working with raster time series
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Outline
What are raster time series data?
What can you do with them?
Why are they a challenge?
The technical it
Where can you get them?
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!e"initions
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Raster data
OS Terrain#$ !TM% &rown &opyright'dataase right ($)*. AnOrdnance Sur+ey',!-A supplied ser+ice.
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Combined!
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What are they?
http/''www.meto""ice.go+.uk
http://www.metoffice.gov.uk/http://www.metoffice.gov.uk/ -
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What are they?
Weather
Radar rain"all
Model outputs 0temp'precip'etc1
Satellites
Atmosphere
2and
&ryosphere
Ocean
Repeat 2i!AR
3ridded model outputs
http/''lca.usgs.go+'lca'a"ricalulc'approach.php
http://lca.usgs.gov/lca/africalulc/approach.phphttp://lca.usgs.gov/lca/africalulc/approach.php -
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Are they 4ust pictures?
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https/''meto""icenews.wordpress.com'tag'satellite5imagery'
https://metofficenews.wordpress.com/tag/satellite-imagery/https://metofficenews.wordpress.com/tag/satellite-imagery/ -
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What can you do?
http/''nsidc.org'data'myd)$a)MO!-S snowco+er6 #$$ m6 )57 Sept ($$(
http://nsidc.org/data/myd10a1http://nsidc.org/data/myd10a1 -
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What can you do?
http/''scottishsnow.wordpress.com'($)*'$8')*'ritish5hydrological5society5($)*5symposium5poster'
http://scottishsnow.wordpress.com/2014/09/14/british-hydrological-society-2014-symposium-poster/http://scottishsnow.wordpress.com/2014/09/14/british-hydrological-society-2014-symposium-poster/ -
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,asy9
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Why is this a challenge?
Two tiles co+er Scotland
Two MO!-S satellites pass e+ery day
)*:$ tiles per year...
Met O""ice radar rain"all
# min inter+al
(;; tiles a day9
http/''catalystn
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Tools
=rogramming language
3!A2
!ata container0s1
=lotting tool
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Work"low
!ownload dataset
Think time and disc space
File "ormat and repro4ection
Read into container
Analysis
Write results to container
=lot results
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Work"low
!ownload dataset
Think time and disc space
File "ormat and repro4ection
Read into container
Analysis
Write results to container
=lot results
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3!A2
File "ormat 0gdal>translate1 Merging 0gdal>merge.py1
Repro4ection 0gdalwarp1
ati+ely in =ython
se in R +ia
rgdal
gdaltils
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Analysis
r.mask select only areas o" interest
r.mapcalc general sums
Also good "or comining sources
r.stats summary o" raster
):) installed modules 0+:.*.#1
Write results to S2ite
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Bow?
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Some data sources
Met O""ice http/''www.meto""ice.go+.uk'climatechange'science'monitoring'ukcp$8'download'indeC.html
Dritish Atmospheric !ata &entre
http/''adc.nerc.ac.uk'home'indeC.html
,dina 0education only1
http/''edina.ac.uk'
ASA
http/''modis.gs"c.nasa.go+'data'dataprod'indeC.php
&entre "or ,cology and Bydrology
http/''eidchu.ceh.ac.uk'metadata'#dc)E8dc5":8(5*8a587(:5a:;87a#$7":e
http://www.metoffice.gov.uk/climatechange/science/monitoring/ukcp09/download/index.htmlhttp://badc.nerc.ac.uk/home/index.htmlhttp://edina.ac.uk/http://modis.gsfc.nasa.gov/data/dataprod/index.phphttp://eidchub.ceh.ac.uk/metadata/5dc179dc-f692-49ba-9326-a6893a503f6ehttp://eidchub.ceh.ac.uk/metadata/5dc179dc-f692-49ba-9326-a6893a503f6ehttp://modis.gsfc.nasa.gov/data/dataprod/index.phphttp://edina.ac.uk/http://badc.nerc.ac.uk/home/index.htmlhttp://www.metoffice.gov.uk/climatechange/science/monitoring/ukcp09/download/index.html -
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Many thanks
Guestions?
@MikeRSpencerscottishsnow.wordpress.com