jeff chen
chief data scientist
beyond open data:
the commerce data
usability project
star ying
data scientist
introduction
motivations
from open data to open knowledge
demos
closing
• Frontend Engineering
• Backend Engineering
• Data Science
format barriershift focus
likes, clicks, buys
format barriershift focus
societal issues
• how often is our software vulnerable?
• what can economists do to improve frequency
of demographic indicators?
• where should a nonprofit focus its resources?
• when is hail the most dangerous?
introduction
motivations
from open data to open knowledge
demos
closing
data.commerce.gov
data.commerce.gov
?
“general
public”
engineers researchers
policy makers
+ analysts
data.commerce.gov
“general
public”
engineers researchers
policy
makers
open datadata.commerce.gov
“general
public”
engineers researchers
policy
makers
data engineer climatologist policy analyst
$
economist …
.netcdf
.hdf5
.csv
.shp
.tiff
.bmp
.json
.xml
.csv
.tsv
.csv
.xls
.rda
.dta
.xls
.pdf
format barrierusage gap
knowledge gap
innovation in
your field
innovation
knowledge gap
data is often fit for a singular
purpose and wide spread
usability is not typically
considered
introduction
motivations
from open data to open knowledge
demos
closing
data usability ought to be
the data dissemination
priority.
a priority
• how often is our software vulnerable?
• what can economists do to improve frequency
of demographic indicators?
• where should a nonprofit focus its resources?
• when is hail the most dangerous?
Commerce
Data Usability
Project
commerce.gov/datausability
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01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011
01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000
01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001
01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000
a novel analysis or question posed to
the data
—
visually arresting graphics and
engagement with the public
—
open, free code and data for the
public to use
basic criteria
introduction
motivation
from open data to open knowledge
demos
closing
go to site
commerce.gov/datausability
introduction
motivation
from open data to open knowledge
demos
closing
Commerce
Data Usability
Project
commerce.gov/datausability
01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101
00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011
01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000
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01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001
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01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010
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01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011
01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000
01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001
01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000
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01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100
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00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111
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01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101
01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001
00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001
01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101
01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101
00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011
01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000
01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101
01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001
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01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111
01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010
01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000
01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100
01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011
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01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001
01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000
current contributing partners
seeking additional
contributing partners to build a robust
community
call for partners
jeff chen
jchen1@doc.gov
star ying
sying@doc.gov
want to contribute? contact us
directly or send a note to
datausability@doc.gov

Commerce Data Usability Project

  • 1.
    jeff chen chief datascientist beyond open data: the commerce data usability project star ying data scientist
  • 2.
    introduction motivations from open datato open knowledge demos closing
  • 7.
    • Frontend Engineering •Backend Engineering • Data Science
  • 8.
  • 9.
  • 10.
    • how oftenis our software vulnerable? • what can economists do to improve frequency of demographic indicators? • where should a nonprofit focus its resources? • when is hail the most dangerous?
  • 11.
    introduction motivations from open datato open knowledge demos closing
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
    data engineer climatologistpolicy analyst $ economist … .netcdf .hdf5 .csv .shp .tiff .bmp .json .xml .csv .tsv .csv .xls .rda .dta .xls .pdf format barrierusage gap
  • 18.
    knowledge gap innovation in yourfield innovation knowledge gap
  • 19.
    data is oftenfit for a singular purpose and wide spread usability is not typically considered
  • 20.
    introduction motivations from open datato open knowledge demos closing
  • 21.
    data usability oughtto be the data dissemination priority. a priority
  • 22.
    • how oftenis our software vulnerable? • what can economists do to improve frequency of demographic indicators? • where should a nonprofit focus its resources? • when is hail the most dangerous?
  • 23.
    Commerce Data Usability Project commerce.gov/datausability 01100011 0110111101101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000
  • 25.
    a novel analysisor question posed to the data — visually arresting graphics and engagement with the public — open, free code and data for the public to use basic criteria
  • 26.
    introduction motivation from open datato open knowledge demos closing
  • 27.
  • 28.
    introduction motivation from open datato open knowledge demos closing
  • 29.
    Commerce Data Usability Project commerce.gov/datausability 01100011 0110111101101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000 01110010 01101111 01101010 01100101 01100011 01101111 01101101 01101101 01100101 01110010 01100011 01100101 00100000 01100100 01100001 01110100 01100001 00100000 01110101 01110011 01100001 01100010 01101001 01101100 01101001 01110100 01111001 00100000 01110000
  • 30.
  • 31.
    seeking additional contributing partnersto build a robust community call for partners
  • 32.
    jeff chen jchen1@doc.gov star ying sying@doc.gov wantto contribute? contact us directly or send a note to datausability@doc.gov