
" <th>extreme_poverty</th>\n",
" <th>cardiovasc_death_rate</th>\n",
" <th>diabetes_prevalence</th>\n",
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" <th>male_smokers</th>\n",
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" <tr>\n",
" <th>date</th>\n",
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" <th>2020-11-04</th>\n",
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" <td>92734.0</td>\n",
" <td>86332.29</td>\n",
" <td>232627.0</td>\n",
" <td>1076.0</td>\n",
" <td>843.43</td>\n",
" <td>28350.16</td>\n",
" <td>280.16</td>\n",
" <td>260.82</td>\n",
" <td>702.79</td>\n",
" <td>3.25</td>\n",
" <td>2.55</td>\n",
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" <td>38.3</td>\n",
" <td>15.41</td>\n",
" <td>9.73</td>\n",
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" <td>19.1</td>\n",
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" <td>9.49e+06</td>\n",
" <td>102507.0</td>\n",
" <td>89780.29</td>\n",
" <td>233729.0</td>\n",
" <td>1102.0</td>\n",
" <td>861.29</td>\n",
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" <td>24.6</td>\n",
" <td>0.0</td>\n",
" <td>2.77</td>\n",
" <td>78.86</td>\n",
" <td>0.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-06</th>\n",
" <td>9.61e+06</td>\n",
" <td>122436.0</td>\n",
" <td>94681.14</td>\n",
" <td>234937.0</td>\n",
" <td>1208.0</td>\n",
" <td>895.57</td>\n",
" <td>29029.74</td>\n",
" <td>369.89</td>\n",
" <td>286.04</td>\n",
" <td>709.77</td>\n",
" <td>3.65</td>\n",
" <td>2.71</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.31e+08</td>\n",
" <td>35.61</td>\n",
" <td>38.3</td>\n",
" <td>15.41</td>\n",
" <td>9.73</td>\n",
" <td>54225.45</td>\n",
" <td>1.2</td>\n",
" <td>151.09</td>\n",
" <td>10.79</td>\n",
" <td>19.1</td>\n",
" <td>24.6</td>\n",
" <td>0.0</td>\n",
" <td>2.77</td>\n",
" <td>78.86</td>\n",
" <td>0.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-07</th>\n",
" <td>9.74e+06</td>\n",
" <td>130623.0</td>\n",
" <td>98874.00</td>\n",
" <td>236099.0</td>\n",
" <td>1162.0</td>\n",
" <td>913.00</td>\n",
" <td>29424.37</td>\n",
" <td>394.63</td>\n",
" <td>298.71</td>\n",
" <td>713.28</td>\n",
" <td>3.51</td>\n",
" <td>2.76</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.31e+08</td>\n",
" <td>35.61</td>\n",
" <td>38.3</td>\n",
" <td>15.41</td>\n",
" <td>9.73</td>\n",
" <td>54225.45</td>\n",
" <td>1.2</td>\n",
" <td>151.09</td>\n",
" <td>10.79</td>\n",
" <td>19.1</td>\n",
" <td>24.6</td>\n",
" <td>0.0</td>\n",
" <td>2.77</td>\n",
" <td>78.86</td>\n",
" <td>0.92</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-11-08</th>\n",
" <td>9.86e+06</td>\n",
" <td>121413.0</td>\n",
" <td>104942.43</td>\n",
" <td>237113.0</td>\n",
" <td>1014.0</td>\n",
" <td>936.71</td>\n",
" <td>29791.18</td>\n",
" <td>366.80</td>\n",
" <td>317.04</td>\n",
" <td>716.35</td>\n",
" <td>3.06</td>\n",
" <td>2.83</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.31e+08</td>\n",
" <td>35.61</td>\n",
" <td>38.3</td>\n",
" <td>15.41</td>\n",
" <td>9.73</td>\n",
" <td>54225.45</td>\n",
" <td>1.2</td>\n",
" <td>151.09</td>\n",
" <td>10.79</td>\n",
" <td>19.1</td>\n",
" <td>24.6</td>\n",
" <td>0.0</td>\n",
" <td>2.77</td>\n",
" <td>78.86</td>\n",
" <td>0.92</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_cases new_cases new_cases_smoothed total_deaths \\\n",
"date \n",
"2020-11-04 9.38e+06 92734.0 86332.29 232627.0 \n",
"2020-11-05 9.49e+06 102507.0 89780.29 233729.0 \n",
"2020-11-06 9.61e+06 122436.0 94681.14 234937.0 \n",
"2020-11-07 9.74e+06 130623.0 98874.00 236099.0 \n",
"2020-11-08 9.86e+06 121413.0 104942.43 237113.0 \n",
"\n",
" new_deaths new_deaths_smoothed total_cases_per_million \\\n",
"date \n",
"2020-11-04 1076.0 843.43 28350.16 \n",
"2020-11-05 1102.0 861.29 28659.85 \n",
"2020-11-06 1208.0 895.57 29029.74 \n",
"2020-11-07 1162.0 913.00 29424.37 \n",
"2020-11-08 1014.0 936.71 29791.18 \n",
"\n",
" new_cases_per_million new_cases_smoothed_per_million \\\n",
"date \n",
"2020-11-04 280.16 260.82 \n",
"2020-11-05 309.69 271.24 \n",
"2020-11-06 369.89 286.04 \n",
"2020-11-07 394.63 298.71 \n",
"2020-11-08 366.80 317.04 \n",
"\n",
" total_deaths_per_million new_deaths_per_million \\\n",
"date \n",
"2020-11-04 702.79 3.25 \n",
"2020-11-05 706.12 3.33 \n",
"2020-11-06 709.77 3.65 \n",
"2020-11-07 713.28 3.51 \n",
"2020-11-08 716.35 3.06 \n",
"\n",
" new_deaths_smoothed_per_million icu_patients \\\n",
"date \n",
"2020-11-04 2.55 0.0 \n",
"2020-11-05 2.60 0.0 \n",
"2020-11-06 2.71 0.0 \n",
"2020-11-07 2.76 0.0 \n",
"2020-11-08 2.83 0.0 \n",
"\n",
" icu_patients_per_million hosp_patients \\\n",
"date \n",
"2020-11-04 0.0 0.0 \n",
"2020-11-05 0.0 0.0 \n",
"2020-11-06 0.0 0.0 \n",
"2020-11-07 0.0 0.0 \n",
"2020-11-08 0.0 0.0 \n",
"\n",
" hosp_patients_per_million weekly_icu_admissions \\\n",
"date \n",
"2020-11-04 0.0 0.0 \n",
"2020-11-05 0.0 0.0 \n",
"2020-11-06 0.0 0.0 \n",
"2020-11-07 0.0 0.0 \n",
"2020-11-08 0.0 0.0 \n",
"\n",
" weekly_icu_admissions_per_million weekly_hosp_admissions \\\n",
"date \n",
"2020-11-04 0.0 0.0 \n",
"2020-11-05 0.0 0.0 \n",
"2020-11-06 0.0 0.0 \n",
"2020-11-07 0.0 0.0 \n",
"2020-11-08 0.0 0.0 \n",
"\n",
" weekly_hosp_admissions_per_million total_tests new_tests \\\n",
"date \n",
"2020-11-04 0.0 0.0 0.0 \n",
"2020-11-05 0.0 0.0 0.0 \n",
"2020-11-06 0.0 0.0 0.0 \n",
"2020-11-07 0.0 0.0 0.0 \n",
"2020-11-08 0.0 0.0 0.0 \n",
"\n",
" total_tests_per_thousand new_tests_per_thousand \\\n",
"date \n",
"2020-11-04 0.0 0.0 \n",
"2020-11-05 0.0 0.0 \n",
"2020-11-06 0.0 0.0 \n",
"2020-11-07 0.0 0.0 \n",
"2020-11-08 0.0 0.0 \n",
"\n",
" new_tests_smoothed new_tests_smoothed_per_thousand \\\n",
"date \n",
"2020-11-04 0.0 0.0 \n",
"2020-11-05 0.0 0.0 \n",
"2020-11-06 0.0 0.0 \n",
"2020-11-07 0.0 0.0 \n",
"2020-11-08 0.0 0.0 \n",
"\n",
" tests_per_case positive_rate stringency_index population \\\n",
"date \n",
"2020-11-04 0.0 0.0 0.0 3.31e+08 \n",
"2020-11-05 0.0 0.0 0.0 3.31e+08 \n",
"2020-11-06 0.0 0.0 0.0 3.31e+08 \n",
"2020-11-07 0.0 0.0 0.0 3.31e+08 \n",
"2020-11-08 0.0 0.0 0.0 3.31e+08 \n",
"\n",
" population_density median_age aged_65_older aged_70_older \\\n",
"date \n",
"2020-11-04 35.61 38.3 15.41 9.73 \n",
"2020-11-05 35.61 38.3 15.41 9.73 \n",
"2020-11-06 35.61 38.3 15.41 9.73 \n",
"2020-11-07 35.61 38.3 15.41 9.73 \n",
"2020-11-08 35.61 38.3 15.41 9.73 \n",
"\n",
" gdp_per_capita extreme_poverty cardiovasc_death_rate \\\n",
"date \n",
"2020-11-04 54225.45 1.2 151.09 \n",
"2020-11-05 54225.45 1.2 151.09 \n",
"2020-11-06 54225.45 1.2 151.09 \n",
"2020-11-07 54225.45 1.2 151.09 \n",
"2020-11-08 54225.45 1.2 151.09 \n",
"\n",
" diabetes_prevalence female_smokers male_smokers \\\n",
"date \n",
"2020-11-04 10.79 19.1 24.6 \n",
"2020-11-05 10.79 19.1 24.6 \n",
"2020-11-06 10.79 19.1 24.6 \n",
"2020-11-07 10.79 19.1 24.6 \n",
"2020-11-08 10.79 19.1 24.6 \n",
"\n",
" handwashing_facilities hospital_beds_per_thousand \\\n",
"date \n",
"2020-11-04 0.0 2.77 \n",
"2020-11-05 0.0 2.77 \n",
"2020-11-06 0.0 2.77 \n",
"2020-11-07 0.0 2.77 \n",
"2020-11-08 0.0 2.77 \n",
"\n",
" life_expectancy human_development_index \n",
"date \n",
"2020-11-04 78.86 0.92 \n",
"2020-11-05 78.86 0.92 \n",
"2020-11-06 78.86 0.92 \n",
"2020-11-07 78.86 0.92 \n",
"2020-11-08 78.86 0.92 "
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g.tail()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:16:09.774529Z",
"start_time": "2020-11-08T22:16:09.751104Z"
}
},
"outputs": [],
"source": [
"df2 = g.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:16:11.009802Z",
"start_time": "2020-11-08T22:16:10.982843Z"
}
},
"outputs": [],
"source": [
"df2['dt'] = pd.to_datetime(df2['date'])"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:20:28.256001Z",
"start_time": "2020-11-08T22:20:28.253492Z"
}
},
"outputs": [],
"source": [
"temp = df2[df2['dt']> '2020-03-01']"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"ExecuteTime": {
"end_time": "2020-11-08T22:22:11.880615Z",
"start_time": "2020-11-08T22:22:11.137302Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x864 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 856,
"width": 1432
}
},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, ax = plt.subplots(figsize=(20, 12), nrows=2)\n",
"fig.patch.set_facecolor('w')\n",
"ax[0].plot(temp['dt'], temp['new_deaths'], label='deaths',)\n",
"ax[1].plot(temp['dt'], temp['new_cases']/ 1000.0, label='cases', c=sns.color_palette()[1])\n",
"\n",
"# ax.legend(loc='best')\n",
"box = ax[0].get_position()\n",
"ax[0].set_position([box.x0, box.y0, box.width * 0.8, box.height])\n",
"ax[0].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
"box = ax[1].get_position()\n",
"ax[1].set_position([box.x0, box.y0, box.width * 0.8, box.height])\n",
"ax[1].legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
"\n",
"ax[0].set_title(\"USA -- As of 2020-11-08\")\n",
"# ax.set_xlabel()\n",
"ax[0].set_ylabel(\"Deaths per Day\")\n",
"ax[1].set_ylabel(\"New Cases per Day [000s]\")\n",
"fig.autofmt_xdate()\n",
"fig.tight_layout()"
]
},
{
"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": "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": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "dspy3",
"language": "python",
"name": "dspy3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.11"
},
"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": false,
"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
}
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