{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# C3.ai COVID-19 Data Lake Deep Dive" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clinical and Demographic Data Exploration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last updated: September 14, 2020.\n", "\n", "This Jupyter notebook shows how clinical and demographic datasets integrated into the C3.ai COVID-19 Data Lake can be used to create fast and powerful analyses. See the [API documentation](https://c3.ai/covid-19-api-documentation/) for more details.\n", "\n", "Please contribute your questions, answers and insights on [Stack Overflow](https://www.stackoverflow.com). Tag `c3ai-datalake` so that others can view and help build on your contributions. For support, please send email to: [covid@c3.ai](mailto:covid@c3.ai).\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "- [Helper Methods for Accessing the API](#helper)\n", "- [Case Counts Across States and Counties](#case_counts)\n", "- [Age Demographics](#age)\n", "- [Clinical Resources](#medical)\n", "- [Vaccination Rates](#vaccines)\n", "- [Race Demographics](#demographics)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import csv\n", "import datetime\n", "import re\n", "from functools import partial\n", "\n", "import pandas as pd\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n", "matplotlib.rcParams['figure.figsize'] = (15, 7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ensure that you have a recent version of pandas (>= 1.0.0)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pandas version 1.0.3\n" ] } ], "source": [ "print(\"pandas version\", pd.__version__)\n", "assert pd.__version__[0] >= \"1\", \"To use this notebook, upgrade to the newest version of pandas. See https://pandas.pydata.org/pandas-docs/stable/getting_started/install.html for details.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Helper Methods for Accessing the API\n", "\n", "The helper methods in `c3aidatalake.py` convert a JSON response from the C3.ai APIs to a Pandas DataFrame. You may wish to view the code in `c3aidatalake.py` before using the quickstart examples." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import c3aidatalake" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Case Counts Across States and Counties" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To start, we can retrieve data for US states and counties from the data lake. To look at COVID-19 cases and deaths, we will pull these statistics for a specified list of state IDs and reshape the dataframe to observe changes over time." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "states = [\n", " 'Alabama_UnitedStates','Alaska_UnitedStates','Arizona_UnitedStates',\n", " 'Arkansas_UnitedStates','California_UnitedStates','Colorado_UnitedStates',\n", " 'Connecticut_UnitedStates','Delaware_UnitedStates','DistrictofColumbia_UnitedStates',\n", " 'Florida_UnitedStates','Georgia_UnitedStates','Hawaii_UnitedStates',\n", " 'Idaho_UnitedStates','Illinois_UnitedStates','Indiana_UnitedStates',\n", " 'Iowa_UnitedStates','Kansas_UnitedStates','Kentucky_UnitedStates',\n", " 'Louisiana_UnitedStates','Maine_UnitedStates','Maryland_UnitedStates',\n", " 'Massachusetts_UnitedStates','Michigan_UnitedStates','Minnesota_UnitedStates',\n", " 'Mississippi_UnitedStates','Missouri_UnitedStates','Montana_UnitedStates',\n", " 'Nebraska_UnitedStates','Nevada_UnitedStates','NewHampshire_UnitedStates',\n", " 'NewJersey_UnitedStates','NewMexico_UnitedStates','NewYork_UnitedStates',\n", " 'NorthCarolina_UnitedStates','NorthDakota_UnitedStates','Ohio_UnitedStates',\n", " 'Oklahoma_UnitedStates','Oregon_UnitedStates','Pennsylvania_UnitedStates',\n", " 'PuertoRico_UnitedStates','RhodeIsland_UnitedStates','SouthCarolina_UnitedStates',\n", " 'SouthDakota_UnitedStates','Tennessee_UnitedStates','Texas_UnitedStates',\n", " 'Utah_UnitedStates','Vermont_UnitedStates','Virginia_UnitedStates',\n", " 'Washington_UnitedStates','WestVirginia_UnitedStates','Wisconsin_UnitedStates',\n", " 'Wyoming_UnitedStates'\n", "]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "counties = c3aidatalake.fetch(\n", " \"outbreaklocation\",\n", " {\n", " \"spec\" : {\n", " \"include\" : \"id\",\n", " \"filter\" : \"contains(id, 'UnitedStates') && locationType == 'county'\"\n", " }\n", " },\n", " get_all = True\n", ").id.tolist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Johns Hopkins University (JHU) provides confirmed COVID-19 cases and deaths by state." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "today = '2020-07-21'\n", "\n", "metrics = [\n", " \"JHU_ConfirmedCases\",\n", " \"JHU_ConfirmedDeaths\"\n", "]\n", "\n", "complete_timeseries = c3aidatalake.evalmetrics(\n", " \"outbreaklocation\",\n", " {\n", " \"spec\" : {\n", " \"ids\" : states,\n", " \"expressions\" : metrics,\n", " \"start\" : \"2020-02-15\",\n", " \"end\" : today,\n", " \"interval\" : \"DAY\",\n", " }\n", " },\n", " get_all = True\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "state_from_location = lambda x: \"_\".join(x.split('_')[-2:]).replace(\"_UnitedStates\", \"\")\n", "\n", "def reshapeTimeseries(timeseries_df):\n", "\n", " reshaped_ts = pd.melt(\n", " timeseries_df, \n", " id_vars=['dates'], \n", " value_vars=[x for x in timeseries_df.columns if re.match('.*\\.data', x)]\n", " ).rename(columns={\"value\": \"data\", \"dates\": \"date\"})\n", "\n", " reshaped_ts[\"state\"] = (\n", " reshaped_ts[\"variable\"]\n", " .str.replace(\"\\..*\", \"\")\n", " .apply(state_from_location)\n", " )\n", "\n", " reshaped_ts[\"metric\"] = (\n", " reshaped_ts[\"variable\"]\n", " .str.replace(\".*UnitedStates\\.\", \"\")\n", " .str.replace(\"\\..*\", \"\")\n", " )\n", " \n", "\n", " return reshaped_ts" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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02020-02-15Alabama_UnitedStates.JHU_ConfirmedCases.data0AlabamaJHU_ConfirmedCases
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" ], "text/plain": [ " date variable data state \\\n", "0 2020-02-15 Alabama_UnitedStates.JHU_ConfirmedCases.data 0 Alabama \n", "1 2020-02-16 Alabama_UnitedStates.JHU_ConfirmedCases.data 0 Alabama \n", "2 2020-02-17 Alabama_UnitedStates.JHU_ConfirmedCases.data 0 Alabama \n", "3 2020-02-18 Alabama_UnitedStates.JHU_ConfirmedCases.data 0 Alabama \n", "4 2020-02-19 Alabama_UnitedStates.JHU_ConfirmedCases.data 0 Alabama \n", "\n", " metric \n", "0 JHU_ConfirmedCases \n", "1 JHU_ConfirmedCases \n", "2 JHU_ConfirmedCases \n", "3 JHU_ConfirmedCases \n", "4 JHU_ConfirmedCases " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_timeseries = reshapeTimeseries(complete_timeseries)\n", "state_timeseries.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "state_cases = (\n", " state_timeseries\n", " .loc[state_timeseries.date > '2020-03-10']\n", " .groupby(['date', 'state', 'metric'])['data']\n", " .sum()\n", " .unstack('metric')\n", " .reset_index()\n", ")\n", "state_cases['death_rate'] = state_cases.apply(\n", " lambda x: 0 if x.JHU_ConfirmedCases == 0\n", " else x.JHU_ConfirmedDeaths / x.JHU_ConfirmedCases,\n", " axis=1\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some states have had very large outbreaks of COVID-19. We can focus on those states to understand how viral transmission transitions between high and low growth." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['NewYork',\n", " 'California',\n", " 'Florida',\n", " 'Texas',\n", " 'NewJersey',\n", " 'Illinois',\n", " 'Georgia',\n", " 'Arizona',\n", " 'Massachusetts',\n", " 'Pennsylvania',\n", " 'NorthCarolina']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "large_outbreak_states = (\n", " state_cases\n", " .loc[state_cases.date == max(state_cases.date)]\n", " .query('JHU_ConfirmedCases > 100000')\n", " .sort_values('JHU_ConfirmedCases', ascending=False)\n", " .state.tolist()\n", ")\n", "\n", "large_outbreak_states" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "state_case_plot = (\n", " state_cases\n", " .loc[state_cases.state.isin(large_outbreak_states)]\n", " .set_index('date')\n", " .groupby(['state'])['JHU_ConfirmedCases']\n", " .plot()\n", ")\n", "\n", "plt.grid(True)\n", "plt.legend()\n", "plt.title(\"Cumulative Case Counts by State\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Cases\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see some states had early outbreaks in April and May while others were just experiencing a rapid increase in cases in June and July. While the case counts for New York State seem large, the bulk of infections occurred in New York City. Let's see if there are other states where one county explains a large number of cases." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "large_outbreak_counties = [\n", " x for x in counties \n", " for y in large_outbreak_states[:7]\n", " if f\"{y}_UnitedStates\" in x and y != \"NewYork\"\n", "]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "select_counties = c3aidatalake.evalmetrics(\n", " \"outbreaklocation\",\n", " {\n", " \"spec\" : {\n", " \"ids\" : large_outbreak_counties,\n", " \"expressions\" : [\"JHU_ConfirmedCases\"],\n", " \"start\" : \"2020-02-15\",\n", " \"end\" : today,\n", " \"interval\" : \"DAY\",\n", " }\n", " },\n", " get_all = True\n", ")\n", "\n", "# Note: makes large number of API calls and may take a couple minutes to complete" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "county_timeseries = reshapeTimeseries(select_counties)\n", "county_timeseries['location'] = county_timeseries.variable.str.split('.').str[0]\n", "\n", "county_cases = (\n", " county_timeseries\n", " .groupby(['date', 'location', 'state', 'metric'])['data']\n", " .sum()\n", " .unstack('metric')\n", " .reset_index()\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "maxCounties = (\n", " county_cases.loc[\n", " county_cases\n", " .loc[county_cases.date == max(county_cases.date)]\n", " .groupby('state')['JHU_ConfirmedCases']\n", " .idxmax()]\n", " .location\n", " .tolist()\n", ")\n", "\n", "countydata = (state_cases.merge(\n", " county_cases[county_cases.location.isin(maxCounties)]\n", " [['state', 'date', 'location', 'JHU_ConfirmedCases']]\n", " .rename(columns={'JHU_ConfirmedCases': 'countyCases'}),\n", " on=['state', 'date'])\n", ")\n", "\n", "countydata['percTopCounty'] = countydata.countyCases / countydata.JHU_ConfirmedCases\n", "\n", "\n", "plt.subplot(121)\n", "(\n", " countydata\n", " .set_index('date')\n", " .groupby('state')\n", " .percTopCounty.plot()\n", ")\n", "plt.grid(True)\n", "\n", "plt.title(\"Fraction of State Cases from Worst-Affected County\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Fraction of Total Cases\")\n", "\n", "\n", "plt.subplot(122)\n", "(\n", " state_cases\n", " .loc[state_cases.state.isin(\n", " set(map(lambda x: x.split(\"_\")[1], large_outbreak_counties))\n", " )]\n", " .set_index('date')\n", " .groupby('state')\n", " .JHU_ConfirmedCases.plot()\n", ")\n", "\n", "plt.grid(True)\n", "plt.legend()\n", "plt.title(\"Cumulative Case Counts by State\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Cases\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, the states exhibit quite distinct patterns. A city like Chicago held a significant share of Illinois' cases before the other counties caught up with additional viral spread. On the other hand, California had a growing share of its cases in Los Angeles county through June before reversing as LA increased restrictions and other counties saw significant transmission. States like Illinois with concentrated outbreaks might be able to enforce targeted lockdowns to limit COVID-19 spread, while states like Georgia with dispersed outbreaks require a wider geographic approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Age Demographics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The C3.ai COVID-19 Data Lake contains demographic information accessed through the PopulationData type. We can pull some population statistics from US Census data to understand how the age distribution of a state or county relates to its susceptibility to the virus." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "population_limits = (\n", " f\"contains(parent, 'UnitedStates') &&\" # US data\n", " \"(populationAge == '>=65' || populationAge == 'Total' || populationAge == '>=18') && \" # Limit age groups\n", " \"gender == 'Male/Female' && year == 2018 && origin == 'United States Census'\" # From 2018 estimates\n", ")\n", "\n", "census = c3aidatalake.fetch(\n", " \"populationdata\",\n", " {\n", " \"spec\": {\n", " \"filter\": population_limits\n", " }\n", " },\n", " get_all = True\n", ")\n", "\n", "census['state'] = census['parent.id'].apply(state_from_location)\n", "census = census.rename(columns={'parent.id': 'location'})" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "census_cols = [\n", " \"populationAge\",\n", " \"value\",\n", " \"location\",\n", " \"state\"\n", "]\n", "\n", "census_by_state = (\n", " census[census_cols]\n", " .loc[census.state.isin(map(lambda x: x.replace(\"_UnitedStates\", \"\"), states))]\n", " .groupby([\"state\", \"populationAge\"])['value']\n", " .sum()\n", " .unstack(\"populationAge\")\n", " .reset_index()\n", ")\n", "\n", "census_by_state.columns = ['state', 'over18', 'over65', 'total']\n", "census_by_state['olderPerc'] = census_by_state.over65 * 100 / census_by_state.total\n", "census_by_state['youngerPerc'] = (census_by_state.total - census_by_state.over18) * 100 / census_by_state.total" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By dividing the over 65 and under 18 populations by the total population for each state, we get useful metrics that can be compared across population sizes." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stateover18over65totalolderPercyoungerPerc
0Alabama3798031.0826894.04887871.016.91726322.296824
1Alaska588192.093336.0781305.011.94616724.716724
2Arizona5528989.01258250.07171646.017.54478722.904881
3Arkansas2310645.0511827.03013825.016.98263823.331813
4California30567090.05669025.039557045.014.33126522.726559
\n", "
" ], "text/plain": [ " state over18 over65 total olderPerc youngerPerc\n", "0 Alabama 3798031.0 826894.0 4887871.0 16.917263 22.296824\n", "1 Alaska 588192.0 93336.0 781305.0 11.946167 24.716724\n", "2 Arizona 5528989.0 1258250.0 7171646.0 17.544787 22.904881\n", "3 Arkansas 2310645.0 511827.0 3013825.0 16.982638 23.331813\n", "4 California 30567090.0 5669025.0 39557045.0 14.331265 22.726559" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "census_by_state.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "People under 18 make up a large percentage of most counties. Below we see that there is a direct relationship between the older and younger populations as you might expect." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "census_by_state.plot.scatter(x='olderPerc', y='youngerPerc')\n", "\n", "plt.grid(True)\n", "plt.title(\"Under 18 and Over 65 Populations as a % of Total by State\")\n", "plt.xlabel('\"Over 65\" % of Population')\n", "plt.ylabel('\"Under 18\" % of Population')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "census_by_state.sort_values('olderPerc').plot.bar(x='state', y='olderPerc', rot=90, legend=False)\n", "\n", "plt.title(\"% of Population >=65 by State\")\n", "plt.xlabel(\"State\")\n", "plt.ylabel(\"% of Population\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "States span close to a 10% range in the over 65 proportion of their populations. Let's see how states below and above the median on this measure of age fared with the pandemic." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "olderStates = (\n", " census_by_state\n", " .loc[census_by_state.olderPerc > census_by_state.olderPerc.median()]\n", " .state.tolist()\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "state_cases['olderState'] = state_cases.state.apply(\n", " lambda x: 'Older' if x in olderStates else 'Younger'\n", ")\n", "\n", "plt.subplot(121)\n", "(\n", " state_cases\n", " .groupby(['date','olderState'])\n", " .death_rate.mean()\n", " .reset_index()\n", " .set_index('date')\n", " .groupby(['olderState'])\n", " .death_rate\n", " .plot(legend=True)\n", ")\n", "plt.title(\"Average Cumulative Death Rate by Age Group\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Deaths / Cases\")\n", "\n", "plt.subplot(122)\n", "(\n", " state_cases\n", " .groupby(['date','olderState'])\n", " .JHU_ConfirmedCases.mean()\n", " .reset_index()\n", " .set_index('date')\n", " .groupby(['olderState'])\n", " .JHU_ConfirmedCases\n", " .plot()\n", ")\n", "plt.title(\"Cumulative Case Count by Age Group\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Cases\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Early in the pandemic, the cumulative death rate rose in sync in both older and younger states, but on average the younger states have reduced their death rate earlier and from a lower peak. Let's look at just the states with the largest outbreaks." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplot(121)\n", "(\n", " state_cases\n", " .loc[state_cases.state.isin(large_outbreak_states)]\n", " .groupby(['date','olderState'])\n", " .death_rate.mean()\n", " .reset_index()\n", " .set_index('date')\n", " .groupby(['olderState'])['death_rate']\n", " .plot(legend=True)\n", ")\n", "\n", "plt.title(\"Average Cumulative Death Rate by Age Group in Outbreak States\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Deaths / Cases\")\n", "\n", "\n", "plt.subplot(122)\n", "(\n", " state_cases\n", " .loc[state_cases.state.isin(large_outbreak_states)]\n", " .set_index('date')\n", " .groupby(['state'])['death_rate']\n", " .plot(legend=True)\n", ")\n", "\n", "plt.title(\"Individual Death Rates in Outbreak States\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"COVID-19 Deaths / Cases\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The large outbreak states show a similar patten, but the older states have a much more extreme curve peaking near 6%. Looking at the individual death rate trends among states, one group appears to have had growing death rates in April and May before bringing them back down in June. Other states like Pennsylvania and Massachusetts seem to have had a much harder time in reducing their death rates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Clinical Resources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Local access to medical care and a population's existing level of health are important factors in community’s susceptibility to the pandemic. We can retrieve data on vaccination rates and hospital resources to understand the preparedness of each county." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "vax_coverage = c3aidatalake.fetch(\n", " \"vaccinecoverage\",\n", " {\n", " \"spec\" : {\n", " \"filter\" : \"demographicClass == ' All Residents'\"\n", " }\n", " },\n", " get_all = True\n", ")\n", "vax_coverage = vax_coverage.loc[\n", " vax_coverage['location.id'].isin(states)\n", "]\n", "\n", "state_vax_coverage = (\n", " vax_coverage\n", " .loc[vax_coverage.year == 2017]\n", " .groupby(['location.id', 'vaccineDetails'])['value']\n", " .mean()\n", " .apply(partial(round, ndigits=2))\n", " .unstack(\"vaccineDetails\")\n", " .reset_index()\n", " .rename(columns={'location.id': 'state'})\n", " \n", ")\n", "state_vax_coverage.state = state_vax_coverage.state.apply(state_from_location)\n", "\n", "state_vax_coverage.columns = [\n", " 'state', \n", " 'InfluenzaRate',\n", " 'PneumococcalRate'\n", "]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "hospitals = c3aidatalake.fetch(\n", " \"hospital\",\n", " {\n", " \"spec\" : {\n", " \"filter\": \"contains(location.id, 'UnitedStates')\"\n", " }\n", " },\n", " get_all = True\n", ")\n", "\n", "hospitals['state'] = hospitals['location.id'].apply(state_from_location)\n", "hospitals = hospitals.rename(columns={'location.id': 'location'})\n", "\n", "hosp_cols = [\n", " 'hospitalType', \n", " 'staffedBeds', \n", " 'licensedBeds',\n", " 'icuBeds', \n", " 'icuBedsAdult', \n", " 'icuBedsPotential', \n", " 'ventilatorUsage',\n", " 'id', \n", " 'location',\n", " 'bedUtilization', \n", " 'state'\n", "]\n", "hospitals = hospitals.loc[:,hosp_cols]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the COVID-19 Data Lake uses common location IDs across datasets, we can merge this information into a single dataframe for easy comparisons. We can also produce per capita measures of medical resources by dividing by total populations." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "hosp_state = (\n", " hospitals\n", " .groupby('state')\n", " [['staffedBeds', 'licensedBeds', 'icuBeds','icuBedsAdult', 'ventilatorUsage']]\n", " .sum()\n", " .reset_index()\n", ")\n", "\n", "state_df = (\n", " census_by_state\n", " .merge(hosp_state, on='state', how='inner')\n", " .merge(state_vax_coverage, on='state', how='inner')\n", " .rename(columns={\"value\": \"vaccRate\"})\n", " .merge(state_cases.loc[state_cases.date == max(state_cases.date)], \n", " on='state', how='inner')\n", ")\n", "\n", "state_df['staffedBedsPer100k'] = state_df.staffedBeds * 1e5 / state_df.total\n", "state_df['icuBedsPer100k'] = state_df.icuBeds * 1e5 / state_df.total\n", "state_df['ventPer100k'] = state_df.ventilatorUsage * 1e5 / state_df.total\n", "state_df['deathRate'] = state_df.JHU_ConfirmedDeaths / state_df.JHU_ConfirmedCases\n", "state_df['casesPer100k'] = state_df.JHU_ConfirmedCases * 1e5 / state_df.total\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "( \n", " state_df\n", " .sort_values('staffedBedsPer100k')\n", " .set_index('state')\n", " [['staffedBedsPer100k', 'icuBedsPer100k', 'ventPer100k']]\n", " .plot.bar(stacked=True)\n", ")\n", "\n", "plt.title(\"Hospital Resources per 100,000 People\")\n", "plt.xlabel(\"State\")\n", "plt.ylabel(\"Resources per 100k\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also examine how these different measures interact with each other." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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olderPercventPer100kInfluenzaRatePneumococcalRatestaffedBedsPer100kicuBedsPer100kdeathRate
olderPerc1.0000000.0366520.1937050.2881970.046516-0.1805430.127511
ventPer100k0.0366521.0000000.2257470.1102010.7641630.6511310.119005
InfluenzaRate0.1937050.2257471.0000000.9419460.1942020.1083480.020909
PneumococcalRate0.2881970.1102010.9419461.0000000.0998370.023850-0.014030
staffedBedsPer100k0.0465160.7641630.1942020.0998371.0000000.875204-0.018914
icuBedsPer100k-0.1805430.6511310.1083480.0238500.8752041.000000-0.127149
deathRate0.1275110.1190050.020909-0.014030-0.018914-0.1271491.000000
\n", "
" ], "text/plain": [ " olderPerc ventPer100k InfluenzaRate PneumococcalRate \\\n", "olderPerc 1.000000 0.036652 0.193705 0.288197 \n", "ventPer100k 0.036652 1.000000 0.225747 0.110201 \n", "InfluenzaRate 0.193705 0.225747 1.000000 0.941946 \n", "PneumococcalRate 0.288197 0.110201 0.941946 1.000000 \n", "staffedBedsPer100k 0.046516 0.764163 0.194202 0.099837 \n", "icuBedsPer100k -0.180543 0.651131 0.108348 0.023850 \n", "deathRate 0.127511 0.119005 0.020909 -0.014030 \n", "\n", " staffedBedsPer100k icuBedsPer100k deathRate \n", "olderPerc 0.046516 -0.180543 0.127511 \n", "ventPer100k 0.764163 0.651131 0.119005 \n", "InfluenzaRate 0.194202 0.108348 0.020909 \n", "PneumococcalRate 0.099837 0.023850 -0.014030 \n", "staffedBedsPer100k 1.000000 0.875204 -0.018914 \n", "icuBedsPer100k 0.875204 1.000000 -0.127149 \n", "deathRate -0.018914 -0.127149 1.000000 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metric_cols = [\n", " 'olderPerc', \n", " 'ventPer100k', \n", " 'InfluenzaRate', \n", " 'PneumococcalRate', \n", " 'staffedBedsPer100k', \n", " 'icuBedsPer100k',\n", " 'deathRate'\n", "]\n", "state_df[metric_cols].corr(method='spearman')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at rank correlations across variables, more ICU beds and staffed beds are negatively related to the death rate while ventilator usage and older percentage are slightly positively correlated. Let's visualize these pairwise correlations." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cols = [\n", " 'olderPerc', \n", " 'staffedBedsPer100k', \n", " 'icuBedsPer100k', \n", " 'ventPer100k', \n", " 'InfluenzaRate',\n", " 'deathRate'\n", "]\n", "sns.pairplot(state_df.loc[:, cols], kind='reg', corner=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While we can see that hospital resources are closely correlated (eg. ICU and staffed beds), relationships with the death rate are less clear cut. As we might expect, there are many factors we aren't capturing that determine the heterogeneity in population responses to the pandemic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Vaccination Rates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scientists around the world are racing to produce an effective vaccine. Beyond the significant scientific challenge this poses, distribution and community trust of vaccines may also determine how swiftly we emerge from the pandemic. States have large variation in vaccination rates for common immunizations for Influenza and Pneumococcal disease." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "state_df.plot.scatter(x='InfluenzaRate', y='PneumococcalRate')\n", "\n", "for label, x, y in zip(state_df.state, state_df.InfluenzaRate, state_df.PneumococcalRate):\n", " plt.annotate(label, xy=(x, y))\n", " \n", "plt.title(\"Vaccination Rates by State\")\n", "plt.xlabel(\"Influenza Vaccination Rate\")\n", "plt.ylabel(\"Pneumococcal Vaccination Rate\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Race Demographics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, COVID-19 has had differential effects by demographics, and efforts are underway to increase community safety and equitable access to treatment. The Covid Tracking Project publishes case and death counts by race across the US." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "death_demographics = c3aidatalake.evalmetrics(\n", " \"outbreaklocation\",\n", " {\n", " \"spec\" : {\n", " \"ids\" : list(states),\n", " \"expressions\" : [\n", " \"CTP_CovidDeaths_AIAN\",\n", " \"CTP_CovidDeaths_Asian\",\n", " \"CTP_CovidDeaths_Black\",\n", " \"CTP_CovidDeaths_LatinX\",\n", " \"CTP_CovidDeaths_Multiracial\",\n", " \"CTP_CovidDeaths_NHPI\",\n", " \"CTP_CovidDeaths_Other\",\n", " \"CTP_CovidDeaths_Unknown\",\n", " \"CTP_CovidDeaths_White\"\n", " ],\n", " \"start\" : \"2020-04-01\",\n", " \"end\" : \"2020-09-01\",\n", " \"interval\" : \"DAY\",\n", " }\n", " },\n", " get_all = True\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "death_demographics_states = reshapeTimeseries(death_demographics)\n", "\n", "demographic_timeseries = (\n", " death_demographics_states\n", " .groupby(['date', 'state', 'metric'])['data']\n", " .sum()\n", " .unstack('metric')\n", " .reset_index()\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure, axes = plt.subplots(1, 2)\n", " \n", "(\n", " demographic_timeseries\n", " .loc[demographic_timeseries.state == 'California']\n", " .set_index('date')\n", " .plot(ax=axes[0])\n", ")\n", "\n", "axes[0].set_title(\"California - COVID Deaths by Race\")\n", "axes[0].set_xlabel(\"Date\")\n", "axes[0].set_ylabel(\"Cumulative Deaths\")\n", "\n", "(\n", " demographic_timeseries\n", " .loc[demographic_timeseries.state == 'Louisiana']\n", " .set_index('date')\n", " .plot(ax=axes[1])\n", ")\n", " \n", "axes[1].set_title(\"Louisiana - COVID Deaths by Race\")\n", "axes[1].set_xlabel(\"Date\")\n", "axes[1].set_ylabel(\"Cumulative Deaths\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These plots hint at differential effects across racial and demographic groups. Additional analyses should control for share of total state population by race using US Census Bureau data. Providing greater transparency around these trends can help policy makers direct resources toward populations that need them most." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "There are plenty of other analyses to explore. In bringing together data sets from disparate sources, the C3.ai COVID-19 Data Lake permits in-depth and real-time data exploration. \n", "\n", "If any publications or research results are derived in full or in part from the C3.ai COVID-19 Data Lake, please make sure to credit the C3.ai COVID-19 Data Lake by referencing the case study at https://c3.ai/customers/covid-19-data-lake/." ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }