From 1ebd0091aac865983f6262d779eeee153b00a408 Mon Sep 17 00:00:00 2001 From: Caleb Robinson Date: Mon, 2 Nov 2026 14:35:12 +0100 Subject: [PATCH 1/2] add explainer video --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index 8bd1b7d..c28aee5 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,10 @@ PaPPI (Protocol-aware Prediction-Powered Inference) estimates a crop map's macro-F1 or accuracy across its deployment area, with a confidence interval. It uses biased field labels and unlabeled deployment points. Crop maps are usually evaluated on labels collected near roads or in a few survey areas, so their reported scores can overstate performance across the area they cover. +Watch the [PaPPI explainer video](https://opendata.aiforgood.ai/videos/pappi-ppi-explainer.mp4). + +https://github.com/user-attachments/assets/0cdb3407-373c-40a7-b2dc-8b19ca6da28c + ![audit output](docs/audit_output.svg) ## Setup From 21ad754270c3283a4b9fadff2f9aa57d56510f2d Mon Sep 17 00:00:00 2001 From: Caleb Robinson Date: Mon, 2 Nov 2026 14:42:32 +0100 Subject: [PATCH 2/2] Reorganize README and update audit output image Updated README to move audit output image and improve structure. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index c28aee5..adfdd11 100644 --- a/README.md +++ b/README.md @@ -6,8 +6,6 @@ Watch the [PaPPI explainer video](https://opendata.aiforgood.ai/videos/pappi-ppi https://github.com/user-attachments/assets/0cdb3407-373c-40a7-b2dc-8b19ca6da28c -![audit output](docs/audit_output.svg) - ## Setup PaPPI requires Python 3.10 or newer. @@ -48,6 +46,8 @@ Audit a trained model with labeled rows that it has never seen: $ pappi audit test_and_deploy.csv --model my_model.joblib ``` +![audit output](docs/audit_output.svg) + ## Input Each row represents one sample. Rows with a `label` form the labeled set. Rows with an empty `label` must be a uniform sample of the deployment population. `--label` changes the label column name, and `--features` changes the feature-column prefix.