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

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.

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Page 1: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Ben Taylor @bentaylordata

Greatest snow on earthSMOG

Finding data sources

Page 2: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

HIREVUE | TALENT INTERACTION

Intel/Micron/Quant/HireVue

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Page 3: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

HIREVUE | TALENT INTERACTION @BENTAYLORDATA

? Take a look and get inspired

Page 4: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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WeatherPhysicalCultural

TrafficSocialHealthIndustryPolitical

Other

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Data Categories

Page 5: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Searching for datacan get messy

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Page 6: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Vertical Sounding http://weather.uwyo.edu/

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Page 7: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Cultural / Physicalhttp://www.naturalearthdata.com/downloads/

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Page 8: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads

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Page 9: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads

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Page 10: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads

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Page 11: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads* density

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Page 12: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads* length

Page 13: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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All roads* major

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Page 14: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

River Distance*Source: http://www.naturalearthdata.com/downloads/10m-cultural-vectors/

Calculate shortest distance

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Page 15: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Page 16: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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No API? No problem!

Page 17: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Weather station data (demo)http://mesowest.utah.edu/

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Page 18: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Weather station data (demo)http://mesowest.utah.edu/

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Page 19: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Weather station data (demo)http://mesowest.utah.edu/

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Page 20: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

HIREVUE | TALENT INTERACTION

Weather station data (demo)http://mesowest.utah.edu/

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Page 21: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Weather station data (demo)http://mesowest.utah.edu/

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http://mesowest.utah.edu/cgi-bin/droman/mm_get_monitor_data.pl?state=UT&rawsflag=290&type=&orderby=n&day1=&month1=&year1=&time1=&timeobs=1&unit=&tzoffset=360&lat=39.78321267821705&lon=-111.73095703125&radius=&product=&availoffset=3&checked=0&past=0&display=js

Page 22: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Weather station data (demo)http://mesowest.utah.edu/

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Page 23: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Proper Interpolation methods Spatial interpolation (region “state”)

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Nearest neighborBicubicBootstrap EWMAPhysical Model

Page 24: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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No API? No problem!

Page 25: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Unlocking closed source data

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Page 26: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Annual wind data example

?

Coordinate system? Colors? Known lat/long + values

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Page 27: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Import nearest colormatch

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Page 28: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Removes state lines/text

Page 29: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Page 30: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Page 31: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

Sanity Check

Original Map Transformed Map

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Page 32: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Satellite Feedhttp://www.ssd.noaa.gov/http://www.firedetect.noaa.gov/viewer.htmhttp://www.ssd.noaa.gov/goes/west/wfo/slc.html

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Page 33: Utah, the greatest SMOG on earth. Harvesting data for air quality prediction

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Feedback/connect

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