From dc827dfad6971544bd22091d22d596c05b9e55fb Mon Sep 17 00:00:00 2001
From: Garry Bowlin <gsbowlin@gmail.com>
Date: Thu, 10 Oct 2024 15:55:32 +0000
Subject: [PATCH] remove fairness_audit documentation and stub, fix refresh on
 scores, remove update to config

---
 docs/reference/seismometer.rst                       | 1 -
 example-notebooks/binary-classifier/usage_config.yml | 4 ----
 src/seismometer/_api.py                              | 8 --------
 src/seismometer/report/fairness.py                   | 3 ++-
 4 files changed, 2 insertions(+), 14 deletions(-)

diff --git a/docs/reference/seismometer.rst b/docs/reference/seismometer.rst
index d2ec07d..14f71ff 100644
--- a/docs/reference/seismometer.rst
+++ b/docs/reference/seismometer.rst
@@ -32,7 +32,6 @@ Public API
    cohort_evaluation
    cohort_comparison_report
    cohort_list
-   fairness_audit
    feature_alerts
    feature_summary
    model_evaluation
diff --git a/example-notebooks/binary-classifier/usage_config.yml b/example-notebooks/binary-classifier/usage_config.yml
index 23d4571..e779c64 100644
--- a/example-notebooks/binary-classifier/usage_config.yml
+++ b/example-notebooks/binary-classifier/usage_config.yml
@@ -7,10 +7,6 @@ data_usage:
   # Output should be in the predictions table but target may be a display name of a windowed event
   primary_output: LGBM_score
   # This list defines available outputs for the model (scores)
-  outputs:
-   - LGBM_score
-   - LGBM_with_noise
-   - LGBM_with_big_noise
   primary_target: Readmitted within 30 Days
   # Predict time indicates the column for timestamp associated with the row
   predict_time: ScoringTime
diff --git a/src/seismometer/_api.py b/src/seismometer/_api.py
index 7a1692d..125a8ba 100644
--- a/src/seismometer/_api.py
+++ b/src/seismometer/_api.py
@@ -1541,14 +1541,6 @@ def __init__(self):
         super().__init__("Outcome / Intervention Analysis", plot_intervention_outcome_timeseries)
 
 
-@export
-def fairness_audit(metric_list: list[str] = None, fairness_threshold: float = 0.2):
-    """
-    Placeholder function for the fairness audit plot.
-    """
-    pass
-
-
 export(ExploreFairnessAudit)
 
 # endregion
diff --git a/src/seismometer/report/fairness.py b/src/seismometer/report/fairness.py
index b8fe30f..b2e215a 100644
--- a/src/seismometer/report/fairness.py
+++ b/src/seismometer/report/fairness.py
@@ -193,7 +193,7 @@ def binary_classifier_table_wrapper_function(
         pdh.event_score(
             sg.data(),
             sg.entity_keys,
-            score=score_column,
+            score=score,
             ref_event=sg.predict_time,
             aggregation_method=sg.event_aggregation_method(target_column),
         )
@@ -276,6 +276,7 @@ def __init__(
         ]
         if model_options_widget:
             v_children.insert(0, model_options_widget)
+            self.model_options_widget.observe(self._on_value_changed, names="value")
 
         super().__init__(
             children=[