Code-Review.md

@@ -78,6 +78,7 @@ The ML model predictions are compared to posterior overlap statistic results als
 * Machine learning with O3a and O3b events. Comparison to BLU.
 * subthreshold events?
 
+#### Top level scripts: train-test workflow, data generation workflow, ML predictions workflow.
 ## Package Scripts
 
 ### Data preparation
@@ -121,11 +122,12 @@ The ML model predictions are compared to posterior overlap statistic results als
 ## ML Predictions: O3 Real events, Data preparation, FAP computation, Comparison with BLU
 
 ### O3 analysis in git repo: [lensid-ml-o3](https://git.ligo.org/srashti.goyal/lensid-ml-o3)
-| Notebook | Short description | Status | git hash | Comment | final sign-off |
+| Notebook/Scripts | Short description | Status | git hash | Comment | final sign-off |
 |----------|-------------------|--------|----------|---------|----------------|
 | [download_data.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/blob/master/data_download_preparation/download_data.ipynb) | Notebook for downloading skymaps(.fits) from GraceDB and strain data from ligo servers using GWpy. | ------ | -------- | ------- | -------------- |
 | [data_prepare.py](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/blob/master/data_download_preparation/data_prepare.py) | Preparing Qtransform images, dataframes and skymaps for O3 real events given the event list and raw data downloaded from LIGO servers. Note: raw data on CIT is in  `/home/srashti.goyal/lensid-ml-o3/data_download_preparation/O3` | ------ | -------- | ------- | -------------- |
 | [ML_pred_O3.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o3/-/blob/master/O3_ML/ML_pred_O3.ipynb) | Notebook showing ML and BLU False positive probabilities for the O3 real events and comparison with BLU for O3a events. | ------ | -------- | ------- | -------------- |
+| [ml_predict_workflow.py] (https://git.ligo.org/srashti.goyal/lensid/-/blob/master/scripts/ml_predict_workflow.py) , [config_O3_events.yaml](https://git.ligo.org/srashti.goyal/lensid/-/blob/master/scripts/config_O3_events.yaml) | Script for computing ML predictions for a given event pairs in dataframe, their skymaps, Qtransforms and the trained ML models. Optionally computes the False Positive Probabilities given the background. It requires config file as input.   |--------|----------|---------|----------------|
 
 # Meetings