Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Utah, the greatest SMOG on earth. Harvesting data for air quality prediction. Presentation walks through simple data sources, data sources that required javascript packet gathering and scraping. Finally data sources that require reverse map to data conversions.

Daten & Analysen Reisen Sport

Ben Taylor @bentaylordata
Greatest snow on earth
SMOG
Finding data sources

HIREVUE | TALENT INTERACTION
Intel/Micron/Quant/HireVue
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION @BENTAYLORDATA
? Take a look and get inspired

HIREVUE | TALENT INTERACTION
Weather
Physical
Cultural
Traffic
Social
Health
Industry
Political
Other
@BENTAYLORDATA
Data Categories

HIREVUE | TALENT INTERACTION
Searching for
data
can get messy
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
Vertical Sounding http://weather.uwyo.edu/
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
Cultural / Physical
http://www.naturalearthdata.com/downloads/
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
All roads
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
All roads* density
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
All roads* length

HIREVUE | TALENT INTERACTION
All roads* major
@BENTAYLORDATA

River Distance*
Source: http://www.naturalearthdata.com/downloads/10m-cultural-vectors/
Calculate shortest distance
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION @BENTAYLORDATA

HIREVUE | TALENT INTERACTION @BENTAYLORDATA
No API? No problem!

HIREVUE | TALENT INTERACTION
Weather station data (demo)
http://mesowest.utah.edu/
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
Weather station data (demo)
http://mesowest.utah.edu/
@BENTAYLORDATA
http://mesowest.utah.edu/cgi-
bin/droman/mm_get_monitor_data.pl?state=UT&rawsflag=290&type=&orderby=n&day1=&month1=&year1=&time1=&time
obs=1&unit=&tzoffset=360&lat=39.78321267821705&lon=-
111.73095703125&radius=&product=&availoffset=3&checked=0&past=0&display=js

HIREVUE | TALENT INTERACTION
Proper Interpolation methods
Spatial interpolation (region “state”)
@BENTAYLORDATA
Nearest neighbor
Bicubic
Bootstrap EWMA
Physical Model

Unlocking closed source data
@BENTAYLORDATA

Annual wind data example
?
Coordinate system? Colors?
Known lat/long + values
@BENTAYLORDATA

Import nearest colormatch
@BENTAYLORDATA

Sanity Check
Original Map Transformed Map
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
Satellite Feed
http://www.ssd.noaa.gov/
http://www.firedetect.noaa.gov/viewer.htm
http://www.ssd.noaa.gov/goes/west/wfo/slc.html
@BENTAYLORDATA

HIREVUE | TALENT INTERACTION
Feedback/connect
@BEN TAYLOR DATA

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2. HIREVUE | TALENT INTERACTION Intel/Micron/Quant/HireVue @BENTAYLORDATA

3. HIREVUE | TALENT INTERACTION @BENTAYLORDATA ? Take a look and get inspired

4. HIREVUE | TALENT INTERACTION Weather Physical Cultural Traffic Social Health Industry Political Other @BENTAYLORDATA Data Categories

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14. River Distance* Source: http://www.naturalearthdata.com/downloads/10m-cultural-vectors/ Calculate shortest distance @BENTAYLORDATA

15. HIREVUE | TALENT INTERACTION @BENTAYLORDATA

16. HIREVUE | TALENT INTERACTION @BENTAYLORDATA No API? No problem!

17. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA

18. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA

19. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA

20. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA

21. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA http://mesowest.utah.edu/cgi- bin/droman/mm_get_monitor_data.pl?state=UT&rawsflag=290&type=&orderby=n&day1=&month1=&year1=&time1=&time obs=1&unit=&tzoffset=360&lat=39.78321267821705&lon=- 111.73095703125&radius=&product=&availoffset=3&checked=0&past=0&display=js

22. HIREVUE | TALENT INTERACTION Weather station data (demo) http://mesowest.utah.edu/ @BENTAYLORDATA

23. HIREVUE | TALENT INTERACTION Proper Interpolation methods Spatial interpolation (region “state”) @BENTAYLORDATA Nearest neighbor Bicubic Bootstrap EWMA Physical Model

24. HIREVUE | TALENT INTERACTION @BENTAYLORDATA No API? No problem!

25. Unlocking closed source data @BENTAYLORDATA

26. Annual wind data example ? Coordinate system? Colors? Known lat/long + values @BENTAYLORDATA

27. Import nearest colormatch @BENTAYLORDATA

28. Removes state lines/text

29. @BENTAYLORDATA

30. @BENTAYLORDATA

31. Sanity Check Original Map Transformed Map @BENTAYLORDATA

32. HIREVUE | TALENT INTERACTION Satellite Feed http://www.ssd.noaa.gov/ http://www.firedetect.noaa.gov/viewer.htm http://www.ssd.noaa.gov/goes/west/wfo/slc.html @BENTAYLORDATA

33. HIREVUE | TALENT INTERACTION Feedback/connect @BEN TAYLOR DATA

Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Utah, the greatest SMOG on earth. Harvesting data for air quality prediction