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Abhishek Rathore 
Senior Scientist (Biometrics) 
Email: a.rathore@cgiar.org 
Data Management, Analysis & Sharing (ICRISAT) 
CGIAR Research Program on DrylandSystems 
29thSeptember, 2014, Dubai, UAE
DATA 
Experiments/ Research Station/ FPVS / FLD / LAB / Baseline Survey /Adoption Surveys and etc… AND Kept in IBP/FieldBooks, Agrobaseand etc. 
Data Processing: 
•Curation 
•Analysis 
•Interpretation 
•Publication 
After that? 
•Case 1: Archival / Storage of Data  
•Case 2: Forgot, Lying in xlsfiles & Die with time  
•Case 3: Case 1 () but no sharing () 
Data Sharing? 
Usual Project Dataflow
Most CommonRequests by email? 
–Maynotfindwhenrequested(After3- 4years)!!! 
–Verynarrowuserbasefordata 
–OnlyactiveGooglersmayfindyou(ThroughPublications?) 
–Highprobabilityofdataloss! 
We Share Data!
DATA 
Experiments/ Research Station/ FPVS / FLD / LAB / Baseline Survey /Adoption Surveys and etc… AND Kept in IBP/FieldBooks, Agrobaseand etc. 
Data Processing: 
•Curation 
•Analysis 
•Interpretation 
•Publication 
After that? 
•Case 1: Archival / Storage of Data  
•Case 2: Forgot, Lying in xlsfiles & Die with time  
•Case 3: Case 1 () but no sharing () 
Data Sharing? 
Data Sharing? 
Research Resources & Generated Data Not Used to 
Full Potential !
ICRISAT Data Management Strategy 
Data Curators 
Data Manager
Desired Way 
•MustHaves 
–Sharedinonlinerepositories 
–AccessibletoeverybodyasIPG 
–DataQualityEnsured 
–HighStandersofDataCuration 
–CompressedFiles/RawData 
–LinkstoPublications 
•Goodtohave 
–SummaryTables(variousperspectives) 
–DataQueryingTool 
–SaySuccessStory 
–PointtoLessonLearned 
–Showimpact 
We Share Data! 
60-70% Time 
GIGO
Data Quality: Little Complicated 
–SupervisedAlgorithms/Scripts 
•SAS,R,GenStat 
–Leverage 
–Cook’sD 
–ResidualAnalysis 
–DiagnosticPlots 
–Rep/Season-Rep/Seasondifference 
–TextPatternSearch 
–OtherDatasepecific
Wish to have… 
•Auserfriendlybrowse-ableonlinesystem 
–Givesinformationinaglance 
–GraphicalrepresentationofStory 
–Completeinsightintodata 
•WithavailabilityofRaw/Meandata 
•Subsetselectionanddownload 
•Maintenancefree(PIsubmits&forget),Cloude? 
•Usercontroloverwhatisbeingshared? 
–Canshareonlyfewvarietiesforfewlocation 
•Andinwhatform(*.xls,jpeg,pdfetc? 
We Share Data!
Achieved !!!
Must Have 
CRP-DS Dataverse
ICRISAT DataverseNetwork -Open Source
ICRISAT DataverseNetwork -Open Source
ICRISAT DataverseNetwork -Open Source
Database @ ICRISAT Projects 
Tropical Legumes-II
1 year more education 
Double the months 
on the farm per year 
The Simultaneous Triple-View of any data: Table, Map, Chart
Malawi Baseline Survey: 
Crop Utilization
Tanzania Baseline Survey: 
Crop Utilization
TL-II Trials (Station/FPVS)
India & Bangladesh Trials 
Comparing LOCAL variety performance summary.
Improved Varieties 
Summary of Improved Variety Performance
Create LOCAL and IMPROVED 
Summary Variables
Calculate Comparisons: 
Improved to Local Performance Ratio
Database @ ICRISAT Projects 
HOPE
Grain Yield 
Village wise 
local vsImproved varieties
Follow-up (Pooled over Districts) 
local vsImproved varieties
Follow-up (Year Wise) 
local vsImproved varieties 
Download selected Subset of data
Follow-up (Year Wise) 
local vsImproved varieties 
Precipitation 
Download selected Subset of data
Good & Wish to Have 
CRP-DS aWhere
Quantity of Fertilizer Used: http://apps.awhere.com/reader/Default.aspx?id=wSSIU7DkTE6L6O-enOxanQ 
Income Comparison: http://apps.awhere.com/reader/Default.aspx?id=KFCQG-O3e0i9lQsbbwerjA 
Economy: 
http://apps.awhere.com/reader/Default.aspx?id=VwkQAtCdAEmIRPOZiHN94w 
Land Size: 
http://apps.awhere.com/reader/Default.aspx?id=ThKD4aciLEGkYksBFDaszg 
Crop Input/OutputDistance: 
http://apps.awhere.com/reader/Default.aspx?id=7pxWd3P3N0GKdjseBnq31A
Thanks… 
For more details please contact: 
Dr. Abhishek Rathore 
a.rathore@cgiar.org

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Data management, Analysis, and Sharing

  • 1. Abhishek Rathore Senior Scientist (Biometrics) Email: a.rathore@cgiar.org Data Management, Analysis & Sharing (ICRISAT) CGIAR Research Program on DrylandSystems 29thSeptember, 2014, Dubai, UAE
  • 2. DATA Experiments/ Research Station/ FPVS / FLD / LAB / Baseline Survey /Adoption Surveys and etc… AND Kept in IBP/FieldBooks, Agrobaseand etc. Data Processing: •Curation •Analysis •Interpretation •Publication After that? •Case 1: Archival / Storage of Data  •Case 2: Forgot, Lying in xlsfiles & Die with time  •Case 3: Case 1 () but no sharing () Data Sharing? Usual Project Dataflow
  • 3. Most CommonRequests by email? –Maynotfindwhenrequested(After3- 4years)!!! –Verynarrowuserbasefordata –OnlyactiveGooglersmayfindyou(ThroughPublications?) –Highprobabilityofdataloss! We Share Data!
  • 4. DATA Experiments/ Research Station/ FPVS / FLD / LAB / Baseline Survey /Adoption Surveys and etc… AND Kept in IBP/FieldBooks, Agrobaseand etc. Data Processing: •Curation •Analysis •Interpretation •Publication After that? •Case 1: Archival / Storage of Data  •Case 2: Forgot, Lying in xlsfiles & Die with time  •Case 3: Case 1 () but no sharing () Data Sharing? Data Sharing? Research Resources & Generated Data Not Used to Full Potential !
  • 5. ICRISAT Data Management Strategy Data Curators Data Manager
  • 6. Desired Way •MustHaves –Sharedinonlinerepositories –AccessibletoeverybodyasIPG –DataQualityEnsured –HighStandersofDataCuration –CompressedFiles/RawData –LinkstoPublications •Goodtohave –SummaryTables(variousperspectives) –DataQueryingTool –SaySuccessStory –PointtoLessonLearned –Showimpact We Share Data! 60-70% Time GIGO
  • 7. Data Quality: Little Complicated –SupervisedAlgorithms/Scripts •SAS,R,GenStat –Leverage –Cook’sD –ResidualAnalysis –DiagnosticPlots –Rep/Season-Rep/Seasondifference –TextPatternSearch –OtherDatasepecific
  • 8. Wish to have… •Auserfriendlybrowse-ableonlinesystem –Givesinformationinaglance –GraphicalrepresentationofStory –Completeinsightintodata •WithavailabilityofRaw/Meandata •Subsetselectionanddownload •Maintenancefree(PIsubmits&forget),Cloude? •Usercontroloverwhatisbeingshared? –Canshareonlyfewvarietiesforfewlocation •Andinwhatform(*.xls,jpeg,pdfetc? We Share Data!
  • 10. Must Have CRP-DS Dataverse
  • 14. Database @ ICRISAT Projects Tropical Legumes-II
  • 15. 1 year more education Double the months on the farm per year The Simultaneous Triple-View of any data: Table, Map, Chart
  • 16. Malawi Baseline Survey: Crop Utilization
  • 17. Tanzania Baseline Survey: Crop Utilization
  • 19. India & Bangladesh Trials Comparing LOCAL variety performance summary.
  • 20. Improved Varieties Summary of Improved Variety Performance
  • 21. Create LOCAL and IMPROVED Summary Variables
  • 22. Calculate Comparisons: Improved to Local Performance Ratio
  • 23. Database @ ICRISAT Projects HOPE
  • 24. Grain Yield Village wise local vsImproved varieties
  • 25. Follow-up (Pooled over Districts) local vsImproved varieties
  • 26. Follow-up (Year Wise) local vsImproved varieties Download selected Subset of data
  • 27. Follow-up (Year Wise) local vsImproved varieties Precipitation Download selected Subset of data
  • 28. Good & Wish to Have CRP-DS aWhere
  • 29.
  • 30. Quantity of Fertilizer Used: http://apps.awhere.com/reader/Default.aspx?id=wSSIU7DkTE6L6O-enOxanQ Income Comparison: http://apps.awhere.com/reader/Default.aspx?id=KFCQG-O3e0i9lQsbbwerjA Economy: http://apps.awhere.com/reader/Default.aspx?id=VwkQAtCdAEmIRPOZiHN94w Land Size: http://apps.awhere.com/reader/Default.aspx?id=ThKD4aciLEGkYksBFDaszg Crop Input/OutputDistance: http://apps.awhere.com/reader/Default.aspx?id=7pxWd3P3N0GKdjseBnq31A
  • 31. Thanks… For more details please contact: Dr. Abhishek Rathore a.rathore@cgiar.org