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CategoryData SourceTitleDescriptionURL
Alternative URL
Format
Open Source?
Metadata? (owner, update frequency)
Validity (1-5 scale, with explanation) ?
Solution1 Used
Solution2 Used
Reproducibility
Automate-ability
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USC GitHubDaily casesDaily cases for LA County by neighborhood
https://github.com/ANRGUSC/covid19_risk_estimation/blob/master/data/Covid-19.csv
githubopen sourceUSC
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AppleMobility dataPopulation mobility patters defined by: walking mobility trends, public transportation mobility trends, and driving mobility trends in LA County communities.
https://covid19.apple.com/mobility
manual downloadUmich1Umich3
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GoogleMobility dataPopulation mobility patterns defined by mobility trends for: retail and recreation areas, groceries and pharmies, public parks and outdoor areas, residential areas, transit stations, and workplaces. These trends are measured by percentage from baseline. This means that mobility changes for each day are compared to a baseline value (the median) for the corresponding day of the week during a given 5-day period.
https://www.google.com/covid19/mobility/
cloud storageUmich1Umich3
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LA TimesDaily casesDaily cases for LA County by neighborhood. These files come from a continual Times survey of California's 58 county health agencies and three city agencies. The figures are typically ahead of the totals compiled by California's Department of Public Health. By polling local agencies, The Times database also gathers some information not provided by the state. The system has won praise from public health officials, who do not dispute its method of data collection.
https://raw.githubusercontent.com/datadesk/california-coronavirus-data/master/latimes-place-totals.csv
https://github.com/datadesk/california-coronavirus-data
githubUmich1Umich3
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US Census Bureau
Median household incomeMedian Household Income by Zip Code, Los Angeles County, 2018
http://www.laalmanac.com/employment/em12c.php
web pageUmich1Umich3
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UMich GitHubPopulationPopulation by ZIP
https://github.com/skasralikar/Risk-Score-1-UMichZJU/blob/master/data/input/LApopulation.csv
https://github.com/sharding1023/Springboard-Capstone-Project
githubUmich1Umich3
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SafeGraphCore PlacesBase information about a point of interest (POI) such as location name, address and brand association for top ~5,500 national brands.
https://www.safegraph.com/
APIproprietaryRPI
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SafeGraphWeekly PatternSee Monthly Places Patterns, but aggregated and delivered weekly. USA only. For weeks that ended on or after 2020-06-24. The date paths are {delivery_year}/{delivery_month}/{delivery_day}/{delivery_hour}/{name}-part{partnumber}.csv.gz . For the range covered, please use the `date_range_start` and `date_range_end` columns.
https://www.safegraph.com/
APIproprietaryRPI
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Safe GraphPOI area squaresquare feet area of each POI
s3://sg-c19-response/geo-supplement/May2020Release/SafeGraphPlacesGeoSupplementSquareFeet.csv.gz <your_local_path> --profile safegraphws --endpoint https://s3.wasabisys.com
APIproprietaryRPI
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LA CountyCases and Deaths by City/CommunityCases and Deaths by City/Community
http://dashboard.publichealth.lacounty.gov/covid19_surveillance_dashboard/
manual downloadopen sourceRPI
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LA CountyPersons Tested and Positive Persons Tested by City/CommunityPersons Tested and Positive Persons Tested by City/Community
http://dashboard.publichealth.lacounty.gov/covid19_surveillance_dashboard/
manual downloadopen sourceRPI
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USC GitHubPeople DensityPeople Density
https://github.com/ANRGUSC/covid19_risk_estimation
githubRPI
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1Point3AcresCases, Deaths, Recovered, TestsGeneral numbers by county
https://coronavirus.1point3acres.com/en
web page
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USC GitHubpopulation people population for each neighborhood
https://github.com/ANRGUSC/covid19_risk_estimation/blob/master/data/population.json
githubUSC
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City of LA Geohub
US County COVID data US County Time Series
https://lahub.maps.arcgis.com/home/item.html?id=4e0dc873bd794c14b7bd186b4b5e74a2
web page
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City of LA Geohub
LA City COVID dataLA City Time Series
https://lahub.maps.arcgis.com/home/item.html?id=1d1e4679a94e43e884b97a0488fc04cf#overview
web page
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City of LA Geohub
LA County COVID casesLA County COVID case counts
https://lahub.maps.arcgis.com/home/item.html?id=55c2f06850fd46508be313de03b3a591#overview
web page
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City of LA Geohub
Metropolitan COVID dataMetropolitan Statistical Area (MSA) COVID Comparison
https://lahub.maps.arcgis.com/home/item.html?id=b37e229b71dc4c65a479e4b5912ded66
web page
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CDCCDC COVID Data TrackerMaps, charts, and data provided by the CDC
https://covid.cdc.gov/covid-data-tracker/?CDC_AA_refVal=https%3A%2F%2Fwww.cdc.gov%2Fcoronavirus%2F2019-ncov%2Fcases-updates%2Fcases-in-us.html#cases
web page
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WHOCOVID-19 Weekly Epidemiological Update and Weekly Operation Update/ COVID-19 DashboardBubble maps, heat maps, data tables, and multipe graphs of new cases, confirmed cases and deaths provided by country
https://covid19.who.int/
https://www.who.int/emergencies/diseases/novel-coronavirus-2019/situation-reports
web page
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LA County Department of Public Health
LA County Department of Public Health data residential(nursing home) data, neighborhood data, etc/ LA County Public Health Dashboard
http://publichealth.lacounty.gov/media/coronavirus/locations.htm
http://dashboard.publichealth.lacounty.gov/covid19_surveillance_dashboard/
web page
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travel data
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healthcare data
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hospital data
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contact tracing
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JHUJHU Interactive COVID DashboardGlobal COVID-19 cases, deaths, etc interactive Dashboard
https://coronavirus.jhu.edu/map.html
web page
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Facebook/Google/CMU
Symptom dataAPI available to getting symptom data in locations
https://delphi.cmu.edu
API
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GoogleGoogle Places APIGoogle Places API
https://developers.google.com/places/web-service/intro
API
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YelpYelp API and Open Datasetvery detailed information, including reviews, hours, takeout status, etc.
https://www.yelp.com/dataset
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GCPCOVID-19 Public Datasets In an effort to help combat COVID-19, we created a COVID-19 Public Datasets program to make data more accessible to researchers, data scientists and analysts. The program will host a repository of public datasets that relate to the COVID-19 crisis and make them free to access and analyze. These include datasets from the New York Times, European Centre for Disease Prevention and Control, Google, Global Health Data from the World Bank, and OpenStreetMap.
https://console.cloud.google.com/marketplace/product/bigquery-public-datasets/covid19-public-data-program?_ga=2.31904510.-1758462944.1599065426&pli=1
cloud storage
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Open Data Network
Open Data NetworkSocrata introduced the Open Data Network, an initiative powered by machine learning designed to foster data-centered collaboration between governments and the private sector. Governments at each level have the same kinds of data - crime data, transit data, 311 service incident data, expenditure data.
http://opendatanetwork.com/
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SocrataSocrata Discovery APIThe Socrata data platform hosts tens of thousands of government datasets. Governments large and small publish data on crime, permits, finance, healthcare, research, performance, and more for citizens to use. While this large corpus of government data is already accessible via opendatanetwork.com, this API opens up the Socrata corpus of government data for automated searching, research, and exploration.
https://socratadiscovery.docs.apiary.io/#
APIopen source
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MTATransport in New York CityWe’re keeping this page up to date with systemwide ridership and traffic estimates for subways, buses, Long Island Rail Road, Metro-North Railroad, Access-A-Ride, and Bridges and Tunnels. You can see changes over the past seven days, as well as get a sense of how ridership and traffic differs this year versus last year. You can also download all the data for each agency that we have published on this page. We will generally update the page on weekdays, excluding holidays, with the prior day's figures. At times, data issues may delay the updates.

https://new.mta.info/coronavirus/ridership
web pageopen source
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BTSAir flight data
https://www.bts.gov/topics/airlines-and-airports-0
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StreetlightStreetlight mobility datavehicle miles traveled data from Streetlight
https://www.streetlightdata.com/vmt-monitor-by-county/
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