Add Mol multi-zone operational validation

scripts/run_operator_hard_negative_detection_matrix.sh

@@ -146,9 +146,14 @@ with output_path.open("w", encoding="utf-8") as handle:
                 background_category = "reference_aoi"
         if requested_categories and background_category not in requested_categories:
             continue
+        bbox = sample.get("wgs84_bbox") or []
+        if len(bbox) != 4:
+            raise SystemExit(f"Background sample has no valid wgs84_bbox: {sample_slug}")
+        bbox_csv = ",".join(str(float(value)) for value in bbox)
+        municipality = str(sample.get("municipality") or "")
         handle.write(
             f"{sample_slug}\t{raster_path}\t{sample_role}\t{allow_empty_reference}\t"
-            f"{reference_count}\t{background_category}\n"
+            f"{reference_count}\t{background_category}\t{bbox_csv}\t{municipality}\n"
         )
         selected += 1
 
@@ -263,8 +268,12 @@ echo "Tile overlaps: ${tile_overlaps_normalized}"
 echo "Thresholds: ${thresholds_normalized}"
 echo "Output: ${HARD_NEGATIVE_OUTPUT_DIR}"
 
-while IFS=$'\t' read -r sample_slug raster_path sample_role allow_empty_reference reference_feature_count background_category; do
+while IFS=$'\t' read -r sample_slug raster_path sample_role allow_empty_reference reference_feature_count background_category wgs84_bbox municipality; do
   echo "-- Background sample ${sample_slug}: role=${sample_role} category=${background_category} allow_empty_reference=${allow_empty_reference} reference_features=${reference_feature_count} --"
+  project_region="Kempen"
+  if [ "${municipality,,}" = "mol" ]; then
+    project_region="Mol, Kempen"
+  fi
   while IFS=$'\t' read -r model_request tile_size tile_overlap threshold run_label; do
     sample_output_dir="${HARD_NEGATIVE_OUTPUT_DIR}/${sample_slug}"
     mkdir -p "${sample_output_dir}"
@@ -278,17 +287,17 @@ while IFS=$'\t' read -r sample_slug raster_path sample_role allow_empty_referenc
 
     {
       echo "sample=${sample_slug} model=${model_request} tile=${tile_size} overlap=${tile_overlap} threshold=${threshold}"
-      "${PYTHON_BIN}" - "${tmp_dir}/project_request.json" "${sample_slug}" "${model_request}" "${threshold}" <<'PY'
+      "${PYTHON_BIN}" - "${tmp_dir}/project_request.json" "${sample_slug}" "${model_request}" "${threshold}" "${project_region}" <<'PY'
 import json
 import sys
 from datetime import datetime, timezone
 
-path, sample_slug, model_request, threshold = sys.argv[1:5]
+path, sample_slug, model_request, threshold, project_region = sys.argv[1:6]
 stamp = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%SZ")
 payload = {
     "name": f"GeoIntel hard-negative {sample_slug} {model_request} {threshold} {stamp}",
     "description": "Operator hard-negative validation: raster upload, tiling, configured YOLO detection count, no QA reference.",
-    "region": "Kempen",
+    "region": project_region,
 }
 with open(path, "w", encoding="utf-8") as handle:
     json.dump(payload, handle)
@@ -300,6 +309,29 @@ PY
       require_json_data "${tmp_dir}/project.json"
       project_id="$(json_field "${tmp_dir}/project.json" "data.id")"
 
+      "${PYTHON_BIN}" - "${tmp_dir}/area_request.json" "${sample_slug} background AOI" "${wgs84_bbox}" <<'PY'
+import json
+import sys
+
+path, area_name, bbox_raw = sys.argv[1:4]
+minx, miny, maxx, maxy = [float(value.strip()) for value in bbox_raw.split(",")]
+if minx >= maxx or miny >= maxy:
+    raise SystemExit("Background AOI bbox minimum values must be smaller than maximum values")
+ring = [[minx, miny], [maxx, miny], [maxx, maxy], [minx, maxy], [minx, miny]]
+payload = {
+    "name": area_name,
+    "crs": "EPSG:4326",
+    "geometry": {"type": "MultiPolygon", "coordinates": [[ring]]},
+}
+with open(path, "w", encoding="utf-8") as handle:
+    json.dump(payload, handle)
+PY
+      curl -fsS -X POST "${BASE_URL%/}/api/v1/projects/${project_id}/areas" \
+        -H "Content-Type: application/json" \
+        --data-binary "@${tmp_dir}/area_request.json" > "${tmp_dir}/area.json"
+      require_json_data "${tmp_dir}/area.json"
+      area_id="$(json_field "${tmp_dir}/area.json" "data.id")"
+
       curl -fsS -X POST "${BASE_URL%/}/api/v1/projects/${project_id}/datasets/upload" \
         -F "file=@${raster_path}" \
         -F "dataset_type=raster" \
@@ -407,6 +439,7 @@ PY
         "${tile_overlap}" \
         "${threshold}" \
         "${project_id}" \
+        "${area_id}" \
         "${raster_dataset_id}" \
         "${manifest_path}" \
         "${analysis_run_id}" \
@@ -430,6 +463,7 @@ import sys
     tile_overlap,
     threshold,
     project_id,
+    area_id,
     raster_dataset_id,
     manifest_path,
     analysis_run_id,
@@ -437,7 +471,7 @@ import sys
     detections_list_count,
     tile_count,
     run_log,
-) = sys.argv[1:20]
+) = sys.argv[1:21]
 
 detections = int(detection_count)
 listed = int(detections_list_count)
@@ -456,6 +490,7 @@ summary = {
     "tile_overlap": int(tile_overlap),
     "threshold": float(threshold),
     "project_id": project_id,
+    "area_id": area_id,
     "raster_dataset_id": raster_dataset_id,
     "manifest_path": manifest_path,
     "analysis_run_id": analysis_run_id,