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February 13, 2023
How Can Public Data Help Your
Organization?
An introduction to
DataCommons.org
To build a dynamic bridge that leverages technology
to enable connections and innovative solutions
for a more equitable planet.
3 © TechSoup Global. All Rights Reserved.
Guests
Héc Maldonado-Reis
Tech Impact
Ramanathan Guha
Google
4 © TechSoup Global. All Rights Reserved.
Héc Maldonado-Reis
Director, Research Development & Analytics at the
Tech Impact Data Innovation Lab
Tech Impact
How Can Public Data Help
Your Organization?
An Introduction to DataCommons.org
Héc Maldonado-Reis
Director, Data Innovation Lab, Tech Impact
Héc oversees Research Development and Analytics at Tech Impact's
Data Lab, levering data and technology for social good.
The Data Lab convenes non-profit, government and industry partners
across diverse sectors (from education and healthcare to housing and
workforce development) on matters spanning from data governance &
strategy to data modeling & reporting.
6
7
Development Operations
Engagement
Social
Policy
---------------------- Programs ----------------------
Prescribe
Predict
Describe
Diagnose
8
9
Data collection
Process enhancement
Operating
Evaluating outcomes
Tracking project
progress
Reporting
Resource allocation
New ventures
Targeting
10
New e-mail
From
Survey
tool?
Subject
contains
”Chronic"?
Save to
SharePoint
Terminate
E-mail
confirmation
Terminate
Yes Yes
No No
Operating
11
Reporting
12
Targeting
Héc Maldonado-Reis (hec@techimpact.org)
Thank you!
13
14 © TechSoup Global. All Rights Reserved.
Ramanathan Guha
Google Fellow
Google
Data Commons
https://datacommons.org
Context
There is a lot of data …
From census (US, India, UK, …), RBI, USGS, BLS, BEA, UDISE, World Bank,
Eurostat, NOAA, EPA, EIA, NCIS, IPCC, CDC, HHS, HUD, HURDAT, …
This data is essential
For science, journalism, policy and our users
Using this data is extremely painful
Forage for data, track down assumptions, clean, normalize, join, costly
data wrangling repeated over and over again
Analogy with Satellite Imagery and Google Earth/Maps
From search for datasets,
download, clean,
normalize, join …
to
Just ask in Natural
Language
Our goal for data
CA counties most
at food risk from
climate change?
Census
BLS
HURDAT
NOAA
CDC
WHO
IPCC OECD
Aggregated
Normalized
Knowledge
Graph
World Bank
EIA
EPA
APIS
Journalists
Students Researchers
Search, News Cloud
What we have built: Code
Open source:
- GCP infrastructure for creating, storing, serving, KG
- Visualization tools
In Google’s Search Stack: Integration with Google search
What we have built: Data
People & places, …
- Demographics: Census (US, India, …) , Eurostat, …
- Economics: BLS, BEA, WorldBank, …
- Health: CDC, DEA, WHO, ICD, …
- Food, Crime, Education, Elections, Trade, …
Climate Change & Sustainability:
- Climate: IPCC, EPA, HURDAT, NOAA
- Energy: EIA, NREL, …
- Water, Agriculture: USGS, WRIS (India), USDA, FAO
- Emissions: EPA, EIA, ..
3.5+ Billion time series
1.7 trillion triples
2.4 M places
100+ k variables
3x search KG
5x FRED
Application: In Google Search
NL interface in Google search
Energy use per capita in India
CO2 emissions in Sweden
Number of unemployed in California
Population growth rate in Germany
Fertility rate in bangladesh
Number of poor hispanic women in Santa Clara
Application: Helping Community Service Organizations
Two facets
The Physical World: shelters, food distribution, …
The Information World
Understanding who is most at what kind of risk
Reducing waste
Carbon accounting
There are many inequities
Fraction of
population
with
Disabilities
Percentage
of population
with Diabetes
Without
Health
Insurance
New factors such as climate change
Climate change is not as
simple as 1.5 vs 2 degree.
Climate deltas vary widely
across places
Jobs
Temperature,
Humidity
Air Quality
Disasters
Employment,
Wages, …
Energy
Farming,
Water
BLS, BEA
Census, HUD,
Fannie Mae
EIA,
NREL
Census
USDA, FWS,
USGS
NOAA
NCWG
HURDAT
IPCC, NASA, NOAA, EPA
CDC,
DEA
NCES
Food
Health
Shelter
Housing
Pre-existing
health
conditions
Demographics
Education
To identify who is most
at risk, we need data
about data about
health, food, farming,
water, climate,
employment, …
Messy Data Ecosystems
Migration
The Mission
- `Organize and make easily accessible’ all this data for everyone
- researchers, policy folks, administrators, students … all of our users!
- Data Commons is the base data layer for many applications
- Different interfaces, data augmentations, ML tools and more
- From many different companies, universities, …
- This ‘base data layer’ is open and built together with other players from
industry, academia and government (like html, schema.org, etc.)
Many topics already in and many more coming
Climate, Water, Agriculture, Air quality
Fuels, Energy Production
Natural Disasters (Storms, fires, floods, …)
Mortality causes, Poverty, Social Benefits
Education (K-12 and college)
Employment & labor markets, Businesses
Housing, Commute, Insurance, Disabilities, Immigration, Crime
Example
Todd & Oglala Lakota
counties, SD
McKinley, NM
Heat vs Cardiac conditions --- who is in most danger?
Todd & Oglala Lakota
counties, SD
Oglala Lakota County --- other vulnerability factors
High rate of uninsured High Level of Poverty Fewer homes per capita
Oglala Lakota County --- the bigger picture
Low labor force participation Low levels of college edu. Very young!
Many Data Commons, one schema, one API
- different topics, different ACLs, free vs paid, …
An overlay, on top of which
both the overlay and base
Data Commons can be
accessed with the same,
single API - overlaid data
could be private or
semi-public or …
Feeding America Data Commons
CA counties most at food risk from rising temperatures
Imperial
Siskiyou
Trinity
San Mateo
Santa Clara
Humboldt
Del Norte
Learn more … datacommons.org
Collaborate with us!
Q&A
43 © TechSoup Global. All Rights Reserved.
● Learn more:
https://blog.techsoup.org/posts/introducing-data-commons-to-civil-society
● Join the conversation:
Email us at datacommons@techsoup.org
How can Data Commons work for you?

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How Can Public Data Help Your Organization? An Introduction to DataCommons.org