Sudan Darfur data and mapping #387
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
|
Check out this pull request on See visual diffs & provide feedback on Jupyter Notebooks. Powered by ReviewNB |
for more information, see https://pre-commit.ci
for more information, see https://pre-commit.ci
…into update-Sudan-data
for more information, see https://pre-commit.ci
|
Forgot to mention 2023 V4 now uses data starting from March 2023 |
for more information, see https://pre-commit.ci
|
@ivanzvonkov Do you plan to update this with your new area estimation GEE code? |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Datasets
This PR processes the latest data from CEO as of 2024-02-14 for Sudan Darfur.
The anonymized reference samples used in GEE are saved directly in maps/Sudan folder:
Reference Sample Distribution
I investigated label distributions across different regions and years here: https://github.com/nasaharvest/crop-mask/blob/update-Sudan-data/maps/Sudan/Darfur_2022_2023_label_distribution.ipynb
Here's a summary table
New 2022 Mask (V3)
I used 40% of points from GedarefDarfurAlJazirah2022 to train the model, and 60% for evaluation.
The mask was created with this script: https://github.com/nasaharvest/crop-mask/blob/update-Sudan-data/maps/Sudan/Darfur_2022_mask
The asset is stored here: https://code.earthengine.google.com/?asset=users/izvonkov/Sudan/Darfur2022_cropmask_v3
The script now outputs per region confusion matrices (unweighted by area)
New 2023 Mask (V4)
Used 40% of points GedarefDarfurAlJazirah2023 to train model, and 60% for evaluation.
Added more crop corrective labels to this one too.
The mask was created with this script: https://github.com/nasaharvest/crop-mask/blob/update-Sudan-data/maps/Sudan/Darfur_2023_mask
The asset is stored here: https://code.earthengine.google.com/?asset=users/izvonkov/Sudan/Darfur2023_cropmask_v4
Here are the confusion matrices for this one
Map has a little bit of trouble with West Darfur in this year.
Area Estimation + Confidence Interval in GEE
I thought it'd be convenient to compute area in GEE to speed up reporting.
Initial script here: https://github.com/nasaharvest/crop-mask/blob/update-Sudan-data/maps/Sudan/Darfur_area_estimate
This script could use a serious review
Area Estimate Output