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David Herzog
Missouri School of Journalism and NICAR
   Locating the data

   Obtaining the data

   Evaluating the data

   Working with the data

   Visualizing the data
 “Database state of mind”


 Data has to exist. Where?
  Online
  Offline
 Government websites
  Data.gov
  U.S. Census Bureau
  FDIC
  Missouri Data Portal
  Missouri Accountability Portal
 U.S. agency FOIA pages
  Drug Enforcement Administration


 NGO sites
  Right-to-Know Network
  OpenMissouri.org
  NICAR database library
  ALA state agency databases wiki
 Commercial services
  Socrata
  Infochimps
  Geocommons
  Foreclosure Radar
  Oil Price Information Service
  Search Systems
  Junar
 Academic data catalogs
  ICPSR


 Forms
  Forms.gov
  Web forms
   ▪ Columbia parade permits
 Records retention schedules


 Reports
  State auditor
  U.S. Government Accountability Office
  U.S. Inspectors General
 Google advanced search
  Look for data files
  Look for key words
  Look only on government sites
 Data entry
   In the field
   At the office


 Printouts/reports


 Inspection forms
 Download it


 Write or request a scraper with ScraperWiki


 Convert a PDF with
   CometDocs
   Zamzar


 Just ask for it
 U.S. Freedom of Information Act
  Passed in 1966
  Amended in 1996 to include electronic records


 State open-records statutes
  Missouri Sunshine Law
 Get the roadmap!
  Record layout
  File layout
  Data dictionary
  Code sheet


 Metadata
  Data about the data
 Look at it immediately when you get it
  It is what you asked for/expected?
  How many rows/records of data?
  Is the file format OK?
 Does it look too good to be true?
 Beware of missing information
 Who collected the information?
 How? What are their methods?
 Why?
 What is their agenda?
 Who supports them financially or otherwise?
 Notepad++ for PCs
 TextMate for Mac
 Always keep original file


 Never overwrite data columns


 Tools
   Spreadsheets
   Database managers
   Google Refine
   Programming languages
 Raw numbers, without context, rarely are
 interesting.

 Ask: Compared to what?
 Raw (amount) change
   New-Original


 Percent change
   Change/Original


 Per capita rates
   Per person
   Per x people
 Percent of total
   Individual/Total


 Ratio
   Apples/oranges


 Averages
   Mean
   Median
 Be curious!
 Cut out small slices
 Spreadsheets for simple math and
  comparisons
 Spreadsheets for pivot tables
 Database managers for more robust analysis
 Always ask: Is this correct?
 Online software platforms


 Desktop software
 Contact David Herzog at


  herzogd@missouri.edu
  Twitter: @davidherzog

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A crash course in data for information graphics

  • 1. David Herzog Missouri School of Journalism and NICAR
  • 2. Locating the data  Obtaining the data  Evaluating the data  Working with the data  Visualizing the data
  • 3.  “Database state of mind”  Data has to exist. Where?  Online  Offline
  • 4.  Government websites  Data.gov  U.S. Census Bureau  FDIC  Missouri Data Portal  Missouri Accountability Portal
  • 5.  U.S. agency FOIA pages  Drug Enforcement Administration  NGO sites  Right-to-Know Network  OpenMissouri.org  NICAR database library  ALA state agency databases wiki
  • 6.  Commercial services  Socrata  Infochimps  Geocommons  Foreclosure Radar  Oil Price Information Service  Search Systems  Junar
  • 7.  Academic data catalogs  ICPSR  Forms  Forms.gov  Web forms ▪ Columbia parade permits
  • 8.  Records retention schedules  Reports  State auditor  U.S. Government Accountability Office  U.S. Inspectors General
  • 9.  Google advanced search  Look for data files  Look for key words  Look only on government sites
  • 10.
  • 11.  Data entry  In the field  At the office  Printouts/reports  Inspection forms
  • 12.  Download it  Write or request a scraper with ScraperWiki  Convert a PDF with  CometDocs  Zamzar  Just ask for it
  • 13.  U.S. Freedom of Information Act  Passed in 1966  Amended in 1996 to include electronic records  State open-records statutes  Missouri Sunshine Law
  • 14.  Get the roadmap!  Record layout  File layout  Data dictionary  Code sheet  Metadata  Data about the data
  • 15.  Look at it immediately when you get it  It is what you asked for/expected?  How many rows/records of data?  Is the file format OK?
  • 16.  Does it look too good to be true?  Beware of missing information  Who collected the information?  How? What are their methods?  Why?  What is their agenda?  Who supports them financially or otherwise?
  • 17.  Notepad++ for PCs  TextMate for Mac
  • 18.
  • 19.
  • 20.
  • 21.  Always keep original file  Never overwrite data columns  Tools  Spreadsheets  Database managers  Google Refine  Programming languages
  • 22.  Raw numbers, without context, rarely are interesting.  Ask: Compared to what?
  • 23.  Raw (amount) change  New-Original  Percent change  Change/Original  Per capita rates  Per person  Per x people
  • 24.  Percent of total  Individual/Total  Ratio  Apples/oranges  Averages  Mean  Median
  • 25.  Be curious!  Cut out small slices  Spreadsheets for simple math and comparisons  Spreadsheets for pivot tables  Database managers for more robust analysis  Always ask: Is this correct?
  • 26.  Online software platforms  Desktop software
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.  Contact David Herzog at  herzogd@missouri.edu  Twitter: @davidherzog