2020 BIG DATA CG Labs Use Cases

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CGLabs use cases Ani Ghosh, Prakash Jha, Julian Ramirez-Villegas Digital Dynamism for Adaptive Food Systems CGIAR Big Data in Agriculture Convention 2020 October 21, 2020

Government & Nonprofit

What is CGLabs?
For users
• A portable workstation
• Access to terminals or
notebooks with git
integrations
For system admins
Complete Jupyterhub
experience without the
complicated setup

CGLabs
CGIAR data
mapped into
GARDIAN
1. CCAFS-Climate
2. MapSPAM
3. HC27…
Other datasets
available in the internet
My own or my
Center’s local
data
Link
Download
SFTP transfer/Filezilla
1. CHIRPS
2. SoilGrids
3. …
BVI-CIAT DV
IFPRI’s DV
…
Data
Computing resource
Cloud resource
(AWS, GCP, Azure)
Local Cluster
at my center
Code sharing
GitHub

Use case: Crop suitability prediction
Challenges
i) Downloading past and future climate data with
slow internet speed
ii) Process 100s of simulation models (ecocrop,
random forest) with 40+crops and climate
scenario combinations
ecocrop
download

Use case: Crop suitability prediction
Changes in common bean suitability (A) current; (B) Future
Kenya Ethiopia

Use case: Yield prediction at scale
Challenge
WOFOST/DSSAT simulation with large
number of parameters
wofost
DSSAT

Wheat yield potential (WOFOST)
Use case: Yield prediction at scale
Effect of varying planting dates on bean yield (DSSAT)

Is it customizable?
• Yes! Check out https://github.com/SCiO-systems/cgspatial-notebook
• Need to add more R or Python packages?
Add your r-install command here
install.packages(“terra”)

What would we like to see in the future?
• Hardware-native docker install with ----
• Automatic connection to storage (S3, GCS or local file systems)
• Shared storage between users
• Cluster (e.g. Kubernetes) support
• Ability to auto-scale in the cloud
• Choice of selecting Spot/Preemptible Instances to reduce your cost

Thank you!
Ani Ghosh
Agriculture Risk Data Scientist
A.Ghosh@cgiar.org

What's hot

Google Slideshow

TrishaS

Precisition Agriculture - (Stephan Vormbrock, CLAAS)

The European GNSS Agency (GSA)

We have teamed up together with our clients, partners and suppliers to bring you a series of six webinars that you can join and exchange experiences on transforming your buildings to low carbon.. Our experienced team have been working in energy intensive buildings including laboratories, engineering workshops and also in modern office buildings. In the second webinar in the series we will cover our integrated project management and ROI tool. Tracking projects is vital in a large reduction project. BSL will show you how to use the project tool and to set up the "live return on investment" tracker. Topics covered: - Introducing Smart Meter data into a project record - Linking the ROI* tool into the Project Tracker - Managing multiple projects across many buildings - Planning the project business case - Tracking project delivery - Reports - Demonstration of our toolset

Project management presentation 27th november 2013

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Fc presentations glynn_electron_club_aug13_v5

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Climate Watch and PREPdata are new, innovative and data-centered platforms designed to increase the transparency of and access to data to empower informed and efficient decision-making on adapting to and mitigating climate change. The event included a walk-through of Climate Watch and the PREP platforms, focusing on the scope and concept of the two tools and how they can benefit adaptation and resilience practitioners, particularly those in vulnerable regions such as small island developing states (SIDS).

Global Data to Build Climate Resilience and Drive Action

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2020 BIG DATA CG Labs Use Cases

1. CGLabs use cases Ani Ghosh, Prakash Jha, Julian Ramirez-Villegas Digital Dynamism for Adaptive Food Systems CGIAR Big Data in Agriculture Convention 2020 October 21, 2020

2. What is CGLabs? For users • A portable workstation • Access to terminals or notebooks with git integrations For system admins Complete Jupyterhub experience without the complicated setup

3. CGLabs CGIAR data mapped into GARDIAN 1. CCAFS-Climate 2. MapSPAM 3. HC27… Other datasets available in the internet My own or my Center’s local data Link Download SFTP transfer/Filezilla 1. CHIRPS 2. SoilGrids 3. … BVI-CIAT DV IFPRI’s DV … Data Computing resource Cloud resource (AWS, GCP, Azure) Local Cluster at my center Code sharing GitHub

4. Use case: Crop suitability prediction Challenges i) Downloading past and future climate data with slow internet speed ii) Process 100s of simulation models (ecocrop, random forest) with 40+crops and climate scenario combinations ecocrop download

5. Use case: Crop suitability prediction Changes in common bean suitability (A) current; (B) Future Kenya Ethiopia

6. Use case: Yield prediction at scale Challenge WOFOST/DSSAT simulation with large number of parameters wofost DSSAT

7. Wheat yield potential (WOFOST) Use case: Yield prediction at scale Effect of varying planting dates on bean yield (DSSAT)

8. Is it customizable? • Yes! Check out https://github.com/SCiO-systems/cgspatial-notebook • Need to add more R or Python packages? Add your r-install command here install.packages(“terra”)

9. What would we like to see in the future? • Hardware-native docker install with ---- • Automatic connection to storage (S3, GCS or local file systems) • Shared storage between users • Cluster (e.g. Kubernetes) support • Ability to auto-scale in the cloud • Choice of selecting Spot/Preemptible Instances to reduce your cost

10. Thank you! Ani Ghosh Agriculture Risk Data Scientist A.Ghosh@cgiar.org

2020 BIG DATA CG Labs Use Cases

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2020 BIG DATA CG Labs Use Cases