SlideShare a Scribd company logo
1 of 12
Download to read offline
pyWaPOR
Bert Coerver
• Python package. (install with pip)
• Run ETLook.
• Download & prepare
ETLook inputs.
pyWaPOR
• Can be applied globally.
• Custom parameterisation.
• Use and combine different
input datasets.
• Open source code. (check bitbucket)
pyWaPOR
pyWaPOR
pre_et_look et_look
pre_se_root se_root
Workflow
• Download data
• Reproject
• Smooth (Whittaker)
• Sharpen (pyDMS)
• Gapfill
• Interpolate & Composite
• Calculate E, T & Biomass
Prod. from Inputs
• Landsat 5,7,8 & 9
• Sentinel 2 & 3
• VIIRS
• MODIS
• ERA5, GEOS5, MERRA2
• CHIRPS
• Copernicus DEM
and more...
Datasets
Smoothing
Eilers, Paul H. C. “A Perfect
Smoother.” Analytical
Chemistry 75, no. 14 (July 1,
2003): 3631–36.
Smoothing
Eilers, Paul H. C. “A Perfect
Smoother.” Analytical
Chemistry 75, no. 14 (July 1,
2003): 3631–36.
Sharpening
Gao, Feng, William Kustas, and Martha Anderson. “A Data Mining Approach for Sharpening Thermal Satellite Imagery over Land.” Remote
Sensing 4, no. 11 (October 26, 2012): 3287–3319. https://doi.org/10.3390/rs4113287.
Trapezoid Method
Yang, Yuting, Huade Guan, Di Long, Bing Liu, Guanghua Qin, Jun Qin, and Okke Batelaan. “Estimation of Surface Soil Moisture from Thermal
Infrared Remote Sensing Using an Improved Trapezoid Method.” Remote Sensing 7, no. 7 (June 24, 2015): 8250–70.
https://doi.org/10.3390/rs70708250.
Running pyWaPOR
• Installation can be
challenging for some.
‣ Create "install.exe"?
• Using Python is a big barrier
to entry.
‣ Create a GUI?
• Unstable data servers.
• Lots of interest.
• Servers for v3 datasets seem
more stable.
• Calculate ET, NPP and WP at high resolutions.
• Easily create data-cubes in netCDF format.
• Use download tools or bring your own data.
• Experiment with and adjust the model parameters.
Conclusions
Documentation
https://www.fao.org/aquastat/py-wapor/index.html
Repository
https://bitbucket.org/cioapps/pywapor/src/master/
Questions/Issues
bert.coerver@fao.org

More Related Content

Similar to pyWaPOR - Bert Coerver - FAO - 5 May 2023

Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on Hive
Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on HiveFaster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on Hive
Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on HiveDataWorks Summit/Hadoop Summit
 
Open-source from/in the enterprise: the RDKit
Open-source from/in the enterprise: the RDKitOpen-source from/in the enterprise: the RDKit
Open-source from/in the enterprise: the RDKitGreg Landrum
 
Chemical Databases and Open Chemistry on the Desktop
Chemical Databases and Open Chemistry on the DesktopChemical Databases and Open Chemistry on the Desktop
Chemical Databases and Open Chemistry on the DesktopMarcus Hanwell
 
Using Oracle Big Data Discovey as a Data Scientist's Toolkit
Using Oracle Big Data Discovey as a Data Scientist's ToolkitUsing Oracle Big Data Discovey as a Data Scientist's Toolkit
Using Oracle Big Data Discovey as a Data Scientist's ToolkitMark Rittman
 
Python in the Hadoop Ecosystem (Rock Health presentation)
Python in the Hadoop Ecosystem (Rock Health presentation)Python in the Hadoop Ecosystem (Rock Health presentation)
Python in the Hadoop Ecosystem (Rock Health presentation)Uri Laserson
 
SensorThings API webinar-#4-Connect Your Sensor
SensorThings API webinar-#4-Connect Your SensorSensorThings API webinar-#4-Connect Your Sensor
SensorThings API webinar-#4-Connect Your SensorSensorUp
 
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...Ray Schwartz
 
Introduction to Galaxy and RNA-Seq
Introduction to Galaxy and RNA-SeqIntroduction to Galaxy and RNA-Seq
Introduction to Galaxy and RNA-SeqEnis Afgan
 
i5k Workspace Workshop - AGS2017
i5k Workspace Workshop - AGS2017i5k Workspace Workshop - AGS2017
i5k Workspace Workshop - AGS2017Monica Poelchau
 
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...Databricks
 
Dilip Shah_Resume
Dilip Shah_ResumeDilip Shah_Resume
Dilip Shah_ResumeDilip Shah
 
Python Awareness for Exploration and Production Students and Professionals
Python Awareness for Exploration and Production Students and ProfessionalsPython Awareness for Exploration and Production Students and Professionals
Python Awareness for Exploration and Production Students and ProfessionalsYohanes Nuwara
 
Open Source Visualization of Scientific Data
Open Source Visualization of Scientific DataOpen Source Visualization of Scientific Data
Open Source Visualization of Scientific DataMarcus Hanwell
 
Talavant Data Lake Analytics
Talavant Data Lake Analytics Talavant Data Lake Analytics
Talavant Data Lake Analytics Sean Forgatch
 
Big data from the LHC commissioning: practical lessons from big science - Sim...
Big data from the LHC commissioning: practical lessons from big science - Sim...Big data from the LHC commissioning: practical lessons from big science - Sim...
Big data from the LHC commissioning: practical lessons from big science - Sim...jaxLondonConference
 
The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...Ken Karapetyan
 

Similar to pyWaPOR - Bert Coerver - FAO - 5 May 2023 (20)

Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on Hive
Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on HiveFaster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on Hive
Faster, Faster, Faster: The True Story of a Mobile Analytics Data Mart on Hive
 
Open-source from/in the enterprise: the RDKit
Open-source from/in the enterprise: the RDKitOpen-source from/in the enterprise: the RDKit
Open-source from/in the enterprise: the RDKit
 
Chemical Databases and Open Chemistry on the Desktop
Chemical Databases and Open Chemistry on the DesktopChemical Databases and Open Chemistry on the Desktop
Chemical Databases and Open Chemistry on the Desktop
 
Using Oracle Big Data Discovey as a Data Scientist's Toolkit
Using Oracle Big Data Discovey as a Data Scientist's ToolkitUsing Oracle Big Data Discovey as a Data Scientist's Toolkit
Using Oracle Big Data Discovey as a Data Scientist's Toolkit
 
Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...
 
Python in the Hadoop Ecosystem (Rock Health presentation)
Python in the Hadoop Ecosystem (Rock Health presentation)Python in the Hadoop Ecosystem (Rock Health presentation)
Python in the Hadoop Ecosystem (Rock Health presentation)
 
SensorThings API webinar-#4-Connect Your Sensor
SensorThings API webinar-#4-Connect Your SensorSensorThings API webinar-#4-Connect Your Sensor
SensorThings API webinar-#4-Connect Your Sensor
 
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...
Application of EZProxy logs, Voyager’s Patron Database, MySQL, and ColdFusion...
 
An intro to Azure Data Lake
An intro to Azure Data LakeAn intro to Azure Data Lake
An intro to Azure Data Lake
 
Introduction to Galaxy and RNA-Seq
Introduction to Galaxy and RNA-SeqIntroduction to Galaxy and RNA-Seq
Introduction to Galaxy and RNA-Seq
 
The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...
 
i5k Workspace Workshop - AGS2017
i5k Workspace Workshop - AGS2017i5k Workspace Workshop - AGS2017
i5k Workspace Workshop - AGS2017
 
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...
Experience of Running Spark on Kubernetes on OpenStack for High Energy Physic...
 
2015 bioinformatics bio_python
2015 bioinformatics bio_python2015 bioinformatics bio_python
2015 bioinformatics bio_python
 
Dilip Shah_Resume
Dilip Shah_ResumeDilip Shah_Resume
Dilip Shah_Resume
 
Python Awareness for Exploration and Production Students and Professionals
Python Awareness for Exploration and Production Students and ProfessionalsPython Awareness for Exploration and Production Students and Professionals
Python Awareness for Exploration and Production Students and Professionals
 
Open Source Visualization of Scientific Data
Open Source Visualization of Scientific DataOpen Source Visualization of Scientific Data
Open Source Visualization of Scientific Data
 
Talavant Data Lake Analytics
Talavant Data Lake Analytics Talavant Data Lake Analytics
Talavant Data Lake Analytics
 
Big data from the LHC commissioning: practical lessons from big science - Sim...
Big data from the LHC commissioning: practical lessons from big science - Sim...Big data from the LHC commissioning: practical lessons from big science - Sim...
Big data from the LHC commissioning: practical lessons from big science - Sim...
 
The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...The RSC chemical validation and standardization platform, a potential path to...
The RSC chemical validation and standardization platform, a potential path to...
 

More from WaPOR

Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023
Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023
Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023WaPOR
 
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023WaPOR
 
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023WaPOR
 
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023WaPOR
 
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023WaPOR
 
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023WaPOR
 
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR
 
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdf
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdfWaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdf
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdfWaPOR
 
The upgrade of LARI app by MT Abi Saab
The upgrade of LARI app by MT Abi SaabThe upgrade of LARI app by MT Abi Saab
The upgrade of LARI app by MT Abi SaabWaPOR
 
Using ICT to improve water productivity introduction by Amgad Elmahdi
Using ICT to improve water productivity introduction by Amgad ElmahdiUsing ICT to improve water productivity introduction by Amgad Elmahdi
Using ICT to improve water productivity introduction by Amgad ElmahdiWaPOR
 
ICT tools in Lebanon needs assessment results by Marie-Helene Nassif
ICT tools in Lebanon needs assessment results by Marie-Helene NassifICT tools in Lebanon needs assessment results by Marie-Helene Nassif
ICT tools in Lebanon needs assessment results by Marie-Helene NassifWaPOR
 
The start of LARI app by Ihab Jomaa
The start of LARI app by Ihab JomaaThe start of LARI app by Ihab Jomaa
The start of LARI app by Ihab JomaaWaPOR
 

More from WaPOR (12)

Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023
Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023
Capacity Bulding - Marloes Mul - IHE Delft - 3 May 2023
 
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 03 May 2023
 
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023
WaPOR 2- Compendium of solutions - Petra Schmitter - IWMI - 05 May 2023
 
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023
WaPOR Portal v2.1 - Karl Morteo - FAO - 5 May 2023
 
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023
Sharing experiences using WaPOR data - Marloes Mul - IHE Delft - 5 May 2023
 
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023
WaPOR Phase 2 updates - Livia Peiser - FAO - 3 May 2023
 
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
 
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdf
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdfWaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdf
WaPOR version 3 - Annemarie Klaasse - eLeaf - 05 May 2023.pdf
 
The upgrade of LARI app by MT Abi Saab
The upgrade of LARI app by MT Abi SaabThe upgrade of LARI app by MT Abi Saab
The upgrade of LARI app by MT Abi Saab
 
Using ICT to improve water productivity introduction by Amgad Elmahdi
Using ICT to improve water productivity introduction by Amgad ElmahdiUsing ICT to improve water productivity introduction by Amgad Elmahdi
Using ICT to improve water productivity introduction by Amgad Elmahdi
 
ICT tools in Lebanon needs assessment results by Marie-Helene Nassif
ICT tools in Lebanon needs assessment results by Marie-Helene NassifICT tools in Lebanon needs assessment results by Marie-Helene Nassif
ICT tools in Lebanon needs assessment results by Marie-Helene Nassif
 
The start of LARI app by Ihab Jomaa
The start of LARI app by Ihab JomaaThe start of LARI app by Ihab Jomaa
The start of LARI app by Ihab Jomaa
 

Recently uploaded

Hungry? Snack on these edible native plants
Hungry? Snack on these edible native plantsHungry? Snack on these edible native plants
Hungry? Snack on these edible native plantsDeidre Pike
 
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YY
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YYDETAILED-LESSON-PLAN FORMAT DOCUMENTS YY
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YYImilyAcma
 
GRADE 10 QUARTER 4 WEEK 2 Cook Meat Cuts
GRADE 10 QUARTER 4 WEEK 2 Cook Meat CutsGRADE 10 QUARTER 4 WEEK 2 Cook Meat Cuts
GRADE 10 QUARTER 4 WEEK 2 Cook Meat CutsKattieAlisonMacatugg1
 
Julian Helou's Exquisite Journey Through Thai Cuisine
Julian Helou's Exquisite Journey Through Thai CuisineJulian Helou's Exquisite Journey Through Thai Cuisine
Julian Helou's Exquisite Journey Through Thai CuisineJulianHelou1
 
Organic Farming in Focus- Rodale’s Generational Perspective.pdf
Organic Farming in Focus- Rodale’s Generational Perspective.pdfOrganic Farming in Focus- Rodale’s Generational Perspective.pdf
Organic Farming in Focus- Rodale’s Generational Perspective.pdfStephen Gleave
 
2024 Safari Supper in Kingsnympton, North Devon
2024 Safari Supper in Kingsnympton, North Devon2024 Safari Supper in Kingsnympton, North Devon
2024 Safari Supper in Kingsnympton, North DevonMartinPailthorpe
 
Jelovnik Bistro Pivnica Pivnica 2024 godina
Jelovnik Bistro Pivnica Pivnica 2024 godinaJelovnik Bistro Pivnica Pivnica 2024 godina
Jelovnik Bistro Pivnica Pivnica 2024 godinaEmaTomek
 

Recently uploaded (7)

Hungry? Snack on these edible native plants
Hungry? Snack on these edible native plantsHungry? Snack on these edible native plants
Hungry? Snack on these edible native plants
 
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YY
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YYDETAILED-LESSON-PLAN FORMAT DOCUMENTS YY
DETAILED-LESSON-PLAN FORMAT DOCUMENTS YY
 
GRADE 10 QUARTER 4 WEEK 2 Cook Meat Cuts
GRADE 10 QUARTER 4 WEEK 2 Cook Meat CutsGRADE 10 QUARTER 4 WEEK 2 Cook Meat Cuts
GRADE 10 QUARTER 4 WEEK 2 Cook Meat Cuts
 
Julian Helou's Exquisite Journey Through Thai Cuisine
Julian Helou's Exquisite Journey Through Thai CuisineJulian Helou's Exquisite Journey Through Thai Cuisine
Julian Helou's Exquisite Journey Through Thai Cuisine
 
Organic Farming in Focus- Rodale’s Generational Perspective.pdf
Organic Farming in Focus- Rodale’s Generational Perspective.pdfOrganic Farming in Focus- Rodale’s Generational Perspective.pdf
Organic Farming in Focus- Rodale’s Generational Perspective.pdf
 
2024 Safari Supper in Kingsnympton, North Devon
2024 Safari Supper in Kingsnympton, North Devon2024 Safari Supper in Kingsnympton, North Devon
2024 Safari Supper in Kingsnympton, North Devon
 
Jelovnik Bistro Pivnica Pivnica 2024 godina
Jelovnik Bistro Pivnica Pivnica 2024 godinaJelovnik Bistro Pivnica Pivnica 2024 godina
Jelovnik Bistro Pivnica Pivnica 2024 godina
 

pyWaPOR - Bert Coerver - FAO - 5 May 2023

  • 2. • Python package. (install with pip) • Run ETLook. • Download & prepare ETLook inputs. pyWaPOR • Can be applied globally. • Custom parameterisation. • Use and combine different input datasets. • Open source code. (check bitbucket)
  • 4. pyWaPOR pre_et_look et_look pre_se_root se_root Workflow • Download data • Reproject • Smooth (Whittaker) • Sharpen (pyDMS) • Gapfill • Interpolate & Composite • Calculate E, T & Biomass Prod. from Inputs
  • 5. • Landsat 5,7,8 & 9 • Sentinel 2 & 3 • VIIRS • MODIS • ERA5, GEOS5, MERRA2 • CHIRPS • Copernicus DEM and more... Datasets
  • 6. Smoothing Eilers, Paul H. C. “A Perfect Smoother.” Analytical Chemistry 75, no. 14 (July 1, 2003): 3631–36.
  • 7. Smoothing Eilers, Paul H. C. “A Perfect Smoother.” Analytical Chemistry 75, no. 14 (July 1, 2003): 3631–36.
  • 8. Sharpening Gao, Feng, William Kustas, and Martha Anderson. “A Data Mining Approach for Sharpening Thermal Satellite Imagery over Land.” Remote Sensing 4, no. 11 (October 26, 2012): 3287–3319. https://doi.org/10.3390/rs4113287.
  • 9. Trapezoid Method Yang, Yuting, Huade Guan, Di Long, Bing Liu, Guanghua Qin, Jun Qin, and Okke Batelaan. “Estimation of Surface Soil Moisture from Thermal Infrared Remote Sensing Using an Improved Trapezoid Method.” Remote Sensing 7, no. 7 (June 24, 2015): 8250–70. https://doi.org/10.3390/rs70708250.
  • 11. • Installation can be challenging for some. ‣ Create "install.exe"? • Using Python is a big barrier to entry. ‣ Create a GUI? • Unstable data servers. • Lots of interest. • Servers for v3 datasets seem more stable.
  • 12. • Calculate ET, NPP and WP at high resolutions. • Easily create data-cubes in netCDF format. • Use download tools or bring your own data. • Experiment with and adjust the model parameters. Conclusions Documentation https://www.fao.org/aquastat/py-wapor/index.html Repository https://bitbucket.org/cioapps/pywapor/src/master/ Questions/Issues bert.coerver@fao.org