thinkingmachines / unicef-ai4d-poverty-mapping

UNICEF AI4D Relative Wealth Mapping Project - datasets, models, and scripts for building relative wealth estimation models across Southeast Asia (SEA)

https://thinkingmachines.github.io/unicef-ai4d-poverty-mapping

MIT License

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Cross country rollout - Thailand #160

Closed tm-jace-peralta closed 1 year ago

tm-jace-peralta commented 1 year ago

What does this PR contain?

Output for https://github.com/thinkingmachines/unicef-ai4d-poverty-mapping/issues/132

Adds notebooks for generating the populated grids for Thailand 2_th_generate_grids.ipynb and rolling out the cross-country model over this grid 2_vn_rollout_model.ipynb . The output contains (1) the relative wealth index and (2) binned wealth category from A-E
Saves populated grids as 2023-02-21-th-rollout-grids.geojson
Saves model rollout outputs as 2023-02-21-th-rollout-output.geojson

Notes on Thailand run

Rollout was done over 78254 grids
- First time runtimes
Task Runtime

Grid generation 15 mins

Generate features 89 mins
Before pushing, I had to remove all of the output of the cells with .explore in 2_th_rollout_model.ipynb, except the cell that generates the Predicted Wealth Index. This was done to fit Github's 100 MB file limit

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tm-jace-peralta commented 1 year ago

Closing to consolidate all cross country PRs in https://github.com/thinkingmachines/unicef-ai4d-poverty-mapping/pull/161