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DATA JOURNALISM 101 
MICHAEL J. BERENS | MBERENS@SEATTLETIMES.COM | @MJBERENS1 
1
2 
The Death Ray 
No piece of information is insignificant
3 
The Death Ray
4 
How to request data 
1 - Fixed Width 
2 - Delimited
5 
Preferred format: 
Comma delimited text file
COMMA DELIMITED “RAW” DATA 
6 
Text for slides is ARIAL (BODY) 36 PT
7
Field Number 
Variable 
Type 
Format 
Label 
Comment 
1 
SEQ_NO 
Char 
$10. 
Sequence Number 
Unique sequence number assigned to each record within a year. First four digits are the year of discharge. 
2 
REC_KEY 
Num 
11. 
Record Key 
Unique number assigned to each CHARS record. Added in 2003. 
3 
STAYTYPE 
Char 
$1 
Type of Stay 
1 = Inpatient 2 = Observation patient 
4 
HOSPITAL 
Char 
$4 
Hospital Number 
DOH assigned hospital number. Fourth character describes the Medicare certified unit type with: blank = acute care R = Rehabilitation unit P = Psychiatric unit S = Swing bed unit - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - A = Alcohol (discontinued after 1992) B = Bone marrow transplants (discontinued after 2000) E = Extended care (discontinued after 2001) H = Tacoma General & Group Health combined (discontinued after 1992) I = Group Health only at Tacoma General (discontinued after 1992) 
5 
LINENO 
Num 
3. 
Number of Reported Revenue Items Codes 
6 
ZIPCODE 
Char 
$5 
Patient's Zip Code 
99999 indicates the zip code is unknown. 99998 indicates homelessness (some homeless patients may have a zip code for a shelter or other temporary location). Blanks indicate non-U.S. residence. 
7 
STATERES 
Char 
$2 
State of Residence 
State abbreviation used by U.S. Postal Service. This is assigned from the zip code. Residents with zip code 99998 are assigned to Washington XX = invalid zip code or a non-U.S. residence.
REPORTING TIP 
Make a master copy 
12
REPORTING TIP 
Keep a log 
13
DELIMITED FILE 
14 
Text for slides is ARIAL (BODY) 36 PT
HUNTING DATABASE 
15 
Text for slides is ARIAL (BODY) 36 PT
OTHER TYPES OF DELIMITERS 
16
FIXED WIDTH 
17
FIXED WIDTH 
18
FPDS.GOV 
19
SEARCHING FOR MICROSOFT 
20
CSV = EXCEL FORMAT 
21
INSTANT DATABASE 17,583 RECORDS 
22
FDA.GOV 
23
24
WEB SCRAPING – COPY / PASTE 
25
WORKING WITH DATA 
SORT * FILTER * CALCULATIONS
THE TIP 
It’s hunting season, again, and your editor wants a daily story about this seasonal rite of passage. 
What is the most common type of injury? 
What day was the deadliest for hunters? 
How often is impairment (drugs / alcohol) a factor? 
And dozens of other questions 
“Interview the data”
HUNTING DATABASE
THE TIP 
•Sources say that football coaches routinely earn higher salaries than the most experienced teachers. 
•Anecdotally, it appears to be true but other sources say it’s an isolated issue. 
•How do you attack the story and QUANTIFY the issue conclusively – avoiding the he said, she said conundrum?
CALCULATIONS
Don’t be obsolete 
Journalism is a continuing education job 
31

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Data Journalism 101 - Michael J. Berens - Las Vegas NewsTrain - Oct. 10-11, 2014

  • 1. DATA JOURNALISM 101 MICHAEL J. BERENS | MBERENS@SEATTLETIMES.COM | @MJBERENS1 1
  • 2. 2 The Death Ray No piece of information is insignificant
  • 4. 4 How to request data 1 - Fixed Width 2 - Delimited
  • 5. 5 Preferred format: Comma delimited text file
  • 6. COMMA DELIMITED “RAW” DATA 6 Text for slides is ARIAL (BODY) 36 PT
  • 7. 7
  • 8. Field Number Variable Type Format Label Comment 1 SEQ_NO Char $10. Sequence Number Unique sequence number assigned to each record within a year. First four digits are the year of discharge. 2 REC_KEY Num 11. Record Key Unique number assigned to each CHARS record. Added in 2003. 3 STAYTYPE Char $1 Type of Stay 1 = Inpatient 2 = Observation patient 4 HOSPITAL Char $4 Hospital Number DOH assigned hospital number. Fourth character describes the Medicare certified unit type with: blank = acute care R = Rehabilitation unit P = Psychiatric unit S = Swing bed unit - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - A = Alcohol (discontinued after 1992) B = Bone marrow transplants (discontinued after 2000) E = Extended care (discontinued after 2001) H = Tacoma General & Group Health combined (discontinued after 1992) I = Group Health only at Tacoma General (discontinued after 1992) 5 LINENO Num 3. Number of Reported Revenue Items Codes 6 ZIPCODE Char $5 Patient's Zip Code 99999 indicates the zip code is unknown. 99998 indicates homelessness (some homeless patients may have a zip code for a shelter or other temporary location). Blanks indicate non-U.S. residence. 7 STATERES Char $2 State of Residence State abbreviation used by U.S. Postal Service. This is assigned from the zip code. Residents with zip code 99998 are assigned to Washington XX = invalid zip code or a non-U.S. residence.
  • 9.
  • 10.
  • 11.
  • 12. REPORTING TIP Make a master copy 12
  • 13. REPORTING TIP Keep a log 13
  • 14. DELIMITED FILE 14 Text for slides is ARIAL (BODY) 36 PT
  • 15. HUNTING DATABASE 15 Text for slides is ARIAL (BODY) 36 PT
  • 16. OTHER TYPES OF DELIMITERS 16
  • 21. CSV = EXCEL FORMAT 21
  • 24. 24
  • 25. WEB SCRAPING – COPY / PASTE 25
  • 26. WORKING WITH DATA SORT * FILTER * CALCULATIONS
  • 27. THE TIP It’s hunting season, again, and your editor wants a daily story about this seasonal rite of passage. What is the most common type of injury? What day was the deadliest for hunters? How often is impairment (drugs / alcohol) a factor? And dozens of other questions “Interview the data”
  • 29. THE TIP •Sources say that football coaches routinely earn higher salaries than the most experienced teachers. •Anecdotally, it appears to be true but other sources say it’s an isolated issue. •How do you attack the story and QUANTIFY the issue conclusively – avoiding the he said, she said conundrum?
  • 31. Don’t be obsolete Journalism is a continuing education job 31