{"qid": "T89", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0065'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 10.0, 'avg_order_fulfilment_rate_pct': 24.6, 'months_with_stockout': 0, 'issue_counts': {'FEFO_not_followed': 1}, 'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0065 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0065 (district_store): avg inventory accuracy 10.0%, avg fulfilment 24.6%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0065 (district_store): avg inventory accuracy 25.8%, avg fulfilment 24.6%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: looks fine.\nFACTS: WH_0065 (district_store): avg inventory accuracy 25.8%, avg fulfilment 24.6%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.9285714285714286, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 10.0, "avg_order_fulfilment_rate_pct": 24.6, "months_with_stockout": 0, "issue_counts": {"FEFO_not_followed": 1}, "uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0065"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T386", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0021'}) -> [{'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}]\n\nQ: does WH_0021 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0021). worst: WH_0021 (regional_warehouse, PPE_IPC_supplies), 0 facilities hit\nRECOMMENDATION: prioritize WH_0021 (regional_warehouse) first.", "rejected": "FACTS: 33.5 active stockouts (uid=regional_warehouse:WH_0021). worst: WH_0021 (regional_warehouse, PPE_IPC_supplies), 0 facilities hit\nRECOMMENDATION: prioritize WH_0021 (regional_warehouse) first.", "chosen_score": 1.0, "rejected_score": 0.9714285714285714, "tool_out": [{"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}], "scope": {"uid": "regional_warehouse:WH_0021"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T27", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 6, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 85.7}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0056', 'warehouse_id': 'WH_0056', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 62.5}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 50.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 50.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}], 'national_CMS': [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 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'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 38.1}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 37.5}, {'uid': 'regional_warehouse:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 36.8}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 36.4}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 9, 'backorder_rate_pct': 36.0}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 35.0}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}, {'uid': 'regional_warehouse:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 27.3}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 23.1}, {'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}]}}\n\nQ: compare backorder rates across tiers\nA:", "chosen": "FACTS: backorders by warehouse_level: district_store: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders; regional_warehouse: worst WH_0054 (laboratory_reagents) at 92.3%, 12 orders\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.", "rejected": "FACTS: backorders by warehouse_level: district_store: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders; regional_warehouse: worst WH_0054 (laboratory_reagents) at 92.3%, 12 orders Not entirely sure if this is complete.\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.\nFACTS: to repeat, the figure is 100.0. Again, 100.0 is the number.", "chosen_score": 1.0, "rejected_score": 0.9523809523809524, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}], "national_CMS": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": 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"WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T73", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 66, 'issue_counts': {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}}, 'national_CMS': {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 72, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}, 'regional_warehouse': {'dominant_issue': 'stock_record_discrepancy', 'count': 6, 'n_records': 72, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}}}}\n\nQ: compare why warehouses are failing across tiers\nA:", "chosen": "FACTS: most common issue by warehouse_level: district_store: theft_pilferage (6x); national_CMS: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: focus on the district_store group's most common issue first.", "rejected": "FACTS: most common issue by warehouse_level: district_store: theft_pilferage (6x); national_CMS: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x) Not sure if there's more to report here.\nRECOMMENDATION: focus on the district_store group's most common issue first.", "chosen_score": 0.8214285714285714, "rejected_score": 0.6785714285714286, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 66, "issue_counts": {"theft_pilferage": 6, "expired_stock": 6, "stock_record_discrepancy": 6, "temperature_excursion": 6, "FEFO_not_followed": 6, "damaged_goods": 6, "overstocking": 6, "receiving_error": 6, "understocking": 6, "dispatch_error": 6, "pest_infestation": 6}}, "national_CMS": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 72, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "regional_warehouse": {"dominant_issue": "stock_record_discrepancy", "count": 6, "n_records": 72, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 6, "theft_pilferage": 6, "understocking": 6, "expired_stock": 6, "overstocking": 6, "receiving_error": 6, "FEFO_not_followed": 6, "temperature_excursion": 6, "damaged_goods": 6, "dispatch_error": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T181", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0087'}) -> [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0087 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0087). worst: WH_0087 (district_store, vaccines), 2 facilities hit\nRECOMMENDATION: prioritize WH_0087 (district_store) first.", "rejected": "FACTS: 1 active stockouts (uid=district_store:WH_0087). worst: WH_0087 (district_store, vaccines), 2 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}], "scope": {"uid": "district_store:WH_0087"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T32", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 6, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 85.7}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0056', 'warehouse_id': 'WH_0056', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}, {'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 69.2}, {'uid': 'district_store:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 13, 'backorder_rate_pct': 65.0}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 9, 'backorder_rate_pct': 64.3}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 62.5}, {'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 54.5}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 53.3}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 9, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 38.1}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 9, 'backorder_rate_pct': 36.0}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 14, 'backorder_rate_pct': 26.4}, {'uid': 'national_CMS:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 10, 'backorder_rate_pct': 19.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 11.3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 5, 'backorder_rate_pct': 10.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 10.3}, {'uid': 'national_CMS:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 1, 'backorder_rate_pct': 2.0}], 'peri_urban': [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'regional_warehouse:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 92.3}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 12, 'backorder_rate_pct': 70.6}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 10, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 11, 'backorder_rate_pct': 61.1}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 9, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 52.9}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 41.2}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 37.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 36.4}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 35.0}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'regional_warehouse:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 23.1}, {'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}, {'uid': 'national_CMS:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 22.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 18.6}, {'uid': 'national_CMS:WH_0049', 'warehouse_id': 'WH_0049', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 17.4}, {'uid': 'national_CMS:WH_0020', 'warehouse_id': 'WH_0020', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 14.6}, {'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 9.8}, {'uid': 'national_CMS:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 9.3}]}}\n\nQ: how do peri_urban and rural compare on backorders?\nA:", "chosen": "FACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders\nRECOMMENDATION: expedite the rural group first - highest backorder rate.", "rejected": "FACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", 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"regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 10, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 16, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T327", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0027'}) -> [{'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 37.5}]\n\nQ: which category has the most backorders at WH_0027 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0027). worst: WH_0027 (regional_warehouse, surgical_supplies) at 37.5% backorder rate\nRECOMMENDATION: expedite WH_0027 (regional_warehouse).", "rejected": "FACTS: 31.9 backordered records (uid=regional_warehouse:WH_0027). worst: WH_0027 (regional_warehouse, surgical_supplies) at 37.5% backorder rate\nRECOMMENDATION: expedite WH_0027 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9523809523809524, "tool_out": [{"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}], "scope": {"uid": "regional_warehouse:WH_0027"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T131", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0006'}) -> [{'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}]\n\nQ: does WH_0006 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0006). worst: WH_0006 (district_store, controlled_substances), 1 facilities hit\nRECOMMENDATION: prioritize WH_0006 (district_store) first.", "rejected": "FACTS: 1 active stockouts (uid=district_store:WH_0006). worst: WH_0006 (district_store, controlled_substances), 1 facilities hit\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [{"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}], "scope": {"uid": "district_store:WH_0006"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T128", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0068'}) -> [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0068 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0068) is WH_0068 (district_store, essential_medicines), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0068 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0801) is WH_0801 (district_store, essential_medicines), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0801 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "district_store:WH_0068"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T124", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0042'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 22.4, 'avg_order_fulfilment_rate_pct': 15.0, 'months_with_stockout': 2, 'issue_counts': {'temperature_excursion': 1, 'damaged_goods': 1}, 'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0042 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0042 (district_store): avg inventory accuracy 22.4%, avg fulfilment 15.0%, 2 months w/ stockout (based on 2 records), issues on record: {'temperature_excursion': 1, 'damaged_goods': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 22.4, "avg_order_fulfilment_rate_pct": 15.0, "months_with_stockout": 2, "issue_counts": {"temperature_excursion": 1, "damaged_goods": 1}, "uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0042"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T249", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0016'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 63.6, 'avg_order_fulfilment_rate_pct': 68.8, 'months_with_stockout': 0, 'issue_counts': {'stock_record_discrepancy': 1}, 'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0016 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0016 (national_CMS): avg inventory accuracy 63.6%, avg fulfilment 68.8%, 0 months w/ stockout (based on 1 records), issues on record: {'stock_record_discrepancy': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0016 (national_CMS): avg inventory accuracy 63.6%, avg fulfilment 68.8%, 0 months w/ stockout (based on 1 records), issues on record: {'stock_record_discrepancy': 1} Not entirely sure if this is complete.\nRECOMMENDATION: looks fine.\nFACTS: WH_0016 (national_CMS): avg inventory accuracy 63.6%, avg fulfilment 68.8%, 0 months w/ stockout (based on 1 records), issues on record: {'stock_record_discrepancy': 1} Not entirely sure if this is complete.\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.9523809523809524, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 63.6, "avg_order_fulfilment_rate_pct": 68.8, "months_with_stockout": 0, "issue_counts": {"stock_record_discrepancy": 1}, "uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0016"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T334", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0037'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 47.0, 'avg_order_fulfilment_rate_pct': 55.3, 'months_with_stockout': 0, 'issue_counts': {'pest_infestation': 1}, 'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0037 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0037 (regional_warehouse): avg inventory accuracy 47.0%, avg fulfilment 55.3%, 0 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0037 (regional_warehouse): avg inventory accuracy 47.0%, avg fulfilment 55.3%, 0 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 47.0, "avg_order_fulfilment_rate_pct": 55.3, "months_with_stockout": 0, "issue_counts": {"pest_infestation": 1}, "uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0037"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T11", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'region_type': 'rural'}) -> [{'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, '... and 40 more']\n\nQ: which items are stocked out in rural areas?\nA:", "chosen": "FACTS: 45 active stockouts (region_type=rural). worst: WH_0074 (national_CMS, vaccines), 60 facilities hit\nRECOMMENDATION: prioritize WH_0074 (national_CMS) first.", "rejected": "FACTS: 45 active stockouts (region_type=rural). worst: WH_0074 (national_CMS, vaccines), 60 facilities hit\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: 45 active stockouts (region_type=rural). worst: WH_0074 (national_CMS, vaccines), 60 facilities hit\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {"region_type": "rural"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T66", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({}) -> {'dominant_issue': 'theft_pilferage', 'count': 18, 'n_records': 210, 'issue_counts': {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}}\n\nQ: why do warehouses typically fail?\nA:", "chosen": "FACTS: most common issue: theft_pilferage (18 of 210 records)\nRECOMMENDATION: investigate theft_pilferage as the top recurring issue.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"dominant_issue": "theft_pilferage", "count": 18, "n_records": 210, "issue_counts": {"theft_pilferage": 18, "expired_stock": 18, "stock_record_discrepancy": 18, "temperature_excursion": 18, "FEFO_not_followed": 18, "damaged_goods": 18, "overstocking": 18, "receiving_error": 18, "understocking": 18, "dispatch_error": 18, "pest_infestation": 18}}, "scope": {}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T346", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0011'}) -> []\n\nQ: does WH_0011 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0011)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0011)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0011"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T350", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0011', 'commodity_category': 'nutrition_commodities', 'year': 2021, 'month': 8}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse', 'year': 2021, 'month': 8, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (56.5%)', 'high wastage (11.0%)'], 'uncertain': True}\n\nQ: why is WH_0011 at the regional_warehouse failing fulfillment for nutrition commodities?\nA:", "chosen": "FACTS: WH_0011 (regional_warehouse, 8/2021): reported issue = temperature_excursion. other signals: storage conditions not adequate; low inventory accuracy (56.5%); high wastage (11.0%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "year": 2021, "month": 8, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (56.5%)", "high wastage (11.0%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0011", "commodity_category": "nutrition_commodities", "year": 2021, "month": 8}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T285", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0081', 'commodity_category': 'laboratory_reagents', 'year': 2024, 'month': 11}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 11, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['low inventory accuracy (71.7%)', 'high wastage (15.9%)']}\n\nQ: why is WH_0081 at the national_CMS failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0081 (national_CMS, 11/2024): reported issue = expired_stock. other signals: low inventory accuracy (71.7%); high wastage (15.9%)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "year": 2024, "month": 11, "reported_issue": "expired_stock", "has_issue": true, "signals": ["low inventory accuracy (71.7%)", "high wastage (15.9%)"]}, "scope": {"uid": "national_CMS:WH_0081", "commodity_category": "laboratory_reagents", "year": 2024, "month": 11}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T65", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({}) -> {'dominant_issue': 'theft_pilferage', 'count': 18, 'n_records': 210, 'issue_counts': {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}}\n\nQ: what's the most common issue overall?\nA:", "chosen": "FACTS: most common issue: theft_pilferage (18 of 210 records)\nRECOMMENDATION: investigate theft_pilferage as the top recurring issue.", "rejected": "FACTS: investigate theft_pilferage as the top recurring issue.", "chosen_score": 1.0, "rejected_score": 0.9047619047619048, "tool_out": {"dominant_issue": "theft_pilferage", "count": 18, "n_records": 210, "issue_counts": {"theft_pilferage": 18, "expired_stock": 18, "stock_record_discrepancy": 18, "temperature_excursion": 18, "FEFO_not_followed": 18, "damaged_goods": 18, "overstocking": 18, "receiving_error": 18, "understocking": 18, "dispatch_error": 18, "pest_infestation": 18}}, "scope": {}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T163", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0046'}) -> [{'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0046 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0046) is WH_0046 (district_store, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0046 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0046) is WH_0046 (district_store, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0046"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T86", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0065'}) -> []\n\nQ: does WH_0065 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0065)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "district_store:WH_0065"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T155", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0026', 'commodity_category': 'laboratory_reagents', 'year': 2023, 'month': 9}) -> {'status': 'ok', 'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'year': 2023, 'month': 9, 'reported_issue': 'dispatch_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (10.0%)', 'high wastage (28.8%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0026 at the district_store failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0026 (district_store, 9/2023): reported issue = dispatch_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (10.0%); high wastage (28.8%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (dispatch_error).", "rejected": "FACTS: WH_0026 (district_store, 38.7/2023): reported issue = dispatch_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (10.0%); high wastage (28.8%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (dispatch_error).\nFACTS: WH_0026 (district_store, 38.7/2023): reported issue = dispatch_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (10.0%); high wastage (28.8%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (dispatch_error).", "chosen_score": 1.0, "rejected_score": 0.9238095238095239, "tool_out": {"status": "ok", "uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "year": 2023, "month": 9, "reported_issue": "dispatch_error", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (10.0%)", "high wastage (28.8%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0026", "commodity_category": "laboratory_reagents", "year": 2023, "month": 9}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T121", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0042'}) -> [{'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}]\n\nQ: does WH_0042 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 2 active stockouts (uid=district_store:WH_0042). worst: WH_0042 (district_store, medical_devices_consumables), 6 facilities hit\nRECOMMENDATION: prioritize WH_0042 (district_store) first.", "rejected": "FACTS: 2 active stockouts (uid=district_store:WH_0042). worst: WH_0042 (district_store, medical_devices_consumables), 6 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: 2 active stockouts (uid=district_store:WH_0042). worst: WH_0042 (district_store, medical_devices_consumables), 6 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}], "scope": {"uid": "district_store:WH_0042"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T331", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0037'}) -> []\n\nQ: does WH_0037 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0037)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0348)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0037"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T226", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0003'}) -> [{'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}]\n\nQ: does WH_0003 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=national_CMS:WH_0003). worst: WH_0003 (national_CMS, medical_devices_consumables), 7 facilities hit\nRECOMMENDATION: prioritize WH_0003 (national_CMS) first.", "rejected": "FACTS: 1 active stockouts (uid=national_CMS:WH_0789). worst: WH_0789 (national_CMS, medical_devices_consumables), 7 facilities hit\nRECOMMENDATION: prioritize WH_0789 (national_CMS) first.", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}], "scope": {"uid": "national_CMS:WH_0003"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T221", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0026'}) -> []\n\nQ: does WH_0026 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0026)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "national_CMS:WH_0026"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T75", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 66, 'issue_counts': {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}}, 'national_CMS': {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 72, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}}}\n\nQ: how do district_store and national_CMS compare on why they're failing?\nA:", "chosen": "FACTS: most common issue by warehouse_level: district_store: theft_pilferage (6x); national_CMS: theft_pilferage (6x)\nRECOMMENDATION: focus on the district_store group's most common issue first.", "rejected": "FACTS: most common issue by warehouse_level: district_store: theft_pilferage (6x); national_CMS: theft_pilferage (6x) Not entirely sure if this is complete.\nRECOMMENDATION: focus on the district_store group's most common issue first.", "chosen_score": 0.8214285714285714, "rejected_score": 0.8214285714285714, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 66, "issue_counts": {"theft_pilferage": 6, "expired_stock": 6, "stock_record_discrepancy": 6, "temperature_excursion": 6, "FEFO_not_followed": 6, "damaged_goods": 6, "overstocking": 6, "receiving_error": 6, "understocking": 6, "dispatch_error": 6, "pest_infestation": 6}}, "national_CMS": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 72, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T107", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0092'}) -> [{'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}]\n\nQ: which category has the most backorders at WH_0092 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0092). worst: WH_0092 (district_store, vaccines) at 80.0% backorder rate\nRECOMMENDATION: expedite WH_0092 (district_store).", "rejected": "FACTS: 21.3 backordered records (uid=district_store:WH_0092). worst: WH_0092 (district_store, vaccines) at 80.0% backorder rate\nRECOMMENDATION: expedite WH_0092 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9523809523809524, "tool_out": [{"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}], "scope": {"uid": "district_store:WH_0092"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T204", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0082'}) -> {'n_records': 3, 'avg_inventory_accuracy_pct': 73.4, 'avg_order_fulfilment_rate_pct': 77.0, 'months_with_stockout': 0, 'issue_counts': {'stock_record_discrepancy': 1, 'overstocking': 1, 'temperature_excursion': 1}, 'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0082 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0082 (national_CMS): avg inventory accuracy 73.4%, avg fulfilment 77.0%, 0 months w/ stockout (based on 3 records), issues on record: {'stock_record_discrepancy': 1, 'overstocking': 1, 'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0082 (national_CMS): avg inventory accuracy 73.4%, avg fulfilment 77.0%, 0 months w/ stockout (based on 3 records), issues on record: {'stock_record_discrepancy': 1, 'overstocking': 1, 'temperature_excursion': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 3, "avg_inventory_accuracy_pct": 73.4, "avg_order_fulfilment_rate_pct": 77.0, "months_with_stockout": 0, "issue_counts": {"stock_record_discrepancy": 1, "overstocking": 1, "temperature_excursion": 1}, "uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0082"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T38", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'region_type': 'peri_urban'}) -> [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: what needs urgent replenishment in peri_urban areas?\nA:", "chosen": "FACTS: top shortage risk (region_type=peri_urban) is WH_0087 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0087 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"region_type": "peri_urban"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T212", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0050'}) -> [{'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}]\n\nQ: which category has the most backorders at WH_0050 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0050). worst: WH_0050 (national_CMS, laboratory_reagents) at 27.1% backorder rate\nRECOMMENDATION: expedite WH_0050 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0050). worst: WH_0050 (national_CMS, laboratory_reagents) at 27.1% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: 1 backordered records (uid=national_CMS:WH_0050). worst: WH_0050 (national_CMS, laboratory_reagents) at 27.1% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7380952380952381, "tool_out": [{"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}], "scope": {"uid": "national_CMS:WH_0050"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T269", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0008'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 75.8, 'avg_order_fulfilment_rate_pct': 69.4, 'months_with_stockout': 1, 'issue_counts': {'dispatch_error': 1}, 'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0008 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0008 (national_CMS): avg inventory accuracy 75.8%, avg fulfilment 69.4%, 1 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0008 (national_CMS): avg inventory accuracy 106.3%, avg fulfilment 69.4%, 1 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9761904761904762, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 75.8, "avg_order_fulfilment_rate_pct": 69.4, "months_with_stockout": 1, "issue_counts": {"dispatch_error": 1}, "uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0008"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T232", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0078'}) -> [{'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}]\n\nQ: which category has the most backorders at WH_0078 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0078). worst: WH_0078 (national_CMS, contraceptives) at 39.5% backorder rate\nRECOMMENDATION: expedite WH_0078 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0234). worst: WH_0234 (national_CMS, contraceptives) at 39.5% backorder rate\nRECOMMENDATION: expedite WH_0234 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}], "scope": {"uid": "national_CMS:WH_0078"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T337", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0090'}) -> [{'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}]\n\nQ: which category has the most backorders at WH_0090 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0090). worst: WH_0090 (regional_warehouse, laboratory_reagents) at 66.7% backorder rate\nRECOMMENDATION: expedite WH_0090 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0090). worst: WH_0090 (regional_warehouse, laboratory_reagents) at 66.7% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: 1 backordered records (uid=regional_warehouse:WH_0090). worst: WH_0090 (regional_warehouse, laboratory_reagents) at 66.7% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7380952380952381, "tool_out": [{"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}], "scope": {"uid": "regional_warehouse:WH_0090"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T168", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0010'}) -> [{'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0010 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0010) is WH_0010 (district_store, malaria_commodities), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0010 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0010) is WH_0010 (district_store, malaria_commodities), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 11.0. Again, 11.0 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "district_store:WH_0010"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T166", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0010'}) -> [{'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}]\n\nQ: does WH_0010 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0010). worst: WH_0010 (district_store, malaria_commodities), 0 facilities hit\nRECOMMENDATION: prioritize WH_0010 (district_store) first.", "rejected": "FACTS: prioritize WH_0010 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {"uid": "district_store:WH_0010"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T94", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0078'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 11.1, 'avg_order_fulfilment_rate_pct': 39.1, 'months_with_stockout': 1, 'issue_counts': {'damaged_goods': 1}, 'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0078 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0078 (district_store): avg inventory accuracy 11.1%, avg fulfilment 39.1%, 1 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0078 (district_store): avg inventory accuracy 11.1%, avg fulfilment 39.1%, 1 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1} Not entirely sure if this is complete.\nRECOMMENDATION: worth a review.\nFACTS: WH_0078 (district_store): avg inventory accuracy 11.1%, avg fulfilment 39.1%, 1 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1} Not entirely sure if this is complete.\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9523809523809524, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 11.1, "avg_order_fulfilment_rate_pct": 39.1, "months_with_stockout": 1, "issue_counts": {"damaged_goods": 1}, "uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0078"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T90", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0065', 'commodity_category': 'nutrition_commodities', 'year': 2024, 'month': 10}) -> {'status': 'ok', 'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'year': 2024, 'month': 10, 'reported_issue': 'FEFO_not_followed', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (10.0%)', 'high wastage (28.2%)'], 'uncertain': True}\n\nQ: why is WH_0065 at the district_store failing fulfillment for nutrition commodities?\nA:", "chosen": "FACTS: WH_0065 (district_store, 10/2024): reported issue = FEFO_not_followed. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (10.0%); high wastage (28.2%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "rejected": "FACTS: WH_0617 (district_store, 10/2024): reported issue = FEFO_not_followed. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (10.0%); high wastage (28.2%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "year": 2024, "month": 10, "reported_issue": "FEFO_not_followed", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (10.0%)", "high wastage (28.2%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0065", "commodity_category": "nutrition_commodities", "year": 2024, "month": 10}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T357", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0086'}) -> [{'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}]\n\nQ: which category has the most backorders at WH_0086 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0086). worst: WH_0086 (regional_warehouse, malaria_commodities) at 27.8% backorder rate\nRECOMMENDATION: expedite WH_0086 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}], "scope": {"uid": "regional_warehouse:WH_0086"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T319", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0030'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 65.6, 'avg_order_fulfilment_rate_pct': 41.3, 'months_with_stockout': 0, 'issue_counts': {'temperature_excursion': 1}, 'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0030 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0030 (regional_warehouse): avg inventory accuracy 65.6%, avg fulfilment 41.3%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0030 (regional_warehouse): avg inventory accuracy 91.3%, avg fulfilment 41.3%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 91.3. Again, 91.3 is the number.", "chosen_score": 1.0, "rejected_score": 0.880952380952381, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 65.6, "avg_order_fulfilment_rate_pct": 41.3, "months_with_stockout": 0, "issue_counts": {"temperature_excursion": 1}, "uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0030"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T171", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0069'}) -> [{'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}]\n\nQ: does WH_0069 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0069). worst: WH_0069 (district_store, medical_devices_consumables), 0 facilities hit\nRECOMMENDATION: prioritize WH_0069 (district_store) first.", "rejected": "FACTS: prioritize WH_0069 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}], "scope": {"uid": "district_store:WH_0069"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T101", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0018'}) -> [{'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}]\n\nQ: does WH_0018 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0018). worst: WH_0018 (district_store, nutrition_commodities), 0 facilities hit\nRECOMMENDATION: prioritize WH_0018 (district_store) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}], "scope": {"uid": "district_store:WH_0018"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T160", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0063', 'commodity_category': 'surgical_supplies', 'year': 2024, 'month': 12}) -> {'status': 'ok', 'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'year': 2024, 'month': 12, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (36.8%)', 'high wastage (35.1%)'], 'uncertain': True}\n\nQ: why is WH_0063 at the district_store failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0063 (district_store, 12/2024): reported issue = damaged_goods. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (36.8%); high wastage (35.1%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: address the reported issue (damaged_goods).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "year": 2024, "month": 12, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (36.8%)", "high wastage (35.1%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0063", "commodity_category": "surgical_supplies", "year": 2024, "month": 12}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T374", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0041'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 39.3, 'avg_order_fulfilment_rate_pct': 43.3, 'months_with_stockout': 0, 'issue_counts': {'temperature_excursion': 1}, 'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0041 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0041 (regional_warehouse): avg inventory accuracy 39.3%, avg fulfilment 43.3%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0041 (regional_warehouse): avg inventory accuracy 39.3%, avg fulfilment 43.3%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1} Not entirely sure if this is complete.\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 39.3. Again, 39.3 is the number.", "chosen_score": 1.0, "rejected_score": 0.9047619047619048, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 39.3, "avg_order_fulfilment_rate_pct": 43.3, "months_with_stockout": 0, "issue_counts": {"temperature_excursion": 1}, "uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0041"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T294", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0069'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 79.9, 'avg_order_fulfilment_rate_pct': 73.8, 'months_with_stockout': 0, 'issue_counts': {'understocking': 1}, 'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0069 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0069 (national_CMS): avg inventory accuracy 79.9%, avg fulfilment 73.8%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0069 (national_CMS): avg inventory accuracy 79.9%, avg fulfilment 73.8%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1} Not sure about the rest of the details.\nRECOMMENDATION: looks fine.\nFACTS: WH_0069 (national_CMS): avg inventory accuracy 79.9%, avg fulfilment 73.8%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1} Not sure about the rest of the details.\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 79.9, "avg_order_fulfilment_rate_pct": 73.8, "months_with_stockout": 0, "issue_counts": {"understocking": 1}, "uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0069"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T227", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0003'}) -> [{'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}]\n\nQ: which category has the most backorders at WH_0003 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0003). worst: WH_0003 (national_CMS, medical_devices_consumables) at 35.8% backorder rate\nRECOMMENDATION: expedite WH_0003 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0003). worst: WH_0003 (national_CMS, medical_devices_consumables) at 35.8% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}], "scope": {"uid": "national_CMS:WH_0003"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T189", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0037'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 20.2, 'avg_order_fulfilment_rate_pct': 8.3, 'months_with_stockout': 0, 'issue_counts': {'receiving_error': 1}, 'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0037 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0037 (district_store): avg inventory accuracy 20.2%, avg fulfilment 8.3%, 0 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0037 (district_store): avg inventory accuracy 20.2%, avg fulfilment 8.3%, 0 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 20.2, "avg_order_fulfilment_rate_pct": 8.3, "months_with_stockout": 0, "issue_counts": {"receiving_error": 1}, "uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0037"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T8", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'warehouse_level': 'national_CMS'}) -> [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, '... and 5 more']\n\nQ: which items are stocked out in the national_CMS tier?\nA:", "chosen": "FACTS: 10 active stockouts (warehouse_level=national_CMS). worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: prioritize WH_0046 (national_CMS) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {"warehouse_level": "national_CMS"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T242", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0009'}) -> [{'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 11.3}]\n\nQ: which category has the most backorders at WH_0009 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0009). worst: WH_0009 (national_CMS, essential_medicines) at 11.3% backorder rate\nRECOMMENDATION: expedite WH_0009 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0101). worst: WH_0101 (national_CMS, essential_medicines) at 11.3% backorder rate\nRECOMMENDATION: expedite WH_0101 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}], "scope": {"uid": "national_CMS:WH_0009"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T140", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0091', 'commodity_category': 'essential_medicines', 'year': 2021, 'month': 1}) -> {'status': 'ok', 'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'year': 2021, 'month': 1, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (44.2%)', 'high wastage (24.8%)'], 'uncertain': True}\n\nQ: why is WH_0091 at the district_store failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0091 (district_store, 1/2021): reported issue = expired_stock. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (44.2%); high wastage (24.8%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "FACTS: address the reported issue (expired_stock).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "year": 2021, "month": 1, "reported_issue": "expired_stock", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (44.2%)", "high wastage (24.8%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0091", "commodity_category": "essential_medicines", "year": 2021, "month": 1}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T222", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0026'}) -> [{'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}]\n\nQ: which category has the most backorders at WH_0026 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0026). worst: WH_0026 (national_CMS, surgical_supplies) at 39.0% backorder rate\nRECOMMENDATION: expedite WH_0026 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0026). worst: WH_0026 (national_CMS, surgical_supplies) at 39.0% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}], "scope": {"uid": "national_CMS:WH_0026"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T295", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0069', 'commodity_category': 'laboratory_reagents', 'year': 2022, 'month': 12}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 12, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['low inventory accuracy (79.9%)', 'high wastage (7.3%)'], 'uncertain': True}\n\nQ: why is WH_0069 at the national_CMS failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0069 (national_CMS, 12/2022): reported issue = understocking. other signals: low inventory accuracy (79.9%); high wastage (7.3%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "FACTS: WH_0515 (national_CMS, 12/2022): reported issue = understocking. other signals: low inventory accuracy (79.9%); high wastage (7.3%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (understocking).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "year": 2022, "month": 12, "reported_issue": "understocking", "has_issue": true, "signals": ["low inventory accuracy (79.9%)", "high wastage (7.3%)"], "uncertain": true}, "scope": {"uid": "national_CMS:WH_0069", "commodity_category": "laboratory_reagents", "year": 2022, "month": 12}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T356", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0086'}) -> []\n\nQ: does WH_0086 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0086)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0086)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0086"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T219", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0041'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 59.9, 'avg_order_fulfilment_rate_pct': 49.6, 'months_with_stockout': 0, 'issue_counts': {'dispatch_error': 1}, 'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0041 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0041 (national_CMS): avg inventory accuracy 59.9%, avg fulfilment 49.6%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0774 (national_CMS): avg inventory accuracy 59.9%, avg fulfilment 49.6%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 59.9. Again, 59.9 is the number.", "chosen_score": 1.0, "rejected_score": 0.7380952380952381, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 59.9, "avg_order_fulfilment_rate_pct": 49.6, "months_with_stockout": 0, "issue_counts": {"dispatch_error": 1}, "uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0041"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T284", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0081'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 71.7, 'avg_order_fulfilment_rate_pct': 83.8, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1}, 'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0081 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0081 (national_CMS): avg inventory accuracy 71.7%, avg fulfilment 83.8%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0081 (national_CMS): avg inventory accuracy 71.7%, avg fulfilment 83.8%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1} Not sure about the rest of the details.\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 71.7, "avg_order_fulfilment_rate_pct": 83.8, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1}, "uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0081"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T134", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0006'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 26.5, 'avg_order_fulfilment_rate_pct': 45.4, 'months_with_stockout': 1, 'issue_counts': {'FEFO_not_followed': 1}, 'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0006 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0006 (district_store): avg inventory accuracy 26.5%, avg fulfilment 45.4%, 1 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 26.5, "avg_order_fulfilment_rate_pct": 45.4, "months_with_stockout": 1, "issue_counts": {"FEFO_not_followed": 1}, "uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0006"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T97", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0017'}) -> [{'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0017 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0017). worst: WH_0017 (district_store, nutrition_commodities) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0017 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0349). worst: WH_0349 (district_store, nutrition_commodities) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0349 (district_store).\nFACTS: 1 backordered records (uid=district_store:WH_0349). worst: WH_0349 (district_store, nutrition_commodities) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0349 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0017"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T12", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'region_type': 'urban'}) -> [{'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, '... and 7 more']\n\nQ: which items are stocked out in urban areas?\nA:", "chosen": "FACTS: 12 active stockouts (region_type=urban). worst: WH_0075 (regional_warehouse, medical_devices_consumables), 17 facilities hit\nRECOMMENDATION: prioritize WH_0075 (regional_warehouse) first.", "rejected": "FACTS: 12 active stockouts (region_type=urban). worst: WH_0224 (regional_warehouse, medical_devices_consumables), 17 facilities hit\nRECOMMENDATION: prioritize WH_0224 (regional_warehouse) first.", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}], "scope": {"region_type": "urban"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T265", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0076', 'commodity_category': 'surgical_supplies', 'year': 2023, 'month': 9}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'year': 2023, 'month': 9, 'reported_issue': 'theft_pilferage', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (78.4%)', 'high wastage (6.7%)']}\n\nQ: why is WH_0076 at the national_CMS failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0076 (national_CMS, 9/2023): reported issue = theft_pilferage. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (78.4%); high wastage (6.7%)\nRECOMMENDATION: address the reported issue (theft_pilferage).", "rejected": "FACTS: WH_0262 (national_CMS, 9/2023): reported issue = theft_pilferage. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (78.4%); high wastage (6.7%)\nRECOMMENDATION: address the reported issue (theft_pilferage).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "year": 2023, "month": 9, "reported_issue": "theft_pilferage", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (78.4%)", "high wastage (6.7%)"]}, "scope": {"uid": "national_CMS:WH_0076", "commodity_category": "surgical_supplies", "year": 2023, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T321", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0009'}) -> [{'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}]\n\nQ: does WH_0009 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0009). worst: WH_0009 (regional_warehouse, essential_medicines), 5 facilities hit\nRECOMMENDATION: prioritize WH_0009 (regional_warehouse) first.", "rejected": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0009). worst: WH_0009 (regional_warehouse, essential_medicines), 5 facilities hit\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}], "scope": {"uid": "regional_warehouse:WH_0009"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T70", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'region_type': 'peri_urban'}) -> {'dominant_issue': 'expired_stock', 'count': 8, 'n_records': 68, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}\n\nQ: why are warehouses in peri_urban areas failing?\nA:", "chosen": "FACTS: most common issue (region_type=peri_urban): expired_stock (8 of 68 records)\nRECOMMENDATION: investigate expired_stock as the top recurring issue.", "rejected": "FACTS: most common issue (region_type=peri_urban): expired_stock (8 of 68 records)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"dominant_issue": "expired_stock", "count": 8, "n_records": 68, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}, "scope": {"region_type": "peri_urban"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T314", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0082'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 53.6, 'avg_order_fulfilment_rate_pct': 67.6, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1, 'overstocking': 1}, 'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0082 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0082 (regional_warehouse): avg inventory accuracy 53.6%, avg fulfilment 67.6%, 0 months w/ stockout (based on 2 records), issues on record: {'expired_stock': 1, 'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 53.6, "avg_order_fulfilment_rate_pct": 67.6, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1, "overstocking": 1}, "uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0082"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T7", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'warehouse_level': 'district_store'}) -> [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, '... and 33 more']\n\nQ: which items are stocked out in the district_store tier?\nA:", "chosen": "FACTS: 38 active stockouts (warehouse_level=district_store). worst: WH_0022 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: prioritize WH_0022 (district_store) first.", "rejected": "FACTS: 38 active stockouts (warehouse_level=district_store). worst: WH_0022 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: 38 active stockouts (warehouse_level=district_store). worst: WH_0022 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}], "scope": {"warehouse_level": "district_store"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T398", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0003'}) -> [{'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0003 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0003) is WH_0003 (regional_warehouse, PPE_IPC_supplies), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0003 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0003"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T282", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0081'}) -> [{'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 10, 'backorder_rate_pct': 17.9}]\n\nQ: which category has the most backorders at WH_0081 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0081). worst: WH_0081 (national_CMS, laboratory_reagents) at 17.9% backorder rate\nRECOMMENDATION: expedite WH_0081 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0081). worst: WH_0081 (national_CMS, laboratory_reagents) at 17.9% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}], "scope": {"uid": "national_CMS:WH_0081"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T110", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0092', 'commodity_category': 'vaccines', 'year': 2023, 'month': 2}) -> {'status': 'ok', 'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'year': 2023, 'month': 2, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (12.5%)', 'high wastage (17.8%)']}\n\nQ: why is WH_0092 at the district_store failing fulfillment for vaccines?\nA:", "chosen": "FACTS: WH_0092 (district_store, 2/2023): reported issue = understocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (12.5%); high wastage (17.8%)\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "FACTS: WH_0092 (district_store, 2/2023): reported issue = understocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (12.5%); high wastage (17.8%)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "year": 2023, "month": 2, "reported_issue": "understocking", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (12.5%)", "high wastage (17.8%)"]}, "scope": {"uid": "district_store:WH_0092", "commodity_category": "vaccines", "year": 2023, "month": 2}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T150", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0075', 'commodity_category': 'medical_devices_consumables', 'year': 2024, 'month': 4}) -> {'status': 'ok', 'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'year': 2024, 'month': 4, 'reported_issue': 'stock_record_discrepancy', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (51.2%)', 'high wastage (27.6%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0075 at the district_store failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0075 (district_store, 4/2024): reported issue = stock_record_discrepancy. other signals: FEFO compliance failed; low inventory accuracy (51.2%); high wastage (27.6%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (stock_record_discrepancy).", "rejected": "FACTS: address the reported issue (stock_record_discrepancy).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "year": 2024, "month": 4, "reported_issue": "stock_record_discrepancy", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (51.2%)", "high wastage (27.6%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0075", "commodity_category": "medical_devices_consumables", "year": 2024, "month": 4}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T179", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0011'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 17.7, 'avg_order_fulfilment_rate_pct': 35.8, 'months_with_stockout': 0, 'issue_counts': {'dispatch_error': 1}, 'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0011 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0011 (district_store): avg inventory accuracy 17.7%, avg fulfilment 35.8%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0011 (district_store): avg inventory accuracy 17.7%, avg fulfilment 35.8%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 17.7, "avg_order_fulfilment_rate_pct": 35.8, "months_with_stockout": 0, "issue_counts": {"dispatch_error": 1}, "uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0011"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T114", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0070'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 36.9, 'avg_order_fulfilment_rate_pct': 43.1, 'months_with_stockout': 1, 'issue_counts': {'stock_record_discrepancy': 1}, 'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0070 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0070 (district_store): avg inventory accuracy 36.9%, avg fulfilment 43.1%, 1 months w/ stockout (based on 1 records), issues on record: {'stock_record_discrepancy': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 36.9, "avg_order_fulfilment_rate_pct": 43.1, "months_with_stockout": 1, "issue_counts": {"stock_record_discrepancy": 1}, "uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0070"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T20", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'region_type', 'compare_values': ['rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}], 'urban': [{'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do rural and urban compare on stockouts?\nA:", "chosen": "FACTS: stockouts by region_type: rural: 45 stockouts, worst WH_0074 (vaccines, 60 facilities); urban: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: prioritize the rural group first - most facilities affected.", "rejected": "FACTS: stockouts by region_type: rural: 45 stockouts, worst WH_0074 (vaccines, 60 facilities); urban: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "urban": [{"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "region_type", "compare_values": ["rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T251", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0079'}) -> []\n\nQ: does WH_0079 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0079)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0079)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0079"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T119", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0022'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 29.3, 'avg_order_fulfilment_rate_pct': 21.6, 'months_with_stockout': 1, 'issue_counts': {'theft_pilferage': 1, 'dispatch_error': 1}, 'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0022 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0022 (district_store): avg inventory accuracy 29.3%, avg fulfilment 21.6%, 1 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'dispatch_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0022 (district_store): avg inventory accuracy 29.3%, avg fulfilment 21.6%, 1 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'dispatch_error': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 29.3, "avg_order_fulfilment_rate_pct": 21.6, "months_with_stockout": 1, "issue_counts": {"theft_pilferage": 1, "dispatch_error": 1}, "uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0022"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T248", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0016'}) -> [{'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}]\n\nQ: is WH_0016 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0016) is WH_0016 (national_CMS, IV_fluids), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0016 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0016"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T279", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0024'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 76.5, 'avg_order_fulfilment_rate_pct': 80.6, 'months_with_stockout': 0, 'issue_counts': {'damaged_goods': 1}, 'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0024 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0024 (national_CMS): avg inventory accuracy 76.5%, avg fulfilment 80.6%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0024 (national_CMS): avg inventory accuracy 97.5%, avg fulfilment 80.6%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.9761904761904762, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 76.5, "avg_order_fulfilment_rate_pct": 80.6, "months_with_stockout": 0, "issue_counts": {"damaged_goods": 1}, "uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0024"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T158", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0063'}) -> [{'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0063 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0063) is WH_0063 (district_store, surgical_supplies), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0063 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0063) is WH_0063 (district_store, surgical_supplies), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium'] Not entirely sure if this is complete.\nRECOMMENDATION: focus replenishment planning on WH_0063 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9714285714285714, "tool_out": [{"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0063"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T335", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0037', 'commodity_category': 'ARVs', 'year': 2024, 'month': 12}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 12, 'reported_issue': 'pest_infestation', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (47.0%)', 'high wastage (21.4%)']}\n\nQ: why is WH_0037 at the regional_warehouse failing fulfillment for ARVs?\nA:", "chosen": "FACTS: WH_0037 (regional_warehouse, 12/2024): reported issue = pest_infestation. other signals: FEFO compliance failed; low inventory accuracy (47.0%); high wastage (21.4%)\nRECOMMENDATION: address the reported issue (pest_infestation).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "year": 2024, "month": 12, "reported_issue": "pest_infestation", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (47.0%)", "high wastage (21.4%)"]}, "scope": {"uid": "regional_warehouse:WH_0037", "commodity_category": "ARVs", "year": 2024, "month": 12}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T394", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0028'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 39.2, 'avg_order_fulfilment_rate_pct': 52.5, 'months_with_stockout': 0, 'issue_counts': {'receiving_error': 1, 'dispatch_error': 1}, 'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0028 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0028 (regional_warehouse): avg inventory accuracy 39.2%, avg fulfilment 52.5%, 0 months w/ stockout (based on 2 records), issues on record: {'receiving_error': 1, 'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0455 (regional_warehouse): avg inventory accuracy 39.2%, avg fulfilment 52.5%, 0 months w/ stockout (based on 2 records), issues on record: {'receiving_error': 1, 'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 39.2, "avg_order_fulfilment_rate_pct": 52.5, "months_with_stockout": 0, "issue_counts": {"receiving_error": 1, "dispatch_error": 1}, "uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0028"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T153", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0026'}) -> [{'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0026 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0026) is WH_0026 (district_store, laboratory_reagents), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0026 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0026) is WH_0026 (district_store, unclassified_stock), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0026 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0026"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T353", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0042'}) -> [{'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0042 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0042) is WH_0042 (regional_warehouse, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0042 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0042"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T185", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0087', 'commodity_category': 'vaccines', 'year': 2022, 'month': 7}) -> {'status': 'ok', 'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'year': 2022, 'month': 7, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (24.5%)', 'high wastage (30.1%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0087 at the district_store failing fulfillment for vaccines?\nA:", "chosen": "FACTS: WH_0087 (district_store, 7/2022): reported issue = overstocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (24.5%); high wastage (30.1%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: WH_0188 (district_store, 7/2022): reported issue = overstocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (24.5%); high wastage (30.1%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "year": 2022, "month": 7, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (24.5%)", "high wastage (30.1%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0087", "commodity_category": "vaccines", "year": 2022, "month": 7}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T371", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0041'}) -> []\n\nQ: does WH_0041 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0041)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0041)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0041"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T340", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0090', 'commodity_category': 'laboratory_reagents', 'year': 2021, 'month': 3}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'year': 2021, 'month': 3, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (61.7%)', 'high wastage (21.7%)']}\n\nQ: why is WH_0090 at the regional_warehouse failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0090 (regional_warehouse, 3/2021): reported issue = damaged_goods. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (61.7%); high wastage (21.7%)\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: WH_0090 (regional_warehouse, 3/2021): reported issue = damaged_goods. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (61.7%); high wastage (21.7%)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: to repeat, the figure is 3. Again, 3 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "year": 2021, "month": 3, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (61.7%)", "high wastage (21.7%)"]}, "scope": {"uid": "regional_warehouse:WH_0090", "commodity_category": "laboratory_reagents", "year": 2021, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T104", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0018'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 29.3, 'avg_order_fulfilment_rate_pct': 53.1, 'months_with_stockout': 1, 'issue_counts': {'overstocking': 1, 'receiving_error': 1}, 'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0018 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0018 (district_store): avg inventory accuracy 29.3%, avg fulfilment 53.1%, 1 months w/ stockout (based on 2 records), issues on record: {'overstocking': 1, 'receiving_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0018 (district_store): avg inventory accuracy 29.3%, avg fulfilment 53.1%, 1 months w/ stockout (based on 2 records), issues on record: {'overstocking': 1, 'receiving_error': 1} Not sure if there's more to report here.\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 29.3, "avg_order_fulfilment_rate_pct": 53.1, "months_with_stockout": 1, "issue_counts": {"overstocking": 1, "receiving_error": 1}, "uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0018"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T192", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0018'}) -> [{'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}]\n\nQ: which category has the most backorders at WH_0018 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0018). worst: WH_0018 (national_CMS, vaccines) at 30.6% backorder rate\nRECOMMENDATION: expedite WH_0018 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0761). worst: WH_0761 (national_CMS, vaccines) at 30.6% backorder rate\nRECOMMENDATION: expedite WH_0761 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}], "scope": {"uid": "national_CMS:WH_0018"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T26", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'region_type': 'urban'}) -> [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 9, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, '... and 47 more']\n\nQ: which items are backordered in urban areas?\nA:", "chosen": "FACTS: 52 backordered records (region_type=urban). worst: WH_0068 (district_store, essential_medicines) at 87.5% backorder rate\nRECOMMENDATION: expedite WH_0068 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 9, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}], "scope": {"region_type": "urban"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T377", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0074'}) -> [{'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 38.1}]\n\nQ: which category has the most backorders at WH_0074 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0074). worst: WH_0074 (regional_warehouse, ARVs) at 38.1% backorder rate\nRECOMMENDATION: expedite WH_0074 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0074). worst: WH_0074 (regional_warehouse, ARVs) at 38.1% backorder rate\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}], "scope": {"uid": "regional_warehouse:WH_0074"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T330", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0027', 'commodity_category': 'surgical_supplies', 'year': 2023, 'month': 12}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 12, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (27.0%)', 'high wastage (14.3%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0027 at the regional_warehouse failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0027 (regional_warehouse, 12/2023): reported issue = receiving_error. other signals: FEFO compliance failed; low inventory accuracy (27.0%); high wastage (14.3%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: WH_0336 (regional_warehouse, 12/2023): reported issue = receiving_error. other signals: FEFO compliance failed; low inventory accuracy (27.0%); high wastage (14.3%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).\nFACTS: WH_0336 (regional_warehouse, 12/2023): reported issue = receiving_error. other signals: FEFO compliance failed; low inventory accuracy (27.0%); high wastage (14.3%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "chosen_score": 1.0, "rejected_score": 0.780952380952381, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "year": 2023, "month": 12, "reported_issue": "receiving_error", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (27.0%)", "high wastage (14.3%)", "active stockout"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0027", "commodity_category": "surgical_supplies", "year": 2023, "month": 12}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T106", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0092'}) -> []\n\nQ: does WH_0092 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0092)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=district_store:WH_0092)\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "district_store:WH_0092"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T202", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0082'}) -> [{'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}]\n\nQ: which category has the most backorders at WH_0082 at the national_CMS?\nA:", "chosen": "FACTS: 2 backordered records (uid=national_CMS:WH_0082). worst: WH_0082 (national_CMS, nutrition_commodities) at 39.0% backorder rate\nRECOMMENDATION: expedite WH_0082 (national_CMS).", "rejected": "FACTS: 2 backordered records (uid=national_CMS:WH_0082). worst: WH_0082 (national_CMS, nutrition_commodities) at 39.0% backorder rate\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}], "scope": {"uid": "national_CMS:WH_0082"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T91", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0078'}) -> [{'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0078 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0078). worst: WH_0078 (district_store, contraceptives), 2 facilities hit\nRECOMMENDATION: prioritize WH_0078 (district_store) first.", "rejected": "FACTS: prioritize WH_0078 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}], "scope": {"uid": "district_store:WH_0078"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T363", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0029'}) -> [{'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 8.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}]\n\nQ: is WH_0029 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0029) is WH_0029 (regional_warehouse, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0029 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 8.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0029"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T152", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0026'}) -> [{'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}]\n\nQ: which category has the most backorders at WH_0026 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0026). worst: WH_0026 (district_store, laboratory_reagents) at 75.0% backorder rate\nRECOMMENDATION: expedite WH_0026 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0026). worst: WH_0026 (district_store, laboratory_reagents) at 75.0% backorder rate Not sure about the rest of the details.\nRECOMMENDATION: expedite WH_0026 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}], "scope": {"uid": "district_store:WH_0026"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T278", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0024'}) -> [{'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 1.5, 'risk_factors': ['high_wastage', 'criticality_medium']}]\n\nQ: is WH_0024 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0024) is WH_0024 (national_CMS, PPE_IPC_supplies), score=1.5, factors=['high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0024 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "risk_score": 1.5, "risk_factors": ["high_wastage", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0024"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T49", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({}) -> {'n_records': 210, 'avg_inventory_accuracy_pct': 52.7, 'avg_order_fulfilment_rate_pct': 53.4, 'months_with_stockout': 77, 'issue_counts': {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}}\n\nQ: what are the overall kpis?\nA:", "chosen": "FACTS: avg inventory accuracy 52.7%, avg fulfilment 53.4%, 77 months w/ stockout (based on 210 records), issues on record: {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 210, "avg_inventory_accuracy_pct": 52.7, "avg_order_fulfilment_rate_pct": 53.4, "months_with_stockout": 77, "issue_counts": {"theft_pilferage": 18, "expired_stock": 18, "stock_record_discrepancy": 18, "temperature_excursion": 18, "FEFO_not_followed": 18, "damaged_goods": 18, "overstocking": 18, "receiving_error": 18, "understocking": 18, "dispatch_error": 18, "pest_infestation": 18}}, "scope": {}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T105", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0018', 'commodity_category': 'contraceptives', 'year': 2022, 'month': 1}) -> {'status': 'ok', 'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'year': 2022, 'month': 1, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (35.9%)', 'high wastage (33.4%)'], 'uncertain': True}\n\nQ: why is WH_0018 at the district_store failing fulfillment for contraceptives?\nA:", "chosen": "FACTS: WH_0018 (district_store, 1/2022): reported issue = overstocking. other signals: storage conditions not adequate; low inventory accuracy (35.9%); high wastage (33.4%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: WH_0561 (district_store, 1/2022): reported issue = overstocking. other signals: storage conditions not adequate; low inventory accuracy (35.9%); high wastage (33.4%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "year": 2022, "month": 1, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (35.9%)", "high wastage (33.4%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0018", "commodity_category": "contraceptives", "year": 2022, "month": 1}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T157", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0063'}) -> [{'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}]\n\nQ: which category has the most backorders at WH_0063 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0063). worst: WH_0063 (district_store, surgical_supplies) at 75.0% backorder rate\nRECOMMENDATION: expedite WH_0063 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0063). worst: WH_0063 (district_store, surgical_supplies) at 75.0% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}], "scope": {"uid": "district_store:WH_0063"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T63", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'peri_urban': {'n_records': 68, 'avg_inventory_accuracy_pct': 53.2, 'avg_order_fulfilment_rate_pct': 55.1, 'months_with_stockout': 20, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}, 'urban': {'n_records': 55, 'avg_inventory_accuracy_pct': 68.8, 'avg_order_fulfilment_rate_pct': 68.5, 'months_with_stockout': 12, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: how do peri_urban and urban compare on kpis?\nA:", "chosen": "FACTS: kpis by region_type: peri_urban: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout; urban: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout\nRECOMMENDATION: review the peri_urban group first - most months with a stockout.", "rejected": "FACTS: kpis by warehouse_level: district_store: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout; national_CMS: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout\nRECOMMENDATION: review the peri_urban group first - most months with a stockout.", "chosen_score": 0.9714285714285714, "rejected_score": 0.9428571428571428, "tool_out": {"_grouped_by": "region_type", "groups": {"peri_urban": {"n_records": 68, "avg_inventory_accuracy_pct": 53.2, "avg_order_fulfilment_rate_pct": 55.1, "months_with_stockout": 20, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}, "urban": {"n_records": 55, "avg_inventory_accuracy_pct": 68.8, "avg_order_fulfilment_rate_pct": 68.5, "months_with_stockout": 12, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "urban"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T208", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0034'}) -> [{'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'risk_score': 2.5, 'risk_factors': ['high_wastage', 'criticality_high']}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 1.5, 'risk_factors': ['high_wastage', 'criticality_medium']}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'risk_score': 1, 'risk_factors': ['high_wastage']}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 0.5, 'risk_factors': ['criticality_medium']}]\n\nQ: is WH_0034 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0034) is WH_0034 (national_CMS, IV_fluids), score=2.5, factors=['high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0034 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0034) is WH_0034 (national_CMS, IV_fluids), score=2.5, factors=['high_wastage', 'criticality_high']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "risk_score": 2.5, "risk_factors": ["high_wastage", "criticality_high"]}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 1.5, "risk_factors": ["high_wastage", "criticality_medium"]}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "risk_score": 1, "risk_factors": ["high_wastage"]}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 0.5, "risk_factors": ["criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0034"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T148", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0075'}) -> [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'risk_score': 8, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage']}]\n\nQ: is WH_0075 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0075) is WH_0075 (district_store, PPE_IPC_supplies), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0075 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0075) is WH_0075 (district_store, PPE_IPC_supplies), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: top shortage risk (uid=district_store:WH_0075) is WH_0075 (district_store, PPE_IPC_supplies), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "risk_score": 8, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage"]}], "scope": {"uid": "district_store:WH_0075"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T147", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0075'}) -> [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0075 at the district_store?\nA:", "chosen": "FACTS: 2 backordered records (uid=district_store:WH_0075). worst: WH_0075 (district_store, PPE_IPC_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0075 (district_store).", "rejected": "FACTS: 18.8 backordered records (uid=district_store:WH_0075). worst: WH_0075 (district_store, PPE_IPC_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0075 (district_store).\nFACTS: to repeat, the figure is 18.8. Again, 18.8 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8571428571428571, "tool_out": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0075"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T301", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0091'}) -> []\n\nQ: does WH_0091 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0091)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0548)\nRECOMMENDATION: nothing urgent here.\nFACTS: no active stockouts (uid=regional_warehouse:WH_0548)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0091"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T239", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0007'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 100.0, 'avg_order_fulfilment_rate_pct': 65.8, 'months_with_stockout': 0, 'issue_counts': {}, 'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0007 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0007 (national_CMS): avg inventory accuracy 100.0%, avg fulfilment 65.8%, 0 months w/ stockout (based on 1 records)\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 100.0, "avg_order_fulfilment_rate_pct": 65.8, "months_with_stockout": 0, "issue_counts": {}, "uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0007"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T201", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0082'}) -> []\n\nQ: does WH_0082 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0082)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0193)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "national_CMS:WH_0082"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T316", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0030'}) -> []\n\nQ: does WH_0030 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0030)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0030)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0030"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T299", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0025'}) -> {'n_records': 3, 'avg_inventory_accuracy_pct': 57.2, 'avg_order_fulfilment_rate_pct': 49.5, 'months_with_stockout': 2, 'issue_counts': {'pest_infestation': 1, 'understocking': 1, 'FEFO_not_followed': 1}, 'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0025 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0025 (regional_warehouse): avg inventory accuracy 57.2%, avg fulfilment 49.5%, 2 months w/ stockout (based on 3 records), issues on record: {'pest_infestation': 1, 'understocking': 1, 'FEFO_not_followed': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0025 (regional_warehouse): avg inventory accuracy 57.2%, avg fulfilment 49.5%, 2 months w/ stockout (based on 3 records), issues on record: {'pest_infestation': 1, 'understocking': 1, 'FEFO_not_followed': 1}\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 3, "avg_inventory_accuracy_pct": 57.2, "avg_order_fulfilment_rate_pct": 49.5, "months_with_stockout": 2, "issue_counts": {"pest_infestation": 1, "understocking": 1, "FEFO_not_followed": 1}, "uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0025"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T61", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'warehouse_level', 'compare_values': ['national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'national_CMS': {'n_records': 72, 'avg_inventory_accuracy_pct': 72.2, 'avg_order_fulfilment_rate_pct': 74.5, 'months_with_stockout': 10, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}, 'regional_warehouse': {'n_records': 72, 'avg_inventory_accuracy_pct': 57.1, 'avg_order_fulfilment_rate_pct': 53.5, 'months_with_stockout': 29, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}}}}\n\nQ: how do national_CMS and regional_warehouse compare on kpis?\nA:", "chosen": "FACTS: kpis by warehouse_level: national_CMS: avg inventory accuracy 72.2%, avg fulfilment 74.5%, 10 months w/ stockout; regional_warehouse: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout\nRECOMMENDATION: review the regional_warehouse group first - most months with a stockout.", "rejected": "FACTS: kpis by warehouse_level: national_CMS: avg inventory accuracy 72.2%, avg fulfilment 74.5%, 10 months w/ stockout; regional_warehouse: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"national_CMS": {"n_records": 72, "avg_inventory_accuracy_pct": 72.2, "avg_order_fulfilment_rate_pct": 74.5, "months_with_stockout": 10, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "regional_warehouse": {"n_records": 72, "avg_inventory_accuracy_pct": 57.1, "avg_order_fulfilment_rate_pct": 53.5, "months_with_stockout": 29, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 6, "theft_pilferage": 6, "understocking": 6, "expired_stock": 6, "overstocking": 6, "receiving_error": 6, "FEFO_not_followed": 6, "temperature_excursion": 6, "damaged_goods": 6, "dispatch_error": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T132", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0006'}) -> [{'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}]\n\nQ: which category has the most backorders at WH_0006 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0006). worst: WH_0006 (district_store, controlled_substances) at 55.6% backorder rate\nRECOMMENDATION: expedite WH_0006 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0006). worst: WH_0006 (district_store, controlled_substances) at 55.6% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}], "scope": {"uid": "district_store:WH_0006"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T174", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0069'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 35.6, 'avg_order_fulfilment_rate_pct': 35.1, 'months_with_stockout': 1, 'issue_counts': {'overstocking': 1}, 'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0069 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0069 (district_store): avg inventory accuracy 35.6%, avg fulfilment 35.1%, 1 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 35.6, "avg_order_fulfilment_rate_pct": 35.1, "months_with_stockout": 1, "issue_counts": {"overstocking": 1}, "uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0069"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T85", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0036', 'commodity_category': 'essential_medicines', 'year': 2024, 'month': 12}) -> {'status': 'ok', 'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'year': 2024, 'month': 12, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (17.3%)', 'high wastage (29.5%)'], 'uncertain': True}\n\nQ: why is WH_0036 at the district_store failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0036 (district_store, 12/2024): reported issue = overstocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (17.3%); high wastage (29.5%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "year": 2024, "month": 12, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (17.3%)", "high wastage (29.5%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0036", "commodity_category": "essential_medicines", "year": 2024, "month": 12}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T9", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'warehouse_level': 'regional_warehouse'}) -> [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, '... and 24 more']\n\nQ: which items are stocked out in the regional_warehouse tier?\nA:", "chosen": "FACTS: 29 active stockouts (warehouse_level=regional_warehouse). worst: WH_0025 (regional_warehouse, ARVs), 38 facilities hit\nRECOMMENDATION: prioritize WH_0025 (regional_warehouse) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {"warehouse_level": "regional_warehouse"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T370", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0043', 'commodity_category': 'PPE_IPC_supplies', 'year': 2023, 'month': 2}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 2, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (56.1%)', 'high wastage (10.7%)'], 'uncertain': True}\n\nQ: why is WH_0043 at the regional_warehouse failing fulfillment for PPE IPC supplies?\nA:", "chosen": "FACTS: WH_0043 (regional_warehouse, 2/2023): reported issue = expired_stock. other signals: FEFO compliance failed; low inventory accuracy (56.1%); high wastage (10.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "FACTS: WH_0525 (regional_warehouse, 2/2023): reported issue = expired_stock. other signals: FEFO compliance failed; low inventory accuracy (56.1%); high wastage (10.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "year": 2023, "month": 2, "reported_issue": "expired_stock", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (56.1%)", "high wastage (10.7%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0043", "commodity_category": "PPE_IPC_supplies", "year": 2023, "month": 2}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T178", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0011'}) -> [{'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 8.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0011 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0011) is WH_0011 (district_store, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0011 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0891) is WH_0891 (district_store, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0891 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 8.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0011"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T383", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0017'}) -> [{'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'risk_score': 9.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']}]\n\nQ: is WH_0017 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0017) is WH_0017 (regional_warehouse, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0017 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0017) is WH_0017 (regional_warehouse, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate'] Not sure if there's more to report here.\nRECOMMENDATION: focus replenishment planning on WH_0017 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "risk_score": 9.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate"]}], "scope": {"uid": "regional_warehouse:WH_0017"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T298", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0025'}) -> [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0025 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0025) is WH_0025 (regional_warehouse, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0025 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0025) is WH_0025 (regional_warehouse, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0025"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T19", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'peri_urban': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}], 'urban': [{'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do peri_urban and urban compare on stockouts?\nA:", "chosen": "FACTS: stockouts by region_type: peri_urban: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); urban: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: prioritize the peri_urban group first - most facilities affected.", "rejected": "FACTS: stockouts by region_type: peri_urban: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); urban: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"_grouped_by": "region_type", "groups": {"peri_urban": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}], "urban": [{"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "urban"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T379", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0074'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 46.5, 'avg_order_fulfilment_rate_pct': 64.3, 'months_with_stockout': 1, 'issue_counts': {'FEFO_not_followed': 1}, 'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0074 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0074 (regional_warehouse): avg inventory accuracy 46.5%, avg fulfilment 64.3%, 1 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0074 (regional_warehouse): avg inventory accuracy 80.1%, avg fulfilment 64.3%, 1 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9761904761904762, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 46.5, "avg_order_fulfilment_rate_pct": 64.3, "months_with_stockout": 1, "issue_counts": {"FEFO_not_followed": 1}, "uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0074"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T277", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0024'}) -> [{'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 20.0}]\n\nQ: which category has the most backorders at WH_0024 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0024). worst: WH_0024 (national_CMS, PPE_IPC_supplies) at 20.0% backorder rate\nRECOMMENDATION: expedite WH_0024 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}], "scope": {"uid": "national_CMS:WH_0024"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T180", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0011', 'commodity_category': 'vaccines', 'year': 2022, 'month': 12}) -> {'status': 'ok', 'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'year': 2022, 'month': 12, 'reported_issue': 'dispatch_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (17.7%)', 'high wastage (30.3%)'], 'uncertain': True}\n\nQ: why is WH_0011 at the district_store failing fulfillment for vaccines?\nA:", "chosen": "FACTS: WH_0011 (district_store, 12/2022): reported issue = dispatch_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (17.7%); high wastage (30.3%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (dispatch_error).", "rejected": "FACTS: address the reported issue (dispatch_error).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "year": 2022, "month": 12, "reported_issue": "dispatch_error", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (17.7%)", "high wastage (30.3%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0011", "commodity_category": "vaccines", "year": 2022, "month": 12}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T267", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0008'}) -> [{'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}]\n\nQ: which category has the most backorders at WH_0008 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0008). worst: WH_0008 (national_CMS, essential_medicines) at 31.2% backorder rate\nRECOMMENDATION: expedite WH_0008 (national_CMS).", "rejected": "FACTS: expedite WH_0008 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9047619047619048, "tool_out": [{"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}], "scope": {"uid": "national_CMS:WH_0008"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T142", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0099'}) -> [{'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0099 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0099). worst: WH_0099 (district_store, controlled_substances) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0099 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0099). worst: WH_0099 (district_store, general_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0099 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0099"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T263", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0076'}) -> [{'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 3.0, 'risk_factors': ['high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0076 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0076) is WH_0076 (national_CMS, surgical_supplies), score=3.0, factors=['high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0076 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 3.0, "risk_factors": ["high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0076"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T268", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0008'}) -> [{'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0008 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0008) is WH_0008 (national_CMS, essential_medicines), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0008 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0337) is WH_0337 (national_CMS, essential_medicines), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0337 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0008"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T87", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0065'}) -> [{'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}]\n\nQ: which category has the most backorders at WH_0065 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0065). worst: WH_0065 (district_store, nutrition_commodities) at 83.3% backorder rate\nRECOMMENDATION: expedite WH_0065 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0065). worst: WH_0065 (district_store, nutrition_commodities) at 83.3% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}], "scope": {"uid": "district_store:WH_0065"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T305", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0091', 'commodity_category': 'medical_devices_consumables', 'year': 2023, 'month': 9}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 9, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (54.9%)', 'high wastage (15.4%)']}\n\nQ: why is WH_0091 at the regional_warehouse failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0091 (regional_warehouse, 9/2023): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (54.9%); high wastage (15.4%)\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: WH_0091 (regional_warehouse, 9/2023): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (54.9%); high wastage (15.4%)\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: to repeat, the figure is 9. Again, 9 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "year": 2023, "month": 9, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (54.9%)", "high wastage (15.4%)"]}, "scope": {"uid": "regional_warehouse:WH_0091", "commodity_category": "medical_devices_consumables", "year": 2023, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T264", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0076'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 78.4, 'avg_order_fulfilment_rate_pct': 77.0, 'months_with_stockout': 0, 'issue_counts': {'theft_pilferage': 1}, 'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0076 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0076 (national_CMS): avg inventory accuracy 78.4%, avg fulfilment 77.0%, 0 months w/ stockout (based on 1 records), issues on record: {'theft_pilferage': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0342 (national_CMS): avg inventory accuracy 78.4%, avg fulfilment 77.0%, 0 months w/ stockout (based on 1 records), issues on record: {'theft_pilferage': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 78.4, "avg_order_fulfilment_rate_pct": 77.0, "months_with_stockout": 0, "issue_counts": {"theft_pilferage": 1}, "uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0076"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T345", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0088', 'commodity_category': 'IV_fluids', 'year': 2022, 'month': 2}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'year': 2022, 'month': 2, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (62.7%)', 'high wastage (7.7%)']}\n\nQ: why is WH_0088 at the regional_warehouse failing fulfillment for IV fluids?\nA:", "chosen": "FACTS: WH_0088 (regional_warehouse, 2/2022): reported issue = understocking. other signals: FEFO compliance failed; low inventory accuracy (62.7%); high wastage (7.7%)\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "FACTS: WH_0088 (regional_warehouse, 2/2022): reported issue = understocking. other signals: FEFO compliance failed; low inventory accuracy (62.7%); high wastage (7.7%)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 2. Again, 2 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "year": 2022, "month": 2, "reported_issue": "understocking", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (62.7%)", "high wastage (7.7%)"]}, "scope": {"uid": "regional_warehouse:WH_0088", "commodity_category": "IV_fluids", "year": 2022, "month": 2}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T31", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'warehouse_level', 'compare_values': ['national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'national_CMS': [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 'national_CMS:WH_0077', 'warehouse_id': 'WH_0077', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 14, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 15, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}, {'uid': 'national_CMS:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 14, 'backorder_rate_pct': 26.4}, {'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 14, 'backorder_rate_pct': 25.5}, {'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 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'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}, {'uid': 'regional_warehouse:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 27.3}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 23.1}, {'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}]}}\n\nQ: how do national_CMS and regional_warehouse compare on backorders?\nA:", "chosen": "FACTS: backorders by warehouse_level: national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders; regional_warehouse: worst WH_0054 (laboratory_reagents) at 92.3%, 12 orders\nRECOMMENDATION: expedite the regional_warehouse group first - highest backorder rate.", "rejected": "FACTS: backorders by warehouse_level: national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders; regional_warehouse: worst WH_0054 (laboratory_reagents) at 92.3%, 12 orders\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"national_CMS": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 92.3}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 6, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 9, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 12, "backorder_rate_pct": 70.6}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 10, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 13, "backorder_rate_pct": 65.0}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 9, "backorder_rate_pct": 64.3}, {"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}, {"uid": "regional_warehouse:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 16, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 54.5}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 53.3}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T116", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0022'}) -> [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}]\n\nQ: does WH_0022 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0022). worst: WH_0022 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: prioritize WH_0022 (district_store) first.", "rejected": "FACTS: 1 active stockouts (uid=district_store:WH_0743). worst: WH_0743 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: prioritize WH_0743 (district_store) first.\nFACTS: 1 active stockouts (uid=district_store:WH_0743). worst: WH_0743 (district_store, laboratory_reagents), 13 facilities hit\nRECOMMENDATION: prioritize WH_0743 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}], "scope": {"uid": "district_store:WH_0022"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T133", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0006'}) -> [{'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0006 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0006) is WH_0006 (district_store, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0006 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0006) is WH_0006 (district_store, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0006"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T342", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0088'}) -> [{'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}]\n\nQ: which category has the most backorders at WH_0088 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0088). worst: WH_0088 (regional_warehouse, IV_fluids) at 60.0% backorder rate\nRECOMMENDATION: expedite WH_0088 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0088). worst: WH_0088 (regional_warehouse, IV_fluids) at 60.0% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: 2 backordered records (uid=regional_warehouse:WH_0088). worst: WH_0088 (regional_warehouse, IV_fluids) at 60.0% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}], "scope": {"uid": "regional_warehouse:WH_0088"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T243", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0009'}) -> [{'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 4.0, 'risk_factors': ['high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0009 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0009) is WH_0009 (national_CMS, essential_medicines), score=4.0, factors=['high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0009 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0217) is WH_0217 (national_CMS, essential_medicines), score=4.0, factors=['high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0217 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 4.0, "risk_factors": ["high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0009"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T308", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0050'}) -> [{'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'risk_score': 9.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']}]\n\nQ: is WH_0050 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0050) is WH_0050 (regional_warehouse, laboratory_reagents), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0050 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0050) is WH_0050 (regional_warehouse, laboratory_reagents), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "risk_score": 9.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate"]}], "scope": {"uid": "regional_warehouse:WH_0050"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T172", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0069'}) -> [{'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0069 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0069). worst: WH_0069 (district_store, medical_devices_consumables) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0069 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0069). worst: WH_0069 (district_store, miscellaneous_items) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0069 (district_store).", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0069"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T103", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0018'}) -> [{'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0018 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0018) is WH_0018 (district_store, nutrition_commodities), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0018 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0018) is WH_0018 (district_store, nutrition_commodities), score=47.9, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0018 (district_store).\nFACTS: top shortage risk (uid=district_store:WH_0018) is WH_0018 (district_store, nutrition_commodities), score=47.9, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0018 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.8952380952380953, "tool_out": [{"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0018"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T359", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0086'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 65.0, 'avg_order_fulfilment_rate_pct': 74.2, 'months_with_stockout': 0, 'issue_counts': {'overstocking': 1}, 'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0086 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0086 (regional_warehouse): avg inventory accuracy 65.0%, avg fulfilment 74.2%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 65.0, "avg_order_fulfilment_rate_pct": 74.2, "months_with_stockout": 0, "issue_counts": {"overstocking": 1}, "uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0086"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T183", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0087'}) -> [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0087 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0087) is WH_0087 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0087 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0087) is WH_0087 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0087"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T329", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0027'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 27.0, 'avg_order_fulfilment_rate_pct': 65.0, 'months_with_stockout': 1, 'issue_counts': {'receiving_error': 1}, 'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0027 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0027 (regional_warehouse): avg inventory accuracy 27.0%, avg fulfilment 65.0%, 1 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 27.0, "avg_order_fulfilment_rate_pct": 65.0, "months_with_stockout": 1, "issue_counts": {"receiving_error": 1}, "uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0027"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T351", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0042'}) -> []\n\nQ: does WH_0042 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0042)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0042"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T325", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0009', 'commodity_category': 'essential_medicines', 'year': 2024, 'month': 10}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 10, 'reported_issue': 'stock_record_discrepancy', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (68.5%)', 'high wastage (14.6%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0009 at the regional_warehouse failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0009 (regional_warehouse, 10/2024): reported issue = stock_record_discrepancy. other signals: storage conditions not adequate; low inventory accuracy (68.5%); high wastage (14.6%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (stock_record_discrepancy).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "year": 2024, "month": 10, "reported_issue": "stock_record_discrepancy", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (68.5%)", "high wastage (14.6%)", "active stockout"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0009", "commodity_category": "essential_medicines", "year": 2024, "month": 10}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T344", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0088'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 51.1, 'avg_order_fulfilment_rate_pct': 65.1, 'months_with_stockout': 1, 'issue_counts': {'understocking': 1, 'damaged_goods': 1}, 'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0088 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0088 (regional_warehouse): avg inventory accuracy 51.1%, avg fulfilment 65.1%, 1 months w/ stockout (based on 2 records), issues on record: {'understocking': 1, 'damaged_goods': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 51.1, "avg_order_fulfilment_rate_pct": 65.1, "months_with_stockout": 1, "issue_counts": {"understocking": 1, "damaged_goods": 1}, "uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0088"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T270", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0008', 'commodity_category': 'essential_medicines', 'year': 2024, 'month': 10}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 10, 'reported_issue': 'dispatch_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (75.8%)', 'high wastage (10.9%)', 'active stockout']}\n\nQ: why is WH_0008 at the national_CMS failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0008 (national_CMS, 10/2024): reported issue = dispatch_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (75.8%); high wastage (10.9%); active stockout\nRECOMMENDATION: address the reported issue (dispatch_error).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "year": 2024, "month": 10, "reported_issue": "dispatch_error", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (75.8%)", "high wastage (10.9%)", "active stockout"]}, "scope": {"uid": "national_CMS:WH_0008", "commodity_category": "essential_medicines", "year": 2024, "month": 10}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T55", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'region_type': 'rural'}) -> {'n_records': 87, 'avg_inventory_accuracy_pct': 42.2, 'avg_order_fulfilment_rate_pct': 42.5, 'months_with_stockout': 45, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}\n\nQ: what are the kpis for rural areas?\nA:", "chosen": "FACTS: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout (region_type=rural) (based on 87 records), issues on record: {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout (region_type=rural) (based on 87 records), issues on record: {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 87, "avg_inventory_accuracy_pct": 42.2, "avg_order_fulfilment_rate_pct": 42.5, "months_with_stockout": 45, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "scope": {"region_type": "rural"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T297", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0025'}) -> [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 9, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}]\n\nQ: which category has the most backorders at WH_0025 at the regional_warehouse?\nA:", "chosen": "FACTS: 3 backordered records (uid=regional_warehouse:WH_0025). worst: WH_0025 (regional_warehouse, malaria_commodities) at 60.0% backorder rate\nRECOMMENDATION: expedite WH_0025 (regional_warehouse).", "rejected": "FACTS: 3 backordered records (uid=regional_warehouse:WH_0025). worst: WH_0025 (regional_warehouse, malaria_commodities) at 60.0% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}], "scope": {"uid": "regional_warehouse:WH_0025"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T246", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0016'}) -> []\n\nQ: does WH_0016 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0016)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0016)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "national_CMS:WH_0016"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T238", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0007'}) -> [{'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}]\n\nQ: is WH_0007 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0007) is WH_0007 (national_CMS, ARVs), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0007 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0007) is WH_0007 (national_CMS, ARVs), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0007"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T68", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'warehouse_level': 'national_CMS'}) -> {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 72, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}\n\nQ: why are warehouses in the national_CMS tier failing?\nA:", "chosen": "FACTS: most common issue (warehouse_level=national_CMS): theft_pilferage (6 of 72 records)\nRECOMMENDATION: investigate theft_pilferage as the top recurring issue.", "rejected": "FACTS: investigate theft_pilferage as the top recurring issue.", "chosen_score": 1.0, "rejected_score": 0.9047619047619048, "tool_out": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 72, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "scope": {"warehouse_level": "national_CMS"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T43", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}], 'national_CMS': [{'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}]}}\n\nQ: how do district_store and national_CMS compare on shortage risk?\nA:", "chosen": "FACTS: shortage risk by warehouse_level: district_store: top risk WH_0028 (vaccines), score=11.5; national_CMS: top risk WH_0080 (controlled_substances), score=11.5\nRECOMMENDATION: focus replenishment planning on the district_store group first - highest risk score.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "national_CMS": [{"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T396", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0003'}) -> []\n\nQ: does WH_0003 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0003)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0003"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T122", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0042'}) -> [{'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0042 at the district_store?\nA:", "chosen": "FACTS: 2 backordered records (uid=district_store:WH_0042). worst: WH_0042 (district_store, medical_devices_consumables) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0042 (district_store).", "rejected": "FACTS: 2 backordered records (uid=district_store:WH_0847). worst: WH_0847 (district_store, medical_devices_consumables) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0847 (district_store).\nFACTS: to repeat, the figure is 2. Again, 2 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0042"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T169", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0010'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 45.6, 'avg_order_fulfilment_rate_pct': 31.4, 'months_with_stockout': 1, 'issue_counts': {'receiving_error': 1}, 'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0010 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0010 (district_store): avg inventory accuracy 45.6%, avg fulfilment 31.4%, 1 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0010 (district_store): avg inventory accuracy 45.6%, avg fulfilment 31.4%, 1 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 45.6, "avg_order_fulfilment_rate_pct": 31.4, "months_with_stockout": 1, "issue_counts": {"receiving_error": 1}, "uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0010"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T211", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0050'}) -> []\n\nQ: does WH_0050 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0050)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "national_CMS:WH_0050"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T273", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0005'}) -> [{'uid': 'national_CMS:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'risk_score': 2.5, 'risk_factors': ['high_wastage', 'criticality_high']}]\n\nQ: is WH_0005 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0005) is WH_0005 (national_CMS, ARVs), score=2.5, factors=['high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0005 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0005) is WH_0005 (national_CMS, ARVs), score=2.5, factors=['high_wastage', 'criticality_high']\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "national_CMS:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "risk_score": 2.5, "risk_factors": ["high_wastage", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0005"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T197", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0021'}) -> [{'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 18.6}]\n\nQ: which category has the most backorders at WH_0021 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0021). worst: WH_0021 (national_CMS, surgical_supplies) at 18.6% backorder rate\nRECOMMENDATION: expedite WH_0021 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0021). worst: WH_0021 (national_CMS, miscellaneous_items) at 18.6% backorder rate\nRECOMMENDATION: expedite WH_0021 (national_CMS).\nFACTS: 1 backordered records (uid=national_CMS:WH_0021). worst: WH_0021 (national_CMS, miscellaneous_items) at 18.6% backorder rate\nRECOMMENDATION: expedite WH_0021 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}], "scope": {"uid": "national_CMS:WH_0021"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T266", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0008'}) -> [{'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}]\n\nQ: does WH_0008 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=national_CMS:WH_0008). worst: WH_0008 (national_CMS, essential_medicines), 14 facilities hit\nRECOMMENDATION: prioritize WH_0008 (national_CMS) first.", "rejected": "FACTS: 1 active stockouts (uid=national_CMS:WH_0008). worst: WH_0008 (national_CMS, essential_medicines), 14 facilities hit\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}], "scope": {"uid": "national_CMS:WH_0008"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T318", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0030'}) -> [{'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0030 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0030) is WH_0030 (regional_warehouse, contraceptives), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0030 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0030) is WH_0030 (regional_warehouse, contraceptives), score=21.2, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0030 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9428571428571428, "tool_out": [{"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0030"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T18", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}], 'peri_urban': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do peri_urban and rural compare on stockouts?\nA:", "chosen": "FACTS: stockouts by region_type: peri_urban: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); rural: 45 stockouts, worst WH_0074 (vaccines, 60 facilities)\nRECOMMENDATION: prioritize the peri_urban group first - most facilities affected.", "rejected": "FACTS: stockouts by region_type: suburban: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); rural: 45 stockouts, worst WH_0074 (vaccines, 60 facilities)\nRECOMMENDATION: prioritize the peri_urban group first - most facilities affected.", "chosen_score": 1.0, "rejected_score": 0.8392857142857143, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "peri_urban": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T209", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0034'}) -> {'n_records': 4, 'avg_inventory_accuracy_pct': 74.0, 'avg_order_fulfilment_rate_pct': 91.0, 'months_with_stockout': 0, 'issue_counts': {'theft_pilferage': 1, 'stock_record_discrepancy': 1, 'expired_stock': 1, 'receiving_error': 1}, 'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0034 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0034 (national_CMS): avg inventory accuracy 74.0%, avg fulfilment 91.0%, 0 months w/ stockout (based on 4 records), issues on record: {'theft_pilferage': 1, 'stock_record_discrepancy': 1, 'expired_stock': 1, 'receiving_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0034 (national_CMS): avg inventory accuracy 74.0%, avg fulfilment 91.0%, 0 months w/ stockout (based on 4 records), issues on record: {'theft_pilferage': 1, 'stock_record_discrepancy': 1, 'expired_stock': 1, 'receiving_error': 1}\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 74.0. Again, 74.0 is the number.", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": {"n_records": 4, "avg_inventory_accuracy_pct": 74.0, "avg_order_fulfilment_rate_pct": 91.0, "months_with_stockout": 0, "issue_counts": {"theft_pilferage": 1, "stock_record_discrepancy": 1, "expired_stock": 1, "receiving_error": 1}, "uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0034"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T125", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0042', 'commodity_category': 'medical_devices_consumables', 'year': 2023, 'month': 8}) -> {'status': 'ok', 'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'year': 2023, 'month': 8, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (10.0%)', 'high wastage (38.4%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0042 at the district_store failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0042 (district_store, 8/2023): reported issue = temperature_excursion. other signals: FEFO compliance failed; low inventory accuracy (10.0%); high wastage (38.4%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "year": 2023, "month": 8, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (10.0%)", "high wastage (38.4%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0042", "commodity_category": "medical_devices_consumables", "year": 2023, "month": 8}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T188", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0037'}) -> [{'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0037 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0037) is WH_0037 (district_store, contraceptives), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0037 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0037"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T22", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'warehouse_level': 'national_CMS'}) -> [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, '... and 63 more']\n\nQ: which items are backordered in the national_CMS tier?\nA:", "chosen": "FACTS: 68 backordered records (warehouse_level=national_CMS). worst: WH_0088 (national_CMS, malaria_commodities) at 61.5% backorder rate\nRECOMMENDATION: expedite WH_0088 (national_CMS).", "rejected": "FACTS: 102.2 backordered records (warehouse_level=national_CMS). worst: WH_0088 (national_CMS, malaria_commodities) at 61.5% backorder rate\nRECOMMENDATION: expedite WH_0088 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9523809523809524, "tool_out": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "scope": {"warehouse_level": "national_CMS"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T21", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'warehouse_level': 'district_store'}) -> [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, '... and 60 more']\n\nQ: which items are backordered in the district_store tier?\nA:", "chosen": "FACTS: 65 backordered records (warehouse_level=district_store). worst: WH_0067 (district_store, surgical_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0067 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}], "scope": {"warehouse_level": "district_store"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T146", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0075'}) -> [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}]\n\nQ: does WH_0075 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 2 active stockouts (uid=district_store:WH_0075). worst: WH_0075 (district_store, PPE_IPC_supplies), 2 facilities hit\nRECOMMENDATION: prioritize WH_0075 (district_store) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}], "scope": {"uid": "district_store:WH_0075"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T224", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0026'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 76.0, 'avg_order_fulfilment_rate_pct': 62.7, 'months_with_stockout': 0, 'issue_counts': {'FEFO_not_followed': 1}, 'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0026 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0026 (national_CMS): avg inventory accuracy 76.0%, avg fulfilment 62.7%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0026 (national_CMS): avg inventory accuracy 76.0%, avg fulfilment 62.7%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: WH_0026 (national_CMS): avg inventory accuracy 76.0%, avg fulfilment 62.7%, 0 months w/ stockout (based on 1 records), issues on record: {'FEFO_not_followed': 1}\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 76.0, "avg_order_fulfilment_rate_pct": 62.7, "months_with_stockout": 0, "issue_counts": {"FEFO_not_followed": 1}, "uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0026"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T15", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}], 'national_CMS': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do district_store and national_CMS compare on stockouts?\nA:", "chosen": "FACTS: stockouts by warehouse_level: district_store: 38 stockouts, worst WH_0022 (laboratory_reagents, 13 facilities); national_CMS: 10 stockouts, worst WH_0046 (malaria_commodities, 108 facilities)\nRECOMMENDATION: prioritize the national_CMS group first - most facilities affected.", "rejected": "FACTS: stockouts by warehouse_level: district_store: 38 stockouts, worst WH_0022 (laboratory_reagents, 13 facilities); national_CMS: 10 stockouts, worst WH_0046 (malaria_commodities, 108 facilities)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}], "national_CMS": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T62", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': {'n_records': 87, 'avg_inventory_accuracy_pct': 42.2, 'avg_order_fulfilment_rate_pct': 42.5, 'months_with_stockout': 45, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}, 'peri_urban': {'n_records': 68, 'avg_inventory_accuracy_pct': 53.2, 'avg_order_fulfilment_rate_pct': 55.1, 'months_with_stockout': 20, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}}}\n\nQ: how do peri_urban and rural compare on kpis?\nA:", "chosen": "FACTS: kpis by region_type: peri_urban: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout; rural: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout\nRECOMMENDATION: review the rural group first - most months with a stockout.", "rejected": "FACTS: review the rural group first - most months with a stockout.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8714285714285713, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": {"n_records": 87, "avg_inventory_accuracy_pct": 42.2, "avg_order_fulfilment_rate_pct": 42.5, "months_with_stockout": 45, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "peri_urban": {"n_records": 68, "avg_inventory_accuracy_pct": 53.2, "avg_order_fulfilment_rate_pct": 55.1, "months_with_stockout": 20, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T289", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0011'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 75.0, 'avg_order_fulfilment_rate_pct': 75.5, 'months_with_stockout': 0, 'issue_counts': {'dispatch_error': 1}, 'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0011 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0011 (national_CMS): avg inventory accuracy 75.0%, avg fulfilment 75.5%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0011 (national_CMS): avg inventory accuracy 108.6%, avg fulfilment 75.5%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.\nFACTS: WH_0011 (national_CMS): avg inventory accuracy 108.6%, avg fulfilment 75.5%, 0 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.9285714285714286, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 75.0, "avg_order_fulfilment_rate_pct": 75.5, "months_with_stockout": 0, "issue_counts": {"dispatch_error": 1}, "uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0011"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T207", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0034'}) -> [{'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 20.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 10.3}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 7.0}]\n\nQ: which category has the most backorders at WH_0034 at the national_CMS?\nA:", "chosen": "FACTS: 3 backordered records (uid=national_CMS:WH_0034). worst: WH_0034 (national_CMS, IV_fluids) at 20.4% backorder rate\nRECOMMENDATION: expedite WH_0034 (national_CMS).", "rejected": "FACTS: 3 backordered records (uid=national_CMS:WH_0034). worst: WH_0034 (national_CMS, IV_fluids) at 20.4% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}], "scope": {"uid": "national_CMS:WH_0034"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T213", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0050'}) -> [{'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0050 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0050) is WH_0050 (national_CMS, laboratory_reagents), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0050 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0050) is WH_0050 (national_CMS, laboratory_reagents), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: top shortage risk (uid=national_CMS:WH_0050) is WH_0050 (national_CMS, laboratory_reagents), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0050"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T225", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0026', 'commodity_category': 'surgical_supplies', 'year': 2022, 'month': 2}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 2, 'reported_issue': 'FEFO_not_followed', 'has_issue': True, 'signals': ['low inventory accuracy (76.0%)', 'high wastage (6.3%)']}\n\nQ: why is WH_0026 at the national_CMS failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0026 (national_CMS, 2/2022): reported issue = FEFO_not_followed. other signals: low inventory accuracy (76.0%); high wastage (6.3%)\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "year": 2022, "month": 2, "reported_issue": "FEFO_not_followed", "has_issue": true, "signals": ["low inventory accuracy (76.0%)", "high wastage (6.3%)"]}, "scope": {"uid": "national_CMS:WH_0026", "commodity_category": "surgical_supplies", "year": 2022, "month": 2}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T93", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0078'}) -> [{'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'risk_score': 8.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0078 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0078) is WH_0078 (district_store, contraceptives), score=8.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0078 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0078) is WH_0078 (district_store, contraceptives), score=8.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "risk_score": 8.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0078"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T307", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0050'}) -> [{'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 36.4}]\n\nQ: which category has the most backorders at WH_0050 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0050). worst: WH_0050 (regional_warehouse, medical_devices_consumables) at 76.9% backorder rate\nRECOMMENDATION: expedite WH_0050 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0050). worst: WH_0050 (regional_warehouse, miscellaneous_items) at 76.9% backorder rate\nRECOMMENDATION: expedite WH_0050 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}], "scope": {"uid": "regional_warehouse:WH_0050"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T5", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({}) -> [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: which warehouses have the highest shortage risk?\nA:", "chosen": "FACTS: top shortage risk is WH_0028 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0028 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T315", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0082', 'commodity_category': 'controlled_substances', 'year': 2023, 'month': 3}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 3, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (50.0%)', 'high wastage (29.1%)'], 'uncertain': True}\n\nQ: why is WH_0082 at the regional_warehouse failing fulfillment for controlled substances?\nA:", "chosen": "FACTS: WH_0082 (regional_warehouse, 3/2023): reported issue = expired_stock. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (50.0%); high wastage (29.1%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "FACTS: WH_0082 (regional_warehouse, 29.2/2023): reported issue = expired_stock. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (50.0%); high wastage (29.1%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "chosen_score": 1.0, "rejected_score": 0.9714285714285714, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "year": 2023, "month": 3, "reported_issue": "expired_stock", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (50.0%)", "high wastage (29.1%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0082", "commodity_category": "controlled_substances", "year": 2023, "month": 3}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T83", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0036'}) -> [{'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0036 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0036) is WH_0036 (district_store, essential_medicines), score=8.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0036 (district_store).", "rejected": "FACTS: focus replenishment planning on WH_0036 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "district_store:WH_0036"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T154", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0026'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 10.0, 'avg_order_fulfilment_rate_pct': 26.7, 'months_with_stockout': 1, 'issue_counts': {'dispatch_error': 1}, 'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0026 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0026 (district_store): avg inventory accuracy 10.0%, avg fulfilment 26.7%, 1 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0026 (district_store): avg inventory accuracy 10.0%, avg fulfilment 26.7%, 1 months w/ stockout (based on 1 records), issues on record: {'dispatch_error': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 10.0, "avg_order_fulfilment_rate_pct": 26.7, "months_with_stockout": 1, "issue_counts": {"dispatch_error": 1}, "uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0026"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T1", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({}) -> [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, '... and 72 more']\n\nQ: which items are stocked out right now?\nA:", "chosen": "FACTS: 77 active stockouts. worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: prioritize WH_0046 (national_CMS) first.", "rejected": "FACTS: prioritize WH_0046 (national_CMS) first.", "chosen_score": 1.0, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T390", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0021', 'commodity_category': 'PPE_IPC_supplies', 'year': 2024, 'month': 1}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 1, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (61.8%)', 'high wastage (21.3%)', 'active stockout']}\n\nQ: why is WH_0021 at the regional_warehouse failing fulfillment for PPE IPC supplies?\nA:", "chosen": "FACTS: WH_0021 (regional_warehouse, 1/2024): reported issue = overstocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (61.8%); high wastage (21.3%); active stockout\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: WH_0696 (regional_warehouse, 1/2024): reported issue = overstocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (61.8%); high wastage (21.3%); active stockout\nRECOMMENDATION: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "year": 2024, "month": 1, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (61.8%)", "high wastage (21.3%)", "active stockout"]}, "scope": {"uid": "regional_warehouse:WH_0021", "commodity_category": "PPE_IPC_supplies", "year": 2024, "month": 1}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T292", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0069'}) -> [{'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}]\n\nQ: which category has the most backorders at WH_0069 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0069). worst: WH_0069 (national_CMS, laboratory_reagents) at 26.8% backorder rate\nRECOMMENDATION: expedite WH_0069 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0761). worst: WH_0761 (national_CMS, laboratory_reagents) at 26.8% backorder rate\nRECOMMENDATION: expedite WH_0761 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}], "scope": {"uid": "national_CMS:WH_0069"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T313", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0082'}) -> [{'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'risk_score': 8.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0082 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0082) is WH_0082 (regional_warehouse, controlled_substances), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0082 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "risk_score": 8.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0082"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T200", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0021', 'commodity_category': 'surgical_supplies', 'year': 2023, 'month': 6}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'year': 2023, 'month': 6, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['low inventory accuracy (76.7%)']}\n\nQ: why is WH_0021 at the national_CMS failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0021 (national_CMS, 6/2023): reported issue = overstocking. other signals: low inventory accuracy (76.7%)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "year": 2023, "month": 6, "reported_issue": "overstocking", "has_issue": true, "signals": ["low inventory accuracy (76.7%)"]}, "scope": {"uid": "national_CMS:WH_0021", "commodity_category": "surgical_supplies", "year": 2023, "month": 6}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T311", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0082'}) -> []\n\nQ: does WH_0082 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0082)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0082"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T42", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}], 'peri_urban': [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}], 'urban': [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]}}\n\nQ: compare shortage risk across region types\nA:", "chosen": "FACTS: shortage risk by region_type: peri_urban: top risk WH_0087 (vaccines), score=11.5; rural: top risk WH_0028 (vaccines), score=11.5; urban: top risk WH_0070 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the rural group first - highest risk score.", "rejected": "FACTS: shortage risk by region_type: peri_urban: top risk WH_0572 (vaccines), score=11.5; rural: top risk WH_0028 (vaccines), score=11.5; urban: top risk WH_0070 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the rural group first - highest risk score.", "chosen_score": 1.0, "rejected_score": 0.8452380952380952, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "peri_urban": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "urban": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T271", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0005'}) -> []\n\nQ: does WH_0005 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0005)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0756)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "national_CMS:WH_0005"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T96", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0017'}) -> []\n\nQ: does WH_0017 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0017)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=district_store:WH_0017) Not sure if there's more to report here.\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "district_store:WH_0017"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T40", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'region_type': 'urban'}) -> [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}]\n\nQ: what needs urgent replenishment in urban areas?\nA:", "chosen": "FACTS: top shortage risk (region_type=urban) is WH_0070 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0070 (district_store).", "rejected": "FACTS: top shortage risk (region_type=urban) is WH_0561 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0561 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}], "scope": {"region_type": "urban"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T51", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'warehouse_level': 'district_store'}) -> {'n_records': 66, 'avg_inventory_accuracy_pct': 26.8, 'avg_order_fulfilment_rate_pct': 30.2, 'months_with_stockout': 38, 'issue_counts': {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}}\n\nQ: what are the kpis for the district_store tier?\nA:", "chosen": "FACTS: avg inventory accuracy 26.8%, avg fulfilment 30.2%, 38 months w/ stockout (warehouse_level=district_store) (based on 66 records), issues on record: {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: avg inventory accuracy 49.8%, avg fulfilment 30.2%, 38 months w/ stockout (warehouse_level=district_store) (based on 66 records), issues on record: {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}\nRECOMMENDATION: worth a review.\nFACTS: to repeat, the figure is 49.8. Again, 49.8 is the number.", "chosen_score": 1.0, "rejected_score": 0.869047619047619, "tool_out": {"n_records": 66, "avg_inventory_accuracy_pct": 26.8, "avg_order_fulfilment_rate_pct": 30.2, "months_with_stockout": 38, "issue_counts": {"theft_pilferage": 6, "expired_stock": 6, "stock_record_discrepancy": 6, "temperature_excursion": 6, "FEFO_not_followed": 6, "damaged_goods": 6, "overstocking": 6, "receiving_error": 6, "understocking": 6, "dispatch_error": 6, "pest_infestation": 6}}, "scope": {"warehouse_level": "district_store"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T156", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0063'}) -> []\n\nQ: does WH_0063 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0063)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "district_store:WH_0063"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T255", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0079', 'commodity_category': 'laboratory_reagents', 'year': 2022, 'month': 4}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 4, 'reported_issue': 'none', 'has_issue': False, 'signals': ['high wastage (6.5%)']}\n\nQ: why is WH_0079 at the national_CMS failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0079 (national_CMS, 4/2022): reported issue = none. other signals: high wastage (6.5%)\nRECOMMENDATION: no action needed.", "rejected": "FACTS: WH_0079 (national_CMS, 4/2022): reported issue = none. other signals: high wastage (6.5%)\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "year": 2022, "month": 4, "reported_issue": "none", "has_issue": false, "signals": ["high wastage (6.5%)"]}, "scope": {"uid": "national_CMS:WH_0079", "commodity_category": "laboratory_reagents", "year": 2022, "month": 4}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T164", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0046'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 13.7, 'avg_order_fulfilment_rate_pct': 24.2, 'months_with_stockout': 0, 'issue_counts': {'stock_record_discrepancy': 1}, 'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0046 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0046 (district_store): avg inventory accuracy 13.7%, avg fulfilment 24.2%, 0 months w/ stockout (based on 1 records), issues on record: {'stock_record_discrepancy': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 13.7, "avg_order_fulfilment_rate_pct": 24.2, "months_with_stockout": 0, "issue_counts": {"stock_record_discrepancy": 1}, "uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0046"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T216", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0041'}) -> []\n\nQ: does WH_0041 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0041)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "national_CMS:WH_0041"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T77", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'warehouse_level', 'compare_values': ['national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'national_CMS': {'dominant_issue': 'theft_pilferage', 'count': 6, 'n_records': 72, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}, 'regional_warehouse': {'dominant_issue': 'stock_record_discrepancy', 'count': 6, 'n_records': 72, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}}}}\n\nQ: how do national_CMS and regional_warehouse compare on why they're failing?\nA:", "chosen": "FACTS: most common issue by warehouse_level: national_CMS: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: focus on the national_CMS group's most common issue first.", "rejected": "FACTS: most common issue by warehouse_level: national_CMS: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: most common issue by warehouse_level: national_CMS: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.8214285714285714, "rejected_score": 0.630952380952381, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"national_CMS": {"dominant_issue": "theft_pilferage", "count": 6, "n_records": 72, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "regional_warehouse": {"dominant_issue": "stock_record_discrepancy", "count": 6, "n_records": 72, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 6, "theft_pilferage": 6, "understocking": 6, "expired_stock": 6, "overstocking": 6, "receiving_error": 6, "FEFO_not_followed": 6, "temperature_excursion": 6, "damaged_goods": 6, "dispatch_error": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T161", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0046'}) -> []\n\nQ: does WH_0046 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0046)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "district_store:WH_0046"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T262", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0076'}) -> [{'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 25.0}]\n\nQ: which category has the most backorders at WH_0076 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0076). worst: WH_0076 (national_CMS, surgical_supplies) at 25.0% backorder rate\nRECOMMENDATION: expedite WH_0076 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}], "scope": {"uid": "national_CMS:WH_0076"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T28", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 6, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 85.7}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0056', 'warehouse_id': 'WH_0056', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}, {'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 69.2}, {'uid': 'district_store:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 13, 'backorder_rate_pct': 65.0}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 9, 'backorder_rate_pct': 64.3}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 62.5}, {'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 54.5}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 53.3}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 9, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 38.1}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 9, 'backorder_rate_pct': 36.0}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 14, 'backorder_rate_pct': 26.4}, {'uid': 'national_CMS:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 10, 'backorder_rate_pct': 19.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 11.3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 5, 'backorder_rate_pct': 10.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 10.3}, {'uid': 'national_CMS:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 1, 'backorder_rate_pct': 2.0}], 'peri_urban': [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'regional_warehouse:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 92.3}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 12, 'backorder_rate_pct': 70.6}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 10, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 11, 'backorder_rate_pct': 61.1}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 9, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 52.9}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 41.2}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 37.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 36.4}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 35.0}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'regional_warehouse:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 23.1}, {'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}, {'uid': 'national_CMS:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 22.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 18.6}, {'uid': 'national_CMS:WH_0049', 'warehouse_id': 'WH_0049', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 17.4}, {'uid': 'national_CMS:WH_0020', 'warehouse_id': 'WH_0020', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 14.6}, {'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 9.8}, {'uid': 'national_CMS:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 9.3}], 'urban': [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 9, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'regional_warehouse:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'regional_warehouse:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 36.8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 'regional_warehouse:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 30.0}, {'uid': 'national_CMS:WH_0077', 'warehouse_id': 'WH_0077', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 14, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 15, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}, {'uid': 'national_CMS:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 14, 'backorder_rate_pct': 25.5}, {'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 25.0}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 24.4}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 16, 'backorder_rate_pct': 24.2}, {'uid': 'national_CMS:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 23.7}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 13, 'backorder_rate_pct': 22.8}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 20.5}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 20.4}, {'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 10, 'backorder_rate_pct': 17.9}, {'uid': 'national_CMS:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 15.9}, {'uid': 'national_CMS:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 13.6}, {'uid': 'national_CMS:WH_0039', 'warehouse_id': 'WH_0039', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 13.3}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 11.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 7.0}, {'uid': 'national_CMS:WH_0095', 'warehouse_id': 'WH_0095', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 4, 'backorder_rate_pct': 6.3}]}}\n\nQ: compare backorder rates across region types\nA:", "chosen": "FACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders; urban: worst WH_0068 (essential_medicines) at 87.5%, 7 orders\nRECOMMENDATION: expedite the rural group first - highest backorder rate.", "rejected": "FACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders\nRECOMMENDATION: expedite the rural group first - highest backorder rate.\nFACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders\nRECOMMENDATION: expedite the rural group first - highest backorder rate.", "chosen_score": 1.0, "rejected_score": 0.9047619047619048, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 6, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 13, "backorder_rate_pct": 65.0}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 9, "backorder_rate_pct": 64.3}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 54.5}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 53.3}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "peri_urban": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, 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"commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": 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"orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T234", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0078'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 70.2, 'avg_order_fulfilment_rate_pct': 81.0, 'months_with_stockout': 0, 'issue_counts': {'understocking': 1, 'pest_infestation': 1}, 'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0078 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0078 (national_CMS): avg inventory accuracy 70.2%, avg fulfilment 81.0%, 0 months w/ stockout (based on 2 records), issues on record: {'understocking': 1, 'pest_infestation': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0078 (national_CMS): avg inventory accuracy 70.2%, avg fulfilment 81.0%, 0 months w/ stockout (based on 2 records), issues on record: {'understocking': 1, 'pest_infestation': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: WH_0078 (national_CMS): avg inventory accuracy 70.2%, avg fulfilment 81.0%, 0 months w/ stockout (based on 2 records), issues on record: {'understocking': 1, 'pest_infestation': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 70.2, "avg_order_fulfilment_rate_pct": 81.0, "months_with_stockout": 0, "issue_counts": {"understocking": 1, "pest_infestation": 1}, "uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0078"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T130", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0068', 'commodity_category': 'essential_medicines', 'year': 2021, 'month': 1}) -> {'status': 'ok', 'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'year': 2021, 'month': 1, 'reported_issue': 'pest_infestation', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (22.8%)', 'high wastage (34.3%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0068 at the district_store failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0068 (district_store, 1/2021): reported issue = pest_infestation. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (22.8%); high wastage (34.3%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (pest_infestation).", "rejected": "FACTS: address the reported issue (pest_infestation).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "year": 2021, "month": 1, "reported_issue": "pest_infestation", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (22.8%)", "high wastage (34.3%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0068", "commodity_category": "essential_medicines", "year": 2021, "month": 1}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T92", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0078'}) -> [{'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}]\n\nQ: which category has the most backorders at WH_0078 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0078). worst: WH_0078 (district_store, contraceptives) at 71.4% backorder rate\nRECOMMENDATION: expedite WH_0078 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0078). worst: WH_0078 (district_store, contraceptives) at 71.4% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}], "scope": {"uid": "district_store:WH_0078"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T257", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0088'}) -> [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}]\n\nQ: which category has the most backorders at WH_0088 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0088). worst: WH_0088 (national_CMS, malaria_commodities) at 61.5% backorder rate\nRECOMMENDATION: expedite WH_0088 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}], "scope": {"uid": "national_CMS:WH_0088"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T287", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0011'}) -> [{'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}]\n\nQ: which category has the most backorders at WH_0011 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0011). worst: WH_0011 (national_CMS, nutrition_commodities) at 25.9% backorder rate\nRECOMMENDATION: expedite WH_0011 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0184). worst: WH_0184 (national_CMS, nutrition_commodities) at 25.9% backorder rate\nRECOMMENDATION: expedite WH_0184 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}], "scope": {"uid": "national_CMS:WH_0011"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T2", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({}) -> [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, '... and 72 more']\n\nQ: any active stockouts?\nA:", "chosen": "FACTS: 77 active stockouts. worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: prioritize WH_0046 (national_CMS) first.", "rejected": "FACTS: 77 active stockouts. worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "scope": {}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T326", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0027'}) -> [{'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}]\n\nQ: does WH_0027 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0027). worst: WH_0027 (regional_warehouse, surgical_supplies), 9 facilities hit\nRECOMMENDATION: prioritize WH_0027 (regional_warehouse) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}], "scope": {"uid": "regional_warehouse:WH_0027"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T81", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0036'}) -> []\n\nQ: does WH_0036 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0036)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=district_store:WH_0036)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "district_store:WH_0036"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T223", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0026'}) -> [{'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0026 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0026) is WH_0026 (national_CMS, surgical_supplies), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0026 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0026"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T341", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0088'}) -> [{'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0088 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0088). worst: WH_0088 (regional_warehouse, nutrition_commodities), 2 facilities hit\nRECOMMENDATION: prioritize WH_0088 (regional_warehouse) first.", "rejected": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0088). worst: WH_0088 (regional_warehouse, nutrition_commodities), 2 facilities hit Not entirely sure if this is complete.\nRECOMMENDATION: prioritize WH_0088 (regional_warehouse) first.", "chosen_score": 1.0, "rejected_score": 1.0, "tool_out": [{"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}], "scope": {"uid": "regional_warehouse:WH_0088"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T399", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0003'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 44.2, 'avg_order_fulfilment_rate_pct': 72.0, 'months_with_stockout': 0, 'issue_counts': {'understocking': 1}, 'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0003 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0003 (regional_warehouse): avg inventory accuracy 44.2%, avg fulfilment 72.0%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0003 (regional_warehouse): avg inventory accuracy 60.1%, avg fulfilment 72.0%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 60.1. Again, 60.1 is the number.", "chosen_score": 1.0, "rejected_score": 0.880952380952381, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 44.2, "avg_order_fulfilment_rate_pct": 72.0, "months_with_stockout": 0, "issue_counts": {"understocking": 1}, "uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0003"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T361", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0029'}) -> []\n\nQ: does WH_0029 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0029)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0029) Not sure about the rest of the details.\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0029"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T320", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0030', 'commodity_category': 'contraceptives', 'year': 2022, 'month': 9}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'year': 2022, 'month': 9, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (65.6%)', 'high wastage (8.9%)']}\n\nQ: why is WH_0030 at the regional_warehouse failing fulfillment for contraceptives?\nA:", "chosen": "FACTS: WH_0030 (regional_warehouse, 9/2022): reported issue = temperature_excursion. other signals: FEFO compliance failed; low inventory accuracy (65.6%); high wastage (8.9%)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "FACTS: WH_0765 (regional_warehouse, 9/2022): reported issue = temperature_excursion. other signals: FEFO compliance failed; low inventory accuracy (65.6%); high wastage (8.9%)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "year": 2022, "month": 9, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (65.6%)", "high wastage (8.9%)"]}, "scope": {"uid": "regional_warehouse:WH_0030", "commodity_category": "contraceptives", "year": 2022, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T59", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': {'n_records': 66, 'avg_inventory_accuracy_pct': 26.8, 'avg_order_fulfilment_rate_pct': 30.2, 'months_with_stockout': 38, 'issue_counts': {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}}, 'national_CMS': {'n_records': 72, 'avg_inventory_accuracy_pct': 72.2, 'avg_order_fulfilment_rate_pct': 74.5, 'months_with_stockout': 10, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}}}\n\nQ: how do district_store and national_CMS compare on kpis?\nA:", "chosen": "FACTS: kpis by warehouse_level: district_store: avg inventory accuracy 26.8%, avg fulfilment 30.2%, 38 months w/ stockout; national_CMS: avg inventory accuracy 72.2%, avg fulfilment 74.5%, 10 months w/ stockout\nRECOMMENDATION: review the district_store group first - most months with a stockout.", "rejected": "FACTS: review the district_store group first - most months with a stockout.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8714285714285713, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": {"n_records": 66, "avg_inventory_accuracy_pct": 26.8, "avg_order_fulfilment_rate_pct": 30.2, "months_with_stockout": 38, "issue_counts": {"theft_pilferage": 6, "expired_stock": 6, "stock_record_discrepancy": 6, "temperature_excursion": 6, "FEFO_not_followed": 6, "damaged_goods": 6, "overstocking": 6, "receiving_error": 6, "understocking": 6, "dispatch_error": 6, "pest_infestation": 6}}, "national_CMS": {"n_records": 72, "avg_inventory_accuracy_pct": 72.2, "avg_order_fulfilment_rate_pct": 74.5, "months_with_stockout": 10, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T6", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({}) -> [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: what needs urgent replenishment?\nA:", "chosen": "FACTS: top shortage risk is WH_0028 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0028 (district_store).", "rejected": "FACTS: top shortage risk is WH_0028 (district_store, general_supplies), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0028 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T129", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0068'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 22.8, 'avg_order_fulfilment_rate_pct': 18.1, 'months_with_stockout': 1, 'issue_counts': {'pest_infestation': 1}, 'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0068 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0068 (district_store): avg inventory accuracy 22.8%, avg fulfilment 18.1%, 1 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0224 (district_store): avg inventory accuracy 22.8%, avg fulfilment 18.1%, 1 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 22.8, "avg_order_fulfilment_rate_pct": 18.1, "months_with_stockout": 1, "issue_counts": {"pest_infestation": 1}, "uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0068"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T240", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0007', 'commodity_category': 'ARVs', 'year': 2022, 'month': 12}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 12, 'reported_issue': 'none', 'has_issue': False, 'signals': ['high wastage (7.4%)']}\n\nQ: why is WH_0007 at the national_CMS failing fulfillment for ARVs?\nA:", "chosen": "FACTS: WH_0007 (national_CMS, 12/2022): reported issue = none. other signals: high wastage (7.4%)\nRECOMMENDATION: no action needed.", "rejected": "FACTS: no action needed.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "year": 2022, "month": 12, "reported_issue": "none", "has_issue": false, "signals": ["high wastage (7.4%)"]}, "scope": {"uid": "national_CMS:WH_0007", "commodity_category": "ARVs", "year": 2022, "month": 12}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T196", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0021'}) -> []\n\nQ: does WH_0021 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0021)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0021)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0021"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T198", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0021'}) -> [{'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 0.5, 'risk_factors': ['criticality_medium']}]\n\nQ: is WH_0021 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0021) is WH_0021 (national_CMS, surgical_supplies), score=0.5, factors=['criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0021 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0021) is WH_0021 (national_CMS, general_supplies), score=0.5, factors=['criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0021 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 0.5, "risk_factors": ["criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0021"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T33", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'peri_urban': [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'regional_warehouse:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 92.3}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 12, 'backorder_rate_pct': 70.6}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 10, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 11, 'backorder_rate_pct': 61.1}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 9, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 52.9}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 46.7}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 46.2}, {'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 41.2}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 37.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 36.4}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 35.0}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'regional_warehouse:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 30.0}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 23.1}, {'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}, {'uid': 'national_CMS:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 22.0}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 18.6}, {'uid': 'national_CMS:WH_0049', 'warehouse_id': 'WH_0049', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 17.4}, {'uid': 'national_CMS:WH_0020', 'warehouse_id': 'WH_0020', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 14.6}, {'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 9.8}, {'uid': 'national_CMS:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 9.3}], 'urban': [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 9, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'regional_warehouse:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'regional_warehouse:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 36.8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 'regional_warehouse:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 30.0}, {'uid': 'national_CMS:WH_0077', 'warehouse_id': 'WH_0077', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 14, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 15, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}, {'uid': 'national_CMS:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 14, 'backorder_rate_pct': 25.5}, {'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 25.0}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 24.4}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 16, 'backorder_rate_pct': 24.2}, {'uid': 'national_CMS:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 23.7}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 13, 'backorder_rate_pct': 22.8}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 20.5}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 20.4}, {'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 10, 'backorder_rate_pct': 17.9}, {'uid': 'national_CMS:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 15.9}, {'uid': 'national_CMS:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 13.6}, {'uid': 'national_CMS:WH_0039', 'warehouse_id': 'WH_0039', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 13.3}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 11.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 7.0}, {'uid': 'national_CMS:WH_0095', 'warehouse_id': 'WH_0095', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 4, 'backorder_rate_pct': 6.3}]}}\n\nQ: how do peri_urban and urban compare on backorders?\nA:", "chosen": "FACTS: backorders by region_type: peri_urban: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; urban: worst WH_0068 (essential_medicines) at 87.5%, 7 orders\nRECOMMENDATION: expedite the peri_urban group first - highest backorder rate.", "rejected": "FACTS: expedite the peri_urban group first - highest backorder rate.", "chosen_score": 1.0, "rejected_score": 0.8714285714285713, "tool_out": {"_grouped_by": "region_type", "groups": {"peri_urban": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "regional_warehouse:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 92.3}, {"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 12, "backorder_rate_pct": 70.6}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 10, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 16, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}], "urban": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 9, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "urban"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T362", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0029'}) -> [{'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 9, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}]\n\nQ: which category has the most backorders at WH_0029 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0029). worst: WH_0029 (regional_warehouse, essential_medicines) at 60.0% backorder rate\nRECOMMENDATION: expedite WH_0029 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0029). worst: WH_0029 (regional_warehouse, essential_medicines) at 60.0% backorder rate Not sure about the rest of the details.\nRECOMMENDATION: expedite WH_0029 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}], "scope": {"uid": "regional_warehouse:WH_0029"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T364", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0029'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 34.2, 'avg_order_fulfilment_rate_pct': 58.2, 'months_with_stockout': 0, 'issue_counts': {'pest_infestation': 1, 'overstocking': 1}, 'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0029 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0029 (regional_warehouse): avg inventory accuracy 34.2%, avg fulfilment 58.2%, 0 months w/ stockout (based on 2 records), issues on record: {'pest_infestation': 1, 'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0729 (regional_warehouse): avg inventory accuracy 34.2%, avg fulfilment 58.2%, 0 months w/ stockout (based on 2 records), issues on record: {'pest_infestation': 1, 'overstocking': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 34.2, "avg_order_fulfilment_rate_pct": 58.2, "months_with_stockout": 0, "issue_counts": {"pest_infestation": 1, "overstocking": 1}, "uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0029"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T79", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'peri_urban': {'dominant_issue': 'expired_stock', 'count': 8, 'n_records': 68, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}, 'urban': {'dominant_issue': 'dispatch_error', 'count': 7, 'n_records': 55, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: how do peri_urban and urban compare on why they're failing?\nA:", "chosen": "FACTS: focus on the peri_urban group's most common issue first.", "rejected": "FACTS: most common issue by region_type: peri_urban: expired_stock (8x); urban: dispatch_error (7x)\nRECOMMENDATION: focus on the peri_urban group's most common issue first.", "chosen_score": 0.875, "rejected_score": 0.8214285714285714, "tool_out": {"_grouped_by": "region_type", "groups": {"peri_urban": {"dominant_issue": "expired_stock", "count": 8, "n_records": 68, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}, "urban": {"dominant_issue": "dispatch_error", "count": 7, "n_records": 55, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "urban"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T57", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': {'n_records': 66, 'avg_inventory_accuracy_pct': 26.8, 'avg_order_fulfilment_rate_pct': 30.2, 'months_with_stockout': 38, 'issue_counts': {'theft_pilferage': 6, 'expired_stock': 6, 'stock_record_discrepancy': 6, 'temperature_excursion': 6, 'FEFO_not_followed': 6, 'damaged_goods': 6, 'overstocking': 6, 'receiving_error': 6, 'understocking': 6, 'dispatch_error': 6, 'pest_infestation': 6}}, 'national_CMS': {'n_records': 72, 'avg_inventory_accuracy_pct': 72.2, 'avg_order_fulfilment_rate_pct': 74.5, 'months_with_stockout': 10, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}, 'regional_warehouse': {'n_records': 72, 'avg_inventory_accuracy_pct': 57.1, 'avg_order_fulfilment_rate_pct': 53.5, 'months_with_stockout': 29, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}}}}\n\nQ: compare kpis across tiers\nA:", "chosen": "FACTS: kpis by warehouse_level: district_store: avg inventory accuracy 26.8%, avg fulfilment 30.2%, 38 months w/ stockout; national_CMS: avg inventory accuracy 72.2%, avg fulfilment 74.5%, 10 months w/ stockout; regional_warehouse: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout\nRECOMMENDATION: review the district_store group first - most months with a stockout.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": {"n_records": 66, "avg_inventory_accuracy_pct": 26.8, "avg_order_fulfilment_rate_pct": 30.2, "months_with_stockout": 38, "issue_counts": {"theft_pilferage": 6, "expired_stock": 6, "stock_record_discrepancy": 6, "temperature_excursion": 6, "FEFO_not_followed": 6, "damaged_goods": 6, "overstocking": 6, "receiving_error": 6, "understocking": 6, "dispatch_error": 6, "pest_infestation": 6}}, "national_CMS": {"n_records": 72, "avg_inventory_accuracy_pct": 72.2, "avg_order_fulfilment_rate_pct": 74.5, "months_with_stockout": 10, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "regional_warehouse": {"n_records": 72, "avg_inventory_accuracy_pct": 57.1, "avg_order_fulfilment_rate_pct": 53.5, "months_with_stockout": 29, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 6, "theft_pilferage": 6, "understocking": 6, "expired_stock": 6, "overstocking": 6, "receiving_error": 6, "FEFO_not_followed": 6, "temperature_excursion": 6, "damaged_goods": 6, "dispatch_error": 6}}}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T25", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'region_type': 'rural'}) -> [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, '... and 80 more']\n\nQ: which items are backordered in rural areas?\nA:", "chosen": "FACTS: 85 backordered records (region_type=rural). worst: WH_0075 (district_store, PPE_IPC_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0075 (district_store).", "rejected": "FACTS: expedite WH_0075 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9047619047619048, "tool_out": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 6, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 13, "backorder_rate_pct": 65.0}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 9, "backorder_rate_pct": 64.3}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 54.5}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 53.3}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "scope": {"region_type": "rural"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T47", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'peri_urban': [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}], 'urban': [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]}}\n\nQ: how do peri_urban and urban compare on shortage risk?\nA:", "chosen": "FACTS: shortage risk by region_type: peri_urban: top risk WH_0087 (vaccines), score=11.5; urban: top risk WH_0070 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the peri_urban group first - highest risk score.", "rejected": "FACTS: shortage risk by region_type: peri_urban: top risk WH_0087 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the peri_urban group first - highest risk score.", "chosen_score": 1.0, "rejected_score": 0.9642857142857143, "tool_out": {"_grouped_by": "region_type", "groups": {"peri_urban": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "urban": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "urban"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T253", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0079'}) -> [{'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0079 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0079) is WH_0079 (national_CMS, laboratory_reagents), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0079 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0079"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T261", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0076'}) -> []\n\nQ: does WH_0076 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0076)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0076) Not entirely sure if this is complete.\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 1.0, "tool_out": [], "scope": {"uid": "national_CMS:WH_0076"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T71", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'region_type': 'rural'}) -> {'dominant_issue': 'FEFO_not_followed', 'count': 10, 'n_records': 87, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}\n\nQ: why are warehouses in rural areas failing?\nA:", "chosen": "FACTS: most common issue (region_type=rural): FEFO_not_followed (10 of 87 records)\nRECOMMENDATION: investigate FEFO_not_followed as the top recurring issue.", "rejected": "FACTS: most common issue (region_type=rural): FEFO_not_followed (10 of 87 records)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"dominant_issue": "FEFO_not_followed", "count": 10, "n_records": 87, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "scope": {"region_type": "rural"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T392", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0028'}) -> [{'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 69.2}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}]\n\nQ: which category has the most backorders at WH_0028 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0028). worst: WH_0028 (regional_warehouse, vaccines) at 69.2% backorder rate\nRECOMMENDATION: expedite WH_0028 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0028). worst: WH_0028 (regional_warehouse, vaccines) at 69.2% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: 2 backordered records (uid=regional_warehouse:WH_0028). worst: WH_0028 (regional_warehouse, vaccines) at 69.2% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7380952380952381, "tool_out": [{"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}], "scope": {"uid": "regional_warehouse:WH_0028"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T338", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0090'}) -> [{'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0090 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0090) is WH_0090 (regional_warehouse, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0090 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0090) is WH_0090 (regional_warehouse, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: top shortage risk (uid=regional_warehouse:WH_0090) is WH_0090 (regional_warehouse, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0090"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T205", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0082', 'commodity_category': 'surgical_supplies', 'year': 2024, 'month': 9}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 9, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (74.6%)']}\n\nQ: why is WH_0082 at the national_CMS failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0082 (national_CMS, 9/2024): reported issue = temperature_excursion. other signals: storage conditions not adequate; low inventory accuracy (74.6%)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "FACTS: WH_0123 (national_CMS, 9/2024): reported issue = temperature_excursion. other signals: storage conditions not adequate; low inventory accuracy (74.6%)\nRECOMMENDATION: address the reported issue (temperature_excursion).\nFACTS: to repeat, the figure is 9. Again, 9 is the number.", "chosen_score": 1.0, "rejected_score": 0.780952380952381, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "year": 2024, "month": 9, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (74.6%)"]}, "scope": {"uid": "national_CMS:WH_0082", "commodity_category": "surgical_supplies", "year": 2024, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T220", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0041', 'commodity_category': 'laboratory_reagents', 'year': 2024, 'month': 8}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 8, 'reported_issue': 'dispatch_error', 'has_issue': True, 'signals': ['low inventory accuracy (59.9%)']}\n\nQ: why is WH_0041 at the national_CMS failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0041 (national_CMS, 8/2024): reported issue = dispatch_error. other signals: low inventory accuracy (59.9%)\nRECOMMENDATION: address the reported issue (dispatch_error).", "rejected": "FACTS: address the reported issue (dispatch_error).", "chosen_score": 1.0, "rejected_score": 0.8857142857142858, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "year": 2024, "month": 8, "reported_issue": "dispatch_error", "has_issue": true, "signals": ["low inventory accuracy (59.9%)"]}, "scope": {"uid": "national_CMS:WH_0041", "commodity_category": "laboratory_reagents", "year": 2024, "month": 8}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T135", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0006', 'commodity_category': 'controlled_substances', 'year': 2022, 'month': 3}) -> {'status': 'ok', 'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'year': 2022, 'month': 3, 'reported_issue': 'FEFO_not_followed', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (26.5%)', 'high wastage (31.1%)', 'active stockout']}\n\nQ: why is WH_0006 at the district_store failing fulfillment for controlled substances?\nA:", "chosen": "FACTS: WH_0006 (district_store, 3/2022): reported issue = FEFO_not_followed. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (26.5%); high wastage (31.1%); active stockout\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "rejected": "FACTS: WH_0006 (district_store, 3/2022): reported issue = FEFO_not_followed. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (26.5%); high wastage (31.1%); active stockout Not sure if there's more to report here.\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "year": 2022, "month": 3, "reported_issue": "FEFO_not_followed", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (26.5%)", "high wastage (31.1%)", "active stockout"]}, "scope": {"uid": "district_store:WH_0006", "commodity_category": "controlled_substances", "year": 2022, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T276", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0024'}) -> []\n\nQ: does WH_0024 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0024)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "national_CMS:WH_0024"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T376", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0074'}) -> [{'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}]\n\nQ: does WH_0074 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0074). worst: WH_0074 (regional_warehouse, ARVs), 12 facilities hit\nRECOMMENDATION: prioritize WH_0074 (regional_warehouse) first.", "rejected": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0074). worst: WH_0074 (regional_warehouse, ARVs), 12 facilities hit\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [{"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}], "scope": {"uid": "regional_warehouse:WH_0074"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T127", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0068'}) -> [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}]\n\nQ: which category has the most backorders at WH_0068 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0068). worst: WH_0068 (district_store, essential_medicines) at 87.5% backorder rate\nRECOMMENDATION: expedite WH_0068 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}], "scope": {"uid": "district_store:WH_0068"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T393", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0028'}) -> [{'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 8.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0028 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0028) is WH_0028 (regional_warehouse, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0028 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0028) is WH_0028 (regional_warehouse, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: top shortage risk (uid=regional_warehouse:WH_0028) is WH_0028 (regional_warehouse, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 8.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0028"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T349", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0011'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 56.5, 'avg_order_fulfilment_rate_pct': 61.1, 'months_with_stockout': 0, 'issue_counts': {'temperature_excursion': 1}, 'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0011 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0011 (regional_warehouse): avg inventory accuracy 56.5%, avg fulfilment 61.1%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0266 (regional_warehouse): avg inventory accuracy 56.5%, avg fulfilment 61.1%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8333333333333333, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 56.5, "avg_order_fulfilment_rate_pct": 61.1, "months_with_stockout": 0, "issue_counts": {"temperature_excursion": 1}, "uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0011"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T74", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': {'dominant_issue': 'FEFO_not_followed', 'count': 10, 'n_records': 87, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}, 'peri_urban': {'dominant_issue': 'expired_stock', 'count': 8, 'n_records': 68, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}, 'urban': {'dominant_issue': 'dispatch_error', 'count': 7, 'n_records': 55, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: compare why warehouses are failing across region types\nA:", "chosen": "FACTS: most common issue by region_type: peri_urban: expired_stock (8x); rural: FEFO_not_followed (10x); urban: dispatch_error (7x)\nRECOMMENDATION: focus on the rural group's most common issue first.", "rejected": "FACTS: most common issue by warehouse: WH_0439: expired_stock (8x); WH_0789: FEFO_not_followed (10x); WH_0212: dispatch_error (7x)\nRECOMMENDATION: focus on the rural group's most common issue first.", "chosen_score": 0.8214285714285714, "rejected_score": 0.6428571428571429, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": {"dominant_issue": "FEFO_not_followed", "count": 10, "n_records": 87, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "peri_urban": {"dominant_issue": "expired_stock", "count": 8, "n_records": 68, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}, "urban": {"dominant_issue": "dispatch_error", "count": 7, "n_records": 55, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T235", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0078', 'commodity_category': 'essential_medicines', 'year': 2022, 'month': 3}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 3, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['low inventory accuracy (73.0%)']}\n\nQ: why is WH_0078 at the national_CMS failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0078 (national_CMS, 3/2022): reported issue = understocking. other signals: low inventory accuracy (73.0%)\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "year": 2022, "month": 3, "reported_issue": "understocking", "has_issue": true, "signals": ["low inventory accuracy (73.0%)"]}, "scope": {"uid": "national_CMS:WH_0078", "commodity_category": "essential_medicines", "year": 2022, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T203", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0082'}) -> [{'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'risk_score': 6.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'storage_inadequate', 'criticality_medium']}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'risk_score': 1, 'risk_factors': ['high_wastage']}]\n\nQ: is WH_0082 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0082) is WH_0082 (national_CMS, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0082 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0082) is WH_0082 (national_CMS, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: top shortage risk (uid=national_CMS:WH_0082) is WH_0082 (national_CMS, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "risk_score": 6.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "storage_inadequate", "criticality_medium"]}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "risk_score": 1, "risk_factors": ["high_wastage"]}], "scope": {"uid": "national_CMS:WH_0082"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T256", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0088'}) -> []\n\nQ: does WH_0088 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0088)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0088) Not sure about the rest of the details.\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0088"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T300", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0025', 'commodity_category': 'ARVs', 'year': 2023, 'month': 5}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 5, 'reported_issue': 'FEFO_not_followed', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (70.5%)', 'high wastage (14.8%)', 'active stockout']}\n\nQ: why is WH_0025 at the regional_warehouse failing fulfillment for ARVs?\nA:", "chosen": "FACTS: WH_0025 (regional_warehouse, 5/2023): reported issue = FEFO_not_followed. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (70.5%); high wastage (14.8%); active stockout\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "year": 2023, "month": 5, "reported_issue": "FEFO_not_followed", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (70.5%)", "high wastage (14.8%)", "active stockout"]}, "scope": {"uid": "regional_warehouse:WH_0025", "commodity_category": "ARVs", "year": 2023, "month": 5}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T304", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0091'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 56.2, 'avg_order_fulfilment_rate_pct': 63.9, 'months_with_stockout': 0, 'issue_counts': {'damaged_goods': 1, 'dispatch_error': 1}, 'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0091 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0091 (regional_warehouse): avg inventory accuracy 56.2%, avg fulfilment 63.9%, 0 months w/ stockout (based on 2 records), issues on record: {'damaged_goods': 1, 'dispatch_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0091 (regional_warehouse): avg inventory accuracy 56.2%, avg fulfilment 63.9%, 0 months w/ stockout (based on 2 records), issues on record: {'damaged_goods': 1, 'dispatch_error': 1}\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 56.2, "avg_order_fulfilment_rate_pct": 63.9, "months_with_stockout": 0, "issue_counts": {"damaged_goods": 1, "dispatch_error": 1}, "uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0091"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T291", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0069'}) -> []\n\nQ: does WH_0069 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0069)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0069"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T109", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0092'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 12.5, 'avg_order_fulfilment_rate_pct': 34.5, 'months_with_stockout': 0, 'issue_counts': {'understocking': 1}, 'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0092 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0092 (district_store): avg inventory accuracy 12.5%, avg fulfilment 34.5%, 0 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 12.5, "avg_order_fulfilment_rate_pct": 34.5, "months_with_stockout": 0, "issue_counts": {"understocking": 1}, "uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0092"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T34", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'region_type', 'compare_values': ['rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 6, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 85.7}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0056', 'warehouse_id': 'WH_0056', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}, {'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 69.2}, {'uid': 'district_store:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 13, 'backorder_rate_pct': 65.0}, {'uid': 'regional_warehouse:WH_0066', 'warehouse_id': 'WH_0066', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 9, 'backorder_rate_pct': 64.3}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 62.5}, {'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 54.5}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 53.3}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 9, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 38.1}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 9, 'backorder_rate_pct': 36.0}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}, {'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}, {'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 27.8}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 14, 'backorder_rate_pct': 26.4}, {'uid': 'national_CMS:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 10, 'backorder_rate_pct': 19.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 11.3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 5, 'backorder_rate_pct': 10.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 10.3}, {'uid': 'national_CMS:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 1, 'backorder_rate_pct': 2.0}], 'urban': [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 9, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}, {'uid': 'regional_warehouse:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'regional_warehouse:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 6, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 57.1}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'regional_warehouse:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'regional_warehouse:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'orders_backordered': 7, 'backorder_rate_pct': 36.8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 'regional_warehouse:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 30.0}, {'uid': 'national_CMS:WH_0077', 'warehouse_id': 'WH_0077', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 14, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 15, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}, {'uid': 'national_CMS:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 14, 'backorder_rate_pct': 25.5}, {'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 25.0}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 24.4}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 16, 'backorder_rate_pct': 24.2}, {'uid': 'national_CMS:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 23.7}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 13, 'backorder_rate_pct': 22.8}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 20.5}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 20.4}, {'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 10, 'backorder_rate_pct': 17.9}, {'uid': 'national_CMS:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 15.9}, {'uid': 'national_CMS:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 13.6}, {'uid': 'national_CMS:WH_0039', 'warehouse_id': 'WH_0039', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 13.3}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 11.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 7.0}, {'uid': 'national_CMS:WH_0095', 'warehouse_id': 'WH_0095', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 4, 'backorder_rate_pct': 6.3}]}}\n\nQ: how do rural and urban compare on backorders?\nA:", "chosen": "FACTS: backorders by region_type: rural: worst WH_0075 (PPE_IPC_supplies) at 100.0%, 3 orders; urban: worst WH_0068 (essential_medicines) at 87.5%, 7 orders\nRECOMMENDATION: expedite the rural group first - highest backorder rate.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 6, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 13, "backorder_rate_pct": 65.0}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 9, "backorder_rate_pct": 64.3}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 54.5}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 53.3}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "urban": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 9, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}]}}, "scope": {"compare_by": "region_type", "compare_values": ["rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T138", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0091'}) -> [{'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0091 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0091) is WH_0091 (district_store, essential_medicines), score=8.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0091 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0091) is WH_0091 (district_store, essential_medicines), score=8.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "district_store:WH_0091"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T206", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0034'}) -> []\n\nQ: does WH_0034 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0034)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0034)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0034"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T162", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0046'}) -> [{'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0046 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0046). worst: WH_0046 (district_store, laboratory_reagents) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0046 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0348). worst: WH_0348 (district_store, laboratory_reagents) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0348 (district_store).\nFACTS: 1 backordered records (uid=district_store:WH_0348). worst: WH_0348 (district_store, laboratory_reagents) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0348 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0046"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T384", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0017'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 75.9, 'avg_order_fulfilment_rate_pct': 47.6, 'months_with_stockout': 1, 'issue_counts': {'understocking': 1}, 'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0017 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0017 (regional_warehouse): avg inventory accuracy 75.9%, avg fulfilment 47.6%, 1 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0017 (regional_warehouse): avg inventory accuracy 101.1%, avg fulfilment 47.6%, 1 months w/ stockout (based on 1 records), issues on record: {'understocking': 1}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9761904761904762, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 75.9, "avg_order_fulfilment_rate_pct": 47.6, "months_with_stockout": 1, "issue_counts": {"understocking": 1}, "uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0017"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T118", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0022'}) -> [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 6.0, 'risk_factors': ['low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0022 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0022) is WH_0022 (district_store, laboratory_reagents), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0022 (district_store).", "rejected": "FACTS: focus replenishment planning on WH_0022 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 6.0, "risk_factors": ["low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "district_store:WH_0022"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T29", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 7, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 6, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 8, 'backorder_rate_pct': 88.9}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 87.5}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 6, 'backorder_rate_pct': 85.7}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0056', 'warehouse_id': 'WH_0056', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 4, 'backorder_rate_pct': 80.0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0038', 'warehouse_id': 'WH_0038', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 75.0}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 5, 'backorder_rate_pct': 71.4}, {'uid': 'district_store:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0062', 'warehouse_id': 'WH_0062', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0048', 'warehouse_id': 'WH_0048', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 62.5}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 60.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'orders_backordered': 5, 'backorder_rate_pct': 55.6}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 3, 'backorder_rate_pct': 50.0}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'orders_backordered': 2, 'backorder_rate_pct': 50.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}], 'national_CMS': [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 32, 'backorder_rate_pct': 61.5}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 32, 'backorder_rate_pct': 59.3}, {'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 26, 'backorder_rate_pct': 50.0}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 27, 'backorder_rate_pct': 45.8}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 21, 'backorder_rate_pct': 44.7}, {'uid': 'national_CMS:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 24, 'backorder_rate_pct': 44.4}, {'uid': 'national_CMS:WH_0031', 'warehouse_id': 'WH_0031', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 16, 'backorder_rate_pct': 42.1}, {'uid': 'national_CMS:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 40.4}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 17, 'backorder_rate_pct': 39.5}, {'uid': 'national_CMS:WH_0040', 'warehouse_id': 'WH_0040', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 20, 'backorder_rate_pct': 39.2}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 16, 'backorder_rate_pct': 39.0}, {'uid': 'national_CMS:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 21, 'backorder_rate_pct': 38.9}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 23, 'backorder_rate_pct': 38.3}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 17, 'backorder_rate_pct': 37.8}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 19, 'backorder_rate_pct': 37.3}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 19, 'backorder_rate_pct': 35.8}, {'uid': 'national_CMS:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 20, 'backorder_rate_pct': 35.7}, {'uid': 'national_CMS:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 15, 'backorder_rate_pct': 34.9}, {'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 34.6}, {'uid': 'national_CMS:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 14, 'backorder_rate_pct': 33.3}, {'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 17, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 16, 'backorder_rate_pct': 32.7}, {'uid': 'national_CMS:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 15, 'backorder_rate_pct': 32.6}, {'uid': 'national_CMS:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 32.1}, {'uid': 'national_CMS:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'orders_backordered': 16, 'backorder_rate_pct': 32.0}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 15, 'backorder_rate_pct': 31.2}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 18, 'backorder_rate_pct': 31.0}, {'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 15, 'backorder_rate_pct': 30.6}, {'uid': 'national_CMS:WH_0077', 'warehouse_id': 'WH_0077', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 14, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 16, 'backorder_rate_pct': 28.6}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 15, 'backorder_rate_pct': 27.3}, {'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 13, 'backorder_rate_pct': 27.1}, {'uid': 'national_CMS:WH_0004', 'warehouse_id': 'WH_0004', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 15, 'backorder_rate_pct': 26.8}, {'uid': 'national_CMS:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 14, 'backorder_rate_pct': 26.4}, {'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 15, 'backorder_rate_pct': 25.9}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 14, 'backorder_rate_pct': 25.5}, {'uid': 'national_CMS:WH_0076', 'warehouse_id': 'WH_0076', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 25.0}, {'uid': 'national_CMS:WH_0047', 'warehouse_id': 'WH_0047', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 24.4}, {'uid': 'national_CMS:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 16, 'backorder_rate_pct': 24.2}, {'uid': 'national_CMS:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 23.7}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 13, 'backorder_rate_pct': 22.8}, {'uid': 'national_CMS:WH_0055', 'warehouse_id': 'WH_0055', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 22.0}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 8, 'backorder_rate_pct': 20.5}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 10, 'backorder_rate_pct': 20.4}, {'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 12, 'backorder_rate_pct': 20.0}, {'uid': 'national_CMS:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 10, 'backorder_rate_pct': 19.2}, {'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 11, 'backorder_rate_pct': 18.6}, {'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 10, 'backorder_rate_pct': 17.9}, {'uid': 'national_CMS:WH_0049', 'warehouse_id': 'WH_0049', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 17.4}, {'uid': 'national_CMS:WH_0020', 'warehouse_id': 'WH_0020', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 9, 'backorder_rate_pct': 16.7}, {'uid': 'national_CMS:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 15.9}, {'uid': 'national_CMS:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'national_CMS', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 7, 'backorder_rate_pct': 14.6}, {'uid': 'national_CMS:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 13.6}, {'uid': 'national_CMS:WH_0039', 'warehouse_id': 'WH_0039', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 8, 'backorder_rate_pct': 13.3}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 5, 'backorder_rate_pct': 11.4}, {'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'orders_backordered': 6, 'backorder_rate_pct': 11.3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'orders_backordered': 5, 'backorder_rate_pct': 10.4}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 10.3}, {'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 9.8}, {'uid': 'national_CMS:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 9.3}, {'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'commodity_category': 'surgical_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 7.0}, {'uid': 'national_CMS:WH_0095', 'warehouse_id': 'WH_0095', 'warehouse_level': 'national_CMS', 'commodity_category': 'IV_fluids', 'orders_backordered': 4, 'backorder_rate_pct': 6.3}, {'uid': 'national_CMS:WH_0032', 'warehouse_id': 'WH_0032', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 1, 'backorder_rate_pct': 2.0}]}}\n\nQ: how do district_store and national_CMS compare on backorders?\nA:", "chosen": "FACTS: backorders by warehouse_level: district_store: worst WH_0067 (surgical_supplies) at 100.0%, 2 orders; national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.", "rejected": "FACTS: backorders by warehouse_level: national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.\nFACTS: backorders by warehouse_level: national_CMS: worst WH_0088 (malaria_commodities) at 61.5%, 32 orders\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.", "chosen_score": 1.0, "rejected_score": 0.880952380952381, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 88.9}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 87.5}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 85.7}, {"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0056", "warehouse_id": "WH_0056", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0038", "warehouse_id": "WH_0038", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 71.4}, {"uid": "district_store:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 62.5}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 60.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "orders_backordered": 5, "backorder_rate_pct": 55.6}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 3, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}], "national_CMS": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 32, "backorder_rate_pct": 61.5}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T167", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0010'}) -> [{'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'orders_backordered': 7, 'backorder_rate_pct': 77.8}]\n\nQ: which category has the most backorders at WH_0010 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0010). worst: WH_0010 (district_store, malaria_commodities) at 77.8% backorder rate\nRECOMMENDATION: expedite WH_0010 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0438). worst: WH_0438 (district_store, malaria_commodities) at 77.8% backorder rate\nRECOMMENDATION: expedite WH_0438 (district_store).\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 77.8}], "scope": {"uid": "district_store:WH_0010"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T369", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0043'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 56.1, 'avg_order_fulfilment_rate_pct': 80.2, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1}, 'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0043 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0043 (regional_warehouse): avg inventory accuracy 56.1%, avg fulfilment 80.2%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 56.1, "avg_order_fulfilment_rate_pct": 80.2, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1}, "uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0043"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T286", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0011'}) -> []\n\nQ: does WH_0011 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0011)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0492)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "national_CMS:WH_0011"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T139", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0091'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 44.2, 'avg_order_fulfilment_rate_pct': 21.1, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1}, 'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0091 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0091 (district_store): avg inventory accuracy 44.2%, avg fulfilment 21.1%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 44.2, "avg_order_fulfilment_rate_pct": 21.1, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1}, "uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0091"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T400", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0003', 'commodity_category': 'PPE_IPC_supplies', 'year': 2021, 'month': 5}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'year': 2021, 'month': 5, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (44.2%)', 'high wastage (19.8%)'], 'uncertain': True}\n\nQ: why is WH_0003 at the regional_warehouse failing fulfillment for PPE IPC supplies?\nA:", "chosen": "FACTS: WH_0003 (regional_warehouse, 5/2021): reported issue = understocking. other signals: FEFO compliance failed; low inventory accuracy (44.2%); high wastage (19.8%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "FACTS: address the reported issue (understocking).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "year": 2021, "month": 5, "reported_issue": "understocking", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (44.2%)", "high wastage (19.8%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0003", "commodity_category": "PPE_IPC_supplies", "year": 2021, "month": 5}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T237", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0007'}) -> [{'uid': 'national_CMS:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'orders_backordered': 17, 'backorder_rate_pct': 34.7}]\n\nQ: which category has the most backorders at WH_0007 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0007). worst: WH_0007 (national_CMS, ARVs) at 34.7% backorder rate\nRECOMMENDATION: expedite WH_0007 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0007). worst: WH_0007 (national_CMS, ARVs) at 34.7% backorder rate\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}], "scope": {"uid": "national_CMS:WH_0007"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T324", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0009'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 75.4, 'avg_order_fulfilment_rate_pct': 56.1, 'months_with_stockout': 1, 'issue_counts': {'stock_record_discrepancy': 1}, 'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0009 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0009 (regional_warehouse): avg inventory accuracy 75.4%, avg fulfilment 56.1%, 1 months w/ stockout (based on 2 records), issues on record: {'stock_record_discrepancy': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 75.4, "avg_order_fulfilment_rate_pct": 56.1, "months_with_stockout": 1, "issue_counts": {"stock_record_discrepancy": 1}, "uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0009"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T395", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0028', 'commodity_category': 'IV_fluids', 'year': 2024, 'month': 2}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 2, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (26.9%)', 'high wastage (18.7%)'], 'uncertain': True}\n\nQ: why is WH_0028 at the regional_warehouse failing fulfillment for IV fluids?\nA:", "chosen": "FACTS: WH_0028 (regional_warehouse, 2/2024): reported issue = receiving_error. other signals: storage conditions not adequate; low inventory accuracy (26.9%); high wastage (18.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: WH_0028 (regional_warehouse, 19.9/2024): reported issue = receiving_error. other signals: storage conditions not adequate; low inventory accuracy (26.9%); high wastage (18.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).\nFACTS: to repeat, the figure is 19.9. Again, 19.9 is the number.", "chosen_score": 1.0, "rejected_score": 0.8761904761904763, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "year": 2024, "month": 2, "reported_issue": "receiving_error", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (26.9%)", "high wastage (18.7%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0028", "commodity_category": "IV_fluids", "year": 2024, "month": 2}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T274", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0005'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 81.9, 'avg_order_fulfilment_rate_pct': 100.0, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1}, 'uid': 'national_CMS:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0005 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0005 (national_CMS): avg inventory accuracy 81.9%, avg fulfilment 100.0%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0005 (national_CMS): avg inventory accuracy 81.9%, avg fulfilment 100.0%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 81.9, "avg_order_fulfilment_rate_pct": 100.0, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1}, "uid": "national_CMS:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0005"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T88", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0065'}) -> [{'uid': 'district_store:WH_0065', 'warehouse_id': 'WH_0065', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0065 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0065) is WH_0065 (district_store, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0065 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0065) is WH_0065 (district_store, unclassified_stock), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0065 (district_store).\nFACTS: top shortage risk (uid=district_store:WH_0065) is WH_0065 (district_store, unclassified_stock), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0065 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7523809523809524, "tool_out": [{"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "district_store:WH_0065"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T312", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0082'}) -> [{'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 38.5}, {'uid': 'regional_warehouse:WH_0082', 'warehouse_id': 'WH_0082', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'orders_backordered': 4, 'backorder_rate_pct': 30.8}]\n\nQ: which category has the most backorders at WH_0082 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0082). worst: WH_0082 (regional_warehouse, nutrition_commodities) at 38.5% backorder rate\nRECOMMENDATION: expedite WH_0082 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0082). worst: WH_0082 (regional_warehouse, nutrition_commodities) at 38.5% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}], "scope": {"uid": "regional_warehouse:WH_0082"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T37", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'warehouse_level': 'regional_warehouse'}) -> [{'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: what needs urgent replenishment in the regional_warehouse tier?\nA:", "chosen": "FACTS: top shortage risk (warehouse_level=regional_warehouse) is WH_0007 (regional_warehouse, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0007 (regional_warehouse).", "rejected": "FACTS: top shortage risk (warehouse_level=regional_warehouse) is WH_0007 (regional_warehouse, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical'] Not entirely sure if this is complete.\nRECOMMENDATION: focus replenishment planning on WH_0007 (regional_warehouse).\nFACTS: to repeat, the figure is 11.5. Again, 11.5 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8761904761904763, "tool_out": [{"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"warehouse_level": "regional_warehouse"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T137", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0091'}) -> [{'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}]\n\nQ: which category has the most backorders at WH_0091 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0091). worst: WH_0091 (district_store, essential_medicines) at 83.3% backorder rate\nRECOMMENDATION: expedite WH_0091 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}], "scope": {"uid": "district_store:WH_0091"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T108", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0092'}) -> [{'uid': 'district_store:WH_0092', 'warehouse_id': 'WH_0092', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 8.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0092 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0092) is WH_0092 (district_store, vaccines), score=8.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0092 (district_store).", "rejected": "FACTS: focus replenishment planning on WH_0092 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 8.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0092"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T182", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0087'}) -> [{'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}]\n\nQ: which category has the most backorders at WH_0087 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0087). worst: WH_0087 (district_store, vaccines) at 66.7% backorder rate\nRECOMMENDATION: expedite WH_0087 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}], "scope": {"uid": "district_store:WH_0087"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T190", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0037', 'commodity_category': 'contraceptives', 'year': 2022, 'month': 7}) -> {'status': 'ok', 'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'year': 2022, 'month': 7, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (20.2%)', 'high wastage (25.5%)'], 'uncertain': True}\n\nQ: why is WH_0037 at the district_store failing fulfillment for contraceptives?\nA:", "chosen": "FACTS: WH_0037 (district_store, 7/2022): reported issue = receiving_error. other signals: FEFO compliance failed; low inventory accuracy (20.2%); high wastage (25.5%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: WH_0037 (district_store, 7/2022): reported issue = system_error. other signals: FEFO compliance failed; low inventory accuracy (20.2%); high wastage (25.5%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "year": 2022, "month": 7, "reported_issue": "receiving_error", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (20.2%)", "high wastage (25.5%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0037", "commodity_category": "contraceptives", "year": 2022, "month": 7}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T84", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0036'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 17.3, 'avg_order_fulfilment_rate_pct': 57.6, 'months_with_stockout': 0, 'issue_counts': {'overstocking': 1}, 'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0036 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0036 (district_store): avg inventory accuracy 17.3%, avg fulfilment 57.6%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0036 (district_store): avg inventory accuracy 17.3%, avg fulfilment 57.6%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 17.3, "avg_order_fulfilment_rate_pct": 57.6, "months_with_stockout": 0, "issue_counts": {"overstocking": 1}, "uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0036"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T187", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0037'}) -> [{'uid': 'district_store:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 1, 'backorder_rate_pct': 100.0}]\n\nQ: which category has the most backorders at WH_0037 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0037). worst: WH_0037 (district_store, contraceptives) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0037 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 1, "backorder_rate_pct": 100.0}], "scope": {"uid": "district_store:WH_0037"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T233", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0078'}) -> [{'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'contraceptives', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}, {'uid': 'national_CMS:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 1.5, 'risk_factors': ['criticality_high']}]\n\nQ: is WH_0078 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0078) is WH_0078 (national_CMS, contraceptives), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0078 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0078) is WH_0078 (national_CMS, contraceptives), score=33.1, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0078 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9428571428571428, "tool_out": [{"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 1.5, "risk_factors": ["criticality_high"]}], "scope": {"uid": "national_CMS:WH_0078"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T372", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0041'}) -> [{'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 11, 'backorder_rate_pct': 61.1}]\n\nQ: which category has the most backorders at WH_0041 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0041). worst: WH_0041 (regional_warehouse, medical_devices_consumables) at 61.1% backorder rate\nRECOMMENDATION: expedite WH_0041 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0381). worst: WH_0381 (regional_warehouse, medical_devices_consumables) at 61.1% backorder rate\nRECOMMENDATION: expedite WH_0381 (regional_warehouse).\nFACTS: 1 backordered records (uid=regional_warehouse:WH_0381). worst: WH_0381 (regional_warehouse, medical_devices_consumables) at 61.1% backorder rate\nRECOMMENDATION: expedite WH_0381 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}], "scope": {"uid": "regional_warehouse:WH_0041"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T354", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0042'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 54.7, 'avg_order_fulfilment_rate_pct': 28.2, 'months_with_stockout': 0, 'issue_counts': {'temperature_excursion': 1}, 'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0042 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0042 (regional_warehouse): avg inventory accuracy 54.7%, avg fulfilment 28.2%, 0 months w/ stockout (based on 1 records), issues on record: {'temperature_excursion': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 54.7, "avg_order_fulfilment_rate_pct": 28.2, "months_with_stockout": 0, "issue_counts": {"temperature_excursion": 1}, "uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0042"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T52", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'warehouse_level': 'national_CMS'}) -> {'n_records': 72, 'avg_inventory_accuracy_pct': 72.2, 'avg_order_fulfilment_rate_pct': 74.5, 'months_with_stockout': 10, 'issue_counts': {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}}\n\nQ: what are the kpis for the national_CMS tier?\nA:", "chosen": "FACTS: avg inventory accuracy 72.2%, avg fulfilment 74.5%, 10 months w/ stockout (warehouse_level=national_CMS) (based on 72 records), issues on record: {'theft_pilferage': 6, 'stock_record_discrepancy': 6, 'damaged_goods': 6, 'overstocking': 6, 'understocking': 6, 'expired_stock': 6, 'FEFO_not_followed': 6, 'receiving_error': 6, 'dispatch_error': 6, 'pest_infestation': 6, 'temperature_excursion': 6}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 72, "avg_inventory_accuracy_pct": 72.2, "avg_order_fulfilment_rate_pct": 74.5, "months_with_stockout": 10, "issue_counts": {"theft_pilferage": 6, "stock_record_discrepancy": 6, "damaged_goods": 6, "overstocking": 6, "understocking": 6, "expired_stock": 6, "FEFO_not_followed": 6, "receiving_error": 6, "dispatch_error": 6, "pest_infestation": 6, "temperature_excursion": 6}}, "scope": {"warehouse_level": "national_CMS"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T389", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0021'}) -> {'n_records': 3, 'avg_inventory_accuracy_pct': 59.8, 'avg_order_fulfilment_rate_pct': 46.9, 'months_with_stockout': 1, 'issue_counts': {'theft_pilferage': 1, 'overstocking': 1, 'dispatch_error': 1}, 'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0021 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0021 (regional_warehouse): avg inventory accuracy 59.8%, avg fulfilment 46.9%, 1 months w/ stockout (based on 3 records), issues on record: {'theft_pilferage': 1, 'overstocking': 1, 'dispatch_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0021 (regional_warehouse): avg inventory accuracy 59.8%, avg fulfilment 46.9%, 1 months w/ stockout (based on 3 records), issues on record: {'theft_pilferage': 1, 'overstocking': 1, 'dispatch_error': 1}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 3, "avg_inventory_accuracy_pct": 59.8, "avg_order_fulfilment_rate_pct": 46.9, "months_with_stockout": 1, "issue_counts": {"theft_pilferage": 1, "overstocking": 1, "dispatch_error": 1}, "uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0021"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T343", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0088'}) -> [{'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'risk_score': 6.0, 'risk_factors': ['stockout', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0088 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0088) is WH_0088 (regional_warehouse, IV_fluids), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0088 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0088) is WH_0088 (regional_warehouse, miscellaneous_items), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0088 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "risk_score": 6.0, "risk_factors": ["stockout", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0088"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T149", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0075'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 42.5, 'avg_order_fulfilment_rate_pct': 19.8, 'months_with_stockout': 2, 'issue_counts': {'theft_pilferage': 1, 'stock_record_discrepancy': 1}, 'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0075 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0075 (district_store): avg inventory accuracy 42.5%, avg fulfilment 19.8%, 2 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'stock_record_discrepancy': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0075 (district_store): avg inventory accuracy 42.5%, avg fulfilment 19.8%, 2 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'stock_record_discrepancy': 1}\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: to repeat, the figure is 42.5. Again, 42.5 is the number.", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 42.5, "avg_order_fulfilment_rate_pct": 19.8, "months_with_stockout": 2, "issue_counts": {"theft_pilferage": 1, "stock_record_discrepancy": 1}, "uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0075"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T117", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0022'}) -> [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 9, 'backorder_rate_pct': 81.8}]\n\nQ: which category has the most backorders at WH_0022 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0022). worst: WH_0022 (district_store, laboratory_reagents) at 81.8% backorder rate\nRECOMMENDATION: expedite WH_0022 (district_store).", "rejected": "FACTS: 37.7 backordered records (uid=district_store:WH_0022). worst: WH_0022 (district_store, laboratory_reagents) at 81.8% backorder rate\nRECOMMENDATION: expedite WH_0022 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9523809523809524, "tool_out": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 9, "backorder_rate_pct": 81.8}], "scope": {"uid": "district_store:WH_0022"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T24", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'region_type': 'peri_urban'}) -> [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 100.0}, {'uid': 'regional_warehouse:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 92.3}, {'uid': 'district_store:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, '... and 63 more']\n\nQ: which items are backordered in peri_urban areas?\nA:", "chosen": "FACTS: 68 backordered records (region_type=peri_urban). worst: WH_0067 (district_store, surgical_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0067 (district_store).", "rejected": "FACTS: 96.8 backordered records (region_type=peri_urban). worst: WH_0067 (district_store, surgical_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0067 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9523809523809524, "tool_out": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 100.0}, {"uid": "regional_warehouse:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 92.3}, {"uid": "district_store:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0065", "warehouse_id": "WH_0065", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 4, "backorder_rate_pct": 80.0}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 12, "backorder_rate_pct": 70.6}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 10, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 32, "backorder_rate_pct": 59.3}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 16, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}, {"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 2, "backorder_rate_pct": 50.0}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 26, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}], "scope": {"region_type": "peri_urban"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T36", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'warehouse_level': 'national_CMS'}) -> [{'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'risk_score': 9.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 8.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'criticality_high']}]\n\nQ: what needs urgent replenishment in the national_CMS tier?\nA:", "chosen": "FACTS: top shortage risk (warehouse_level=national_CMS) is WH_0080 (national_CMS, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0080 (national_CMS).", "rejected": "FACTS: top shortage risk (warehouse_level=national_CMS) is WH_0080 (national_CMS, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "risk_score": 9.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate"]}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 8.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "criticality_high"]}], "scope": {"warehouse_level": "national_CMS"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T99", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0017'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 37.2, 'avg_order_fulfilment_rate_pct': 36.7, 'months_with_stockout': 0, 'issue_counts': {'expired_stock': 1}, 'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0017 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0017 (district_store): avg inventory accuracy 37.2%, avg fulfilment 36.7%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0017 (district_store): avg inventory accuracy 37.2%, avg fulfilment 36.7%, 0 months w/ stockout (based on 1 records), issues on record: {'expired_stock': 1} Not entirely sure if this is complete.\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 37.2. Again, 37.2 is the number.", "chosen_score": 1.0, "rejected_score": 0.9047619047619048, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 37.2, "avg_order_fulfilment_rate_pct": 36.7, "months_with_stockout": 0, "issue_counts": {"expired_stock": 1}, "uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0017"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T296", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0025'}) -> [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}]\n\nQ: does WH_0025 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 2 active stockouts (uid=regional_warehouse:WH_0025). worst: WH_0025 (regional_warehouse, ARVs), 38 facilities hit\nRECOMMENDATION: prioritize WH_0025 (regional_warehouse) first.", "rejected": "FACTS: 17.4 active stockouts (uid=regional_warehouse:WH_0025). worst: WH_0025 (regional_warehouse, ARVs), 38 facilities hit\nRECOMMENDATION: prioritize WH_0025 (regional_warehouse) first.", "chosen_score": 1.0, "rejected_score": 0.9714285714285714, "tool_out": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}], "scope": {"uid": "regional_warehouse:WH_0025"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T186", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0037'}) -> []\n\nQ: does WH_0037 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0037)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=district_store:WH_0363)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "district_store:WH_0037"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T317", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0030'}) -> [{'uid': 'regional_warehouse:WH_0030', 'warehouse_id': 'WH_0030', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'orders_backordered': 6, 'backorder_rate_pct': 66.7}]\n\nQ: which category has the most backorders at WH_0030 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0030). worst: WH_0030 (regional_warehouse, contraceptives) at 66.7% backorder rate\nRECOMMENDATION: expedite WH_0030 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0030). worst: WH_0030 (regional_warehouse, contraceptives) at 66.7% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}], "scope": {"uid": "regional_warehouse:WH_0030"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T322", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0009'}) -> [{'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 50.0}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'orders_backordered': 7, 'backorder_rate_pct': 43.8}]\n\nQ: which category has the most backorders at WH_0009 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0009). worst: WH_0009 (regional_warehouse, ARVs) at 50.0% backorder rate\nRECOMMENDATION: expedite WH_0009 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}], "scope": {"uid": "regional_warehouse:WH_0009"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T151", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0026'}) -> [{'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0026 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0026). worst: WH_0026 (district_store, laboratory_reagents), 2 facilities hit\nRECOMMENDATION: prioritize WH_0026 (district_store) first.", "rejected": "FACTS: 1 active stockouts (uid=district_store:WH_0026). worst: WH_0026 (district_store, laboratory_reagents), 2 facilities hit Not sure about the rest of the details.\nRECOMMENDATION: prioritize WH_0026 (district_store) first.\nFACTS: 1 active stockouts (uid=district_store:WH_0026). worst: WH_0026 (district_store, laboratory_reagents), 2 facilities hit Not sure about the rest of the details.\nRECOMMENDATION: prioritize WH_0026 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}], "scope": {"uid": "district_store:WH_0026"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T283", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0081'}) -> [{'uid': 'national_CMS:WH_0081', 'warehouse_id': 'WH_0081', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'risk_score': 1.5, 'risk_factors': ['high_wastage', 'criticality_medium']}]\n\nQ: is WH_0081 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0081) is WH_0081 (national_CMS, laboratory_reagents), score=1.5, factors=['high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0081 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0081) is WH_0081 (national_CMS, laboratory_reagents), score=1.5, factors=['high_wastage', 'criticality_medium']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 1.5. Again, 1.5 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "risk_score": 1.5, "risk_factors": ["high_wastage", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0081"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T41", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}], 'national_CMS': [{'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}], 'regional_warehouse': [{'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]}}\n\nQ: compare shortage risk across tiers\nA:", "chosen": "FACTS: shortage risk by warehouse_level: district_store: top risk WH_0028 (vaccines), score=11.5; national_CMS: top risk WH_0080 (controlled_substances), score=11.5; regional_warehouse: top risk WH_0007 (controlled_substances), score=11.5\nRECOMMENDATION: focus replenishment planning on the district_store group first - highest risk score.", "rejected": "FACTS: focus replenishment planning on the district_store group first - highest risk score.", "chosen_score": 1.0, "rejected_score": 0.869047619047619, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "national_CMS": [{"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T194", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0018'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 62.4, 'avg_order_fulfilment_rate_pct': 71.4, 'months_with_stockout': 0, 'issue_counts': {'receiving_error': 1}, 'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0018 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0018 (national_CMS): avg inventory accuracy 62.4%, avg fulfilment 71.4%, 0 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0506 (national_CMS): avg inventory accuracy 62.4%, avg fulfilment 71.4%, 0 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: looks fine.\nFACTS: to repeat, the figure is 62.4. Again, 62.4 is the number.", "chosen_score": 1.0, "rejected_score": 0.7380952380952381, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 62.4, "avg_order_fulfilment_rate_pct": 71.4, "months_with_stockout": 0, "issue_counts": {"receiving_error": 1}, "uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0018"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T64", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'region_type', 'compare_values': ['rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': {'n_records': 87, 'avg_inventory_accuracy_pct': 42.2, 'avg_order_fulfilment_rate_pct': 42.5, 'months_with_stockout': 45, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}, 'urban': {'n_records': 55, 'avg_inventory_accuracy_pct': 68.8, 'avg_order_fulfilment_rate_pct': 68.5, 'months_with_stockout': 12, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: how do rural and urban compare on kpis?\nA:", "chosen": "FACTS: kpis by region_type: rural: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout; urban: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout\nRECOMMENDATION: review the rural group first - most months with a stockout.", "rejected": "FACTS: kpis by region_type: rural: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout; urban: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": {"n_records": 87, "avg_inventory_accuracy_pct": 42.2, "avg_order_fulfilment_rate_pct": 42.5, "months_with_stockout": 45, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "urban": {"n_records": 55, "avg_inventory_accuracy_pct": 68.8, "avg_order_fulfilment_rate_pct": 68.5, "months_with_stockout": 12, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T275", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0005', 'commodity_category': 'ARVs', 'year': 2024, 'month': 3}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 3, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (81.9%)', 'high wastage (19.1%)']}\n\nQ: why is WH_0005 at the national_CMS failing fulfillment for ARVs?\nA:", "chosen": "FACTS: WH_0005 (national_CMS, 3/2024): reported issue = expired_stock. other signals: FEFO compliance failed; low inventory accuracy (81.9%); high wastage (19.1%)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "FACTS: WH_0005 (national_CMS, 35.6/2024): reported issue = expired_stock. other signals: FEFO compliance failed; low inventory accuracy (81.9%); high wastage (19.1%)\nRECOMMENDATION: address the reported issue (expired_stock).\nFACTS: to repeat, the figure is 35.6. Again, 35.6 is the number.", "chosen_score": 1.0, "rejected_score": 0.8761904761904763, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "national_CMS", "year": 2024, "month": 3, "reported_issue": "expired_stock", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (81.9%)", "high wastage (19.1%)"]}, "scope": {"uid": "national_CMS:WH_0005", "commodity_category": "ARVs", "year": 2024, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T236", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'national_CMS:WH_0007'}) -> []\n\nQ: does WH_0007 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0007)\nRECOMMENDATION: nothing urgent here.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [], "scope": {"uid": "national_CMS:WH_0007"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T23", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'warehouse_level': 'regional_warehouse'}) -> [{'uid': 'regional_warehouse:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 92.3}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 83.3}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 10, 'backorder_rate_pct': 76.9}, {'uid': 'regional_warehouse:WH_0044', 'warehouse_id': 'WH_0044', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 6, 'backorder_rate_pct': 75.0}, {'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 12, 'backorder_rate_pct': 75.0}, '... and 67 more']\n\nQ: which items are backordered in the regional_warehouse tier?\nA:", "chosen": "FACTS: 72 backordered records (warehouse_level=regional_warehouse). worst: WH_0054 (regional_warehouse, laboratory_reagents) at 92.3% backorder rate\nRECOMMENDATION: expedite WH_0054 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 92.3}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 83.3}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 10, "backorder_rate_pct": 76.9}, {"uid": "regional_warehouse:WH_0044", "warehouse_id": "WH_0044", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 6, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 9, "backorder_rate_pct": 75.0}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 12, "backorder_rate_pct": 70.6}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 69.2}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 10, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0030", "warehouse_id": "WH_0030", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 6, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 66.7}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 13, "backorder_rate_pct": 65.0}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 9, "backorder_rate_pct": 64.3}, {"uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 11, "backorder_rate_pct": 61.1}, {"uid": "regional_warehouse:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 9, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 6, "backorder_rate_pct": 60.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 16, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 57.1}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 54.5}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 53.3}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 9, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 50.0}, {"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 46.7}, {"uid": "regional_warehouse:WH_0066", "warehouse_id": "WH_0066", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 6, "backorder_rate_pct": 46.2}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}], "scope": {"warehouse_level": "regional_warehouse"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T136", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0091'}) -> []\n\nQ: does WH_0091 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0091)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=district_store:WH_0493)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "district_store:WH_0091"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T310", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0050', 'commodity_category': 'laboratory_reagents', 'year': 2024, 'month': 9}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 9, 'reported_issue': 'theft_pilferage', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (52.5%)', 'high wastage (19.2%)', 'active stockout']}\n\nQ: why is WH_0050 at the regional_warehouse failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0050 (regional_warehouse, 9/2024): reported issue = theft_pilferage. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (52.5%); high wastage (19.2%); active stockout\nRECOMMENDATION: address the reported issue (theft_pilferage).", "rejected": "FACTS: WH_0050 (regional_warehouse, 9/2024): reported issue = theft_pilferage. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (52.5%); high wastage (19.2%); active stockout Not sure if there's more to report here.\nRECOMMENDATION: address the reported issue (theft_pilferage).\nFACTS: to repeat, the figure is 9. Again, 9 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "year": 2024, "month": 9, "reported_issue": "theft_pilferage", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (52.5%)", "high wastage (19.2%)", "active stockout"]}, "scope": {"uid": "regional_warehouse:WH_0050", "commodity_category": "laboratory_reagents", "year": 2024, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T177", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0011'}) -> [{'uid': 'district_store:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 66.7}]\n\nQ: which category has the most backorders at WH_0011 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0011). worst: WH_0011 (district_store, vaccines) at 66.7% backorder rate\nRECOMMENDATION: expedite WH_0011 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0011). worst: WH_0011 (district_store, vaccines) at 66.7% backorder rate\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "district_store:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 66.7}], "scope": {"uid": "district_store:WH_0011"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T184", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'district_store:WH_0087'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 24.5, 'avg_order_fulfilment_rate_pct': 39.2, 'months_with_stockout': 1, 'issue_counts': {'overstocking': 1}, 'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0087 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0087 (district_store): avg inventory accuracy 24.5%, avg fulfilment 39.2%, 1 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 24.5, "avg_order_fulfilment_rate_pct": 39.2, "months_with_stockout": 1, "issue_counts": {"overstocking": 1}, "uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0087"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T50", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({}) -> {'n_records': 210, 'avg_inventory_accuracy_pct': 52.7, 'avg_order_fulfilment_rate_pct': 53.4, 'months_with_stockout': 77, 'issue_counts': {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}}\n\nQ: how's everything doing overall?\nA:", "chosen": "FACTS: avg inventory accuracy 52.7%, avg fulfilment 53.4%, 77 months w/ stockout (based on 210 records), issues on record: {'theft_pilferage': 18, 'expired_stock': 18, 'stock_record_discrepancy': 18, 'temperature_excursion': 18, 'FEFO_not_followed': 18, 'damaged_goods': 18, 'overstocking': 18, 'receiving_error': 18, 'understocking': 18, 'dispatch_error': 18, 'pest_infestation': 18}\nRECOMMENDATION: worth a review.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 210, "avg_inventory_accuracy_pct": 52.7, "avg_order_fulfilment_rate_pct": 53.4, "months_with_stockout": 77, "issue_counts": {"theft_pilferage": 18, "expired_stock": 18, "stock_record_discrepancy": 18, "temperature_excursion": 18, "FEFO_not_followed": 18, "damaged_goods": 18, "overstocking": 18, "receiving_error": 18, "understocking": 18, "dispatch_error": 18, "pest_infestation": 18}}, "scope": {}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T195", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0018', 'commodity_category': 'vaccines', 'year': 2022, 'month': 9}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 9, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['low inventory accuracy (62.4%)', 'high wastage (9.8%)']}\n\nQ: why is WH_0018 at the national_CMS failing fulfillment for vaccines?\nA:", "chosen": "FACTS: WH_0018 (national_CMS, 9/2022): reported issue = receiving_error. other signals: low inventory accuracy (62.4%); high wastage (9.8%)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: WH_0018 (national_CMS, 9/2022): reported issue = receiving_error. other signals: low inventory accuracy (62.4%); high wastage (9.8%)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "year": 2022, "month": 9, "reported_issue": "receiving_error", "has_issue": true, "signals": ["low inventory accuracy (62.4%)", "high wastage (9.8%)"]}, "scope": {"uid": "national_CMS:WH_0018", "commodity_category": "vaccines", "year": 2022, "month": 9}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T382", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0017'}) -> [{'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 9, 'backorder_rate_pct': 52.9}]\n\nQ: which category has the most backorders at WH_0017 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0017). worst: WH_0017 (regional_warehouse, medical_devices_consumables) at 52.9% backorder rate\nRECOMMENDATION: expedite WH_0017 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0209). worst: WH_0209 (regional_warehouse, medical_devices_consumables) at 52.9% backorder rate\nRECOMMENDATION: expedite WH_0209 (regional_warehouse).\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7619047619047619, "tool_out": [{"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 52.9}], "scope": {"uid": "regional_warehouse:WH_0017"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T391", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0028'}) -> []\n\nQ: does WH_0028 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0028)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0028)\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: no active stockouts (uid=regional_warehouse:WH_0028)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0028"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T173", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0069'}) -> [{'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'risk_score': 9.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']}]\n\nQ: is WH_0069 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0069) is WH_0069 (district_store, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0069 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0069) is WH_0069 (district_store, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: top shortage risk (uid=district_store:WH_0069) is WH_0069 (district_store, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "risk_score": 9.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate"]}], "scope": {"uid": "district_store:WH_0069"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T111", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0070'}) -> [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0070 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0070). worst: WH_0070 (district_store, vaccines), 2 facilities hit\nRECOMMENDATION: prioritize WH_0070 (district_store) first.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}], "scope": {"uid": "district_store:WH_0070"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T80", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'compare_by': 'region_type', 'compare_values': ['rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': {'dominant_issue': 'FEFO_not_followed', 'count': 10, 'n_records': 87, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}, 'urban': {'dominant_issue': 'dispatch_error', 'count': 7, 'n_records': 55, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: how do rural and urban compare on why they're failing?\nA:", "chosen": "FACTS: most common issue by region_type: rural: FEFO_not_followed (10x); urban: dispatch_error (7x)\nRECOMMENDATION: focus on the rural group's most common issue first.", "rejected": "FACTS: most common issue by region_type: rural: FEFO_not_followed (10x); urban: dispatch_error (7x)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.8214285714285714, "rejected_score": 0.6785714285714286, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": {"dominant_issue": "FEFO_not_followed", "count": 10, "n_records": 87, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "urban": {"dominant_issue": "dispatch_error", "count": 7, "n_records": 55, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T366", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'regional_warehouse:WH_0043'}) -> []\n\nQ: does WH_0043 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0043)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0374)\nRECOMMENDATION: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.7142857142857143, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0043"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T175", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0069', 'commodity_category': 'medical_devices_consumables', 'year': 2023, 'month': 11}) -> {'status': 'ok', 'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'year': 2023, 'month': 11, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (35.6%)', 'high wastage (27.2%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0069 at the district_store failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0069 (district_store, 11/2023): reported issue = overstocking. other signals: storage conditions not adequate; low inventory accuracy (35.6%); high wastage (27.2%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: WH_0069 (district_store, 11/2023): reported issue = warehouse_mismanagement. other signals: storage conditions not adequate; low inventory accuracy (35.6%); high wastage (27.2%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "year": 2023, "month": 11, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (35.6%)", "high wastage (27.2%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0069", "commodity_category": "medical_devices_consumables", "year": 2023, "month": 11}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T385", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0017', 'commodity_category': 'medical_devices_consumables', 'year': 2022, 'month': 6}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'year': 2022, 'month': 6, 'reported_issue': 'understocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (75.9%)', 'high wastage (22.9%)', 'active stockout']}\n\nQ: why is WH_0017 at the regional_warehouse failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0017 (regional_warehouse, 6/2022): reported issue = understocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (75.9%); high wastage (22.9%); active stockout\nRECOMMENDATION: address the reported issue (understocking).", "rejected": "FACTS: WH_0017 (regional_warehouse, 6/2022): reported issue = understocking. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (75.9%); high wastage (22.9%); active stockout\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: to repeat, the figure is 6. Again, 6 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "year": 2022, "month": 6, "reported_issue": "understocking", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (75.9%)", "high wastage (22.9%)", "active stockout"]}, "scope": {"uid": "regional_warehouse:WH_0017", "commodity_category": "medical_devices_consumables", "year": 2022, "month": 6}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T358", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0086'}) -> [{'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]\n\nQ: is WH_0086 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0086) is WH_0086 (regional_warehouse, malaria_commodities), score=8.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0086 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0086) is WH_0086 (regional_warehouse, malaria_commodities), score=8.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0086"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T82", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0036'}) -> [{'uid': 'district_store:WH_0036', 'warehouse_id': 'WH_0036', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'orders_backordered': 2, 'backorder_rate_pct': 66.7}]\n\nQ: which category has the most backorders at WH_0036 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0036). worst: WH_0036 (district_store, essential_medicines) at 66.7% backorder rate\nRECOMMENDATION: expedite WH_0036 (district_store).", "rejected": "FACTS: 1 backordered records (uid=district_store:WH_0036). worst: WH_0036 (district_store, essential_medicines) at 66.7% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"uid": "district_store:WH_0036", "warehouse_id": "WH_0036", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 2, "backorder_rate_pct": 66.7}], "scope": {"uid": "district_store:WH_0036"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T4", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({}) -> [{'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'orders_backordered': 3, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, '... and 200 more']\n\nQ: what's our backorder situation?\nA:", "chosen": "FACTS: 205 backordered records. worst: WH_0067 (district_store, surgical_supplies) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0067 (district_store).", "rejected": "FACTS: expedite WH_0067 (district_store).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9047619047619048, "tool_out": [{"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "orders_backordered": 1, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0048", "warehouse_id": "WH_0048", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 6, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "orders_backordered": 3, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0062", "warehouse_id": "WH_0062", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": 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"warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 5, "backorder_rate_pct": 45.5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 21, "backorder_rate_pct": 44.7}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}, {"uid": "national_CMS:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 24, "backorder_rate_pct": 44.4}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "regional_warehouse:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 7, "backorder_rate_pct": 43.8}, {"uid": "national_CMS:WH_0031", "warehouse_id": "WH_0031", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 16, "backorder_rate_pct": 42.1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 41.2}, {"uid": "national_CMS:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 40.4}, {"uid": "national_CMS:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 17, "backorder_rate_pct": 39.5}, {"uid": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 20, "backorder_rate_pct": 39.2}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 16, "backorder_rate_pct": 39.0}, {"uid": "national_CMS:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 21, "backorder_rate_pct": 38.9}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "regional_warehouse:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 38.5}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 23, "backorder_rate_pct": 38.3}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 38.1}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 17, "backorder_rate_pct": 37.8}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 37.5}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 19, "backorder_rate_pct": 37.3}, {"uid": "regional_warehouse:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 7, "backorder_rate_pct": 36.8}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 36.4}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 9, "backorder_rate_pct": 36.0}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 19, "backorder_rate_pct": 35.8}, {"uid": "national_CMS:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 20, "backorder_rate_pct": 35.7}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 7, "backorder_rate_pct": 35.0}, {"uid": "national_CMS:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 15, "backorder_rate_pct": 34.9}, {"uid": "national_CMS:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 17, "backorder_rate_pct": 34.7}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 18, "backorder_rate_pct": 34.6}, {"uid": "national_CMS:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 14, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 33.3}, {"uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 17, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 16, "backorder_rate_pct": 32.7}, {"uid": "national_CMS:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 15, "backorder_rate_pct": 32.6}, {"uid": "national_CMS:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 32.1}, {"uid": "national_CMS:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "national_CMS", "commodity_category": "contraceptives", "orders_backordered": 16, "backorder_rate_pct": 32.0}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 15, "backorder_rate_pct": 31.2}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 18, "backorder_rate_pct": 31.0}, {"uid": "regional_warehouse:WH_0082", "warehouse_id": "WH_0082", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 30.8}, {"uid": "national_CMS:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 15, "backorder_rate_pct": 30.6}, {"uid": "regional_warehouse:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 3, "backorder_rate_pct": 30.0}, {"uid": "regional_warehouse:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "orders_backordered": 6, "backorder_rate_pct": 30.0}, {"uid": "national_CMS:WH_0077", "warehouse_id": "WH_0077", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 14, "backorder_rate_pct": 28.6}, {"uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}, {"uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "orders_backordered": 5, "backorder_rate_pct": 27.8}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 15, "backorder_rate_pct": 27.3}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 3, "backorder_rate_pct": 27.3}, {"uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 13, "backorder_rate_pct": 27.1}, {"uid": "national_CMS:WH_0004", "warehouse_id": "WH_0004", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 15, "backorder_rate_pct": 26.8}, {"uid": "national_CMS:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 14, "backorder_rate_pct": 26.4}, {"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 15, "backorder_rate_pct": 25.9}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 14, "backorder_rate_pct": 25.5}, {"uid": "national_CMS:WH_0076", "warehouse_id": "WH_0076", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 12, "backorder_rate_pct": 25.0}, {"uid": "national_CMS:WH_0047", "warehouse_id": "WH_0047", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 24.4}, {"uid": "national_CMS:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 16, "backorder_rate_pct": 24.2}, {"uid": "national_CMS:WH_0092", "warehouse_id": "WH_0092", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 23.7}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 23.1}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 13, "backorder_rate_pct": 22.8}, {"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}, {"uid": "national_CMS:WH_0055", "warehouse_id": "WH_0055", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 22.0}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 8, "backorder_rate_pct": 20.5}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 10, "backorder_rate_pct": 20.4}, {"uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 12, "backorder_rate_pct": 20.0}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 2, "backorder_rate_pct": 20.0}, {"uid": "national_CMS:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 10, "backorder_rate_pct": 19.2}, {"uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 11, "backorder_rate_pct": 18.6}, {"uid": "national_CMS:WH_0081", "warehouse_id": "WH_0081", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 10, "backorder_rate_pct": 17.9}, {"uid": "national_CMS:WH_0049", "warehouse_id": "WH_0049", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 17.4}, {"uid": "national_CMS:WH_0020", "warehouse_id": "WH_0020", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 9, "backorder_rate_pct": 16.7}, {"uid": "national_CMS:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "orders_backordered": 7, "backorder_rate_pct": 15.9}, {"uid": "national_CMS:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "national_CMS", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 7, "backorder_rate_pct": 14.6}, {"uid": "national_CMS:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "orders_backordered": 9, "backorder_rate_pct": 13.6}, {"uid": "national_CMS:WH_0039", "warehouse_id": "WH_0039", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 8, "backorder_rate_pct": 13.3}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 5, "backorder_rate_pct": 11.4}, {"uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "orders_backordered": 6, "backorder_rate_pct": 11.3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "orders_backordered": 5, "backorder_rate_pct": 10.4}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 10.3}, {"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "orders_backordered": 4, "backorder_rate_pct": 9.8}, {"uid": "national_CMS:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "orders_backordered": 4, "backorder_rate_pct": 9.3}, {"uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "commodity_category": "surgical_supplies", "orders_backordered": 3, "backorder_rate_pct": 7.0}, {"uid": "national_CMS:WH_0095", "warehouse_id": "WH_0095", "warehouse_level": "national_CMS", "commodity_category": "IV_fluids", "orders_backordered": 4, "backorder_rate_pct": 6.3}, {"uid": "national_CMS:WH_0032", "warehouse_id": "WH_0032", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 1, "backorder_rate_pct": 2.0}], "scope": {}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T143", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0099'}) -> [{'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0099 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0099) is WH_0099 (district_store, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0099 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0099) is WH_0099 (district_store, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: top shortage risk (uid=district_store:WH_0099) is WH_0099 (district_store, controlled_substances), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9714285714285714, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0099"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T302", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0091'}) -> [{'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 4, 'backorder_rate_pct': 28.6}]\n\nQ: which category has the most backorders at WH_0091 at the regional_warehouse?\nA:", "chosen": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0091). worst: WH_0091 (regional_warehouse, medical_devices_consumables) at 47.1% backorder rate\nRECOMMENDATION: expedite WH_0091 (regional_warehouse).", "rejected": "FACTS: 2 backordered records (uid=regional_warehouse:WH_0091). worst: WH_0091 (regional_warehouse, miscellaneous_items) at 47.1% backorder rate\nRECOMMENDATION: expedite WH_0091 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "orders_backordered": 8, "backorder_rate_pct": 47.1}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 4, "backorder_rate_pct": 28.6}], "scope": {"uid": "regional_warehouse:WH_0091"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T230", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0003', 'commodity_category': 'medical_devices_consumables', 'year': 2023, 'month': 3}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'year': 2023, 'month': 3, 'reported_issue': 'pest_infestation', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (76.8%)', 'high wastage (9.1%)', 'active stockout']}\n\nQ: why is WH_0003 at the national_CMS failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0003 (national_CMS, 3/2023): reported issue = pest_infestation. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (76.8%); high wastage (9.1%); active stockout\nRECOMMENDATION: address the reported issue (pest_infestation).", "rejected": "FACTS: WH_0003 (national_CMS, 3/2023): reported issue = pest_infestation. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (76.8%); high wastage (9.1%); active stockout\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "year": 2023, "month": 3, "reported_issue": "pest_infestation", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (76.8%)", "high wastage (9.1%)", "active stockout"]}, "scope": {"uid": "national_CMS:WH_0003", "commodity_category": "medical_devices_consumables", "year": 2023, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T113", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'district_store:WH_0070'}) -> [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]\n\nQ: is WH_0070 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0070) is WH_0070 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0070 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0468) is WH_0468 (district_store, vaccines), score=11.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0468 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7999999999999999, "tool_out": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "scope": {"uid": "district_store:WH_0070"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T215", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0050', 'commodity_category': 'laboratory_reagents', 'year': 2021, 'month': 2}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS', 'year': 2021, 'month': 2, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (72.2%)', 'high wastage (6.8%)']}\n\nQ: why is WH_0050 at the national_CMS failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0050 (national_CMS, 2/2021): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (72.2%); high wastage (6.8%)\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: WH_0676 (national_CMS, 2/2021): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (72.2%); high wastage (6.8%)\nRECOMMENDATION: address the reported issue (damaged_goods).", "chosen_score": 1.0, "rejected_score": 0.8285714285714285, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS", "year": 2021, "month": 2, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (72.2%)", "high wastage (6.8%)"]}, "scope": {"uid": "national_CMS:WH_0050", "commodity_category": "laboratory_reagents", "year": 2021, "month": 2}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T388", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0021'}) -> [{'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'risk_score': 8.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}]\n\nQ: is WH_0021 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0021) is WH_0021 (regional_warehouse, PPE_IPC_supplies), score=10.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0021 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "risk_score": 8.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0021"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T360", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0086', 'commodity_category': 'malaria_commodities', 'year': 2024, 'month': 5}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0086', 'warehouse_id': 'WH_0086', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 5, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (65.0%)', 'high wastage (17.1%)'], 'uncertain': True}\n\nQ: why is WH_0086 at the regional_warehouse failing fulfillment for malaria commodities?\nA:", "chosen": "FACTS: WH_0086 (regional_warehouse, 5/2024): reported issue = overstocking. other signals: storage conditions not adequate; low inventory accuracy (65.0%); high wastage (17.1%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: address the reported issue (overstocking).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0086", "warehouse_id": "WH_0086", "warehouse_level": "regional_warehouse", "year": 2024, "month": 5, "reported_issue": "overstocking", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (65.0%)", "high wastage (17.1%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0086", "commodity_category": "malaria_commodities", "year": 2024, "month": 5}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T333", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0037'}) -> [{'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}]\n\nQ: is WH_0037 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0037) is WH_0037 (regional_warehouse, ARVs), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0037 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0037) is WH_0037 (regional_warehouse, ARVs), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high'] Not sure if there's more to report here.\nRECOMMENDATION: focus replenishment planning on WH_0037 (regional_warehouse).\nFACTS: to repeat, the figure is 6.5. Again, 6.5 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0037"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T367", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0043'}) -> [{'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 22.7}]\n\nQ: which category has the most backorders at WH_0043 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0043). worst: WH_0043 (regional_warehouse, PPE_IPC_supplies) at 22.7% backorder rate\nRECOMMENDATION: expedite WH_0043 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0043). worst: WH_0043 (regional_warehouse, PPE_IPC_supplies) at 22.7% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 22.7}], "scope": {"uid": "regional_warehouse:WH_0043"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T102", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0018'}) -> [{'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'orders_backordered': 2, 'backorder_rate_pct': 100.0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 4, 'backorder_rate_pct': 44.4}]\n\nQ: which category has the most backorders at WH_0018 at the district_store?\nA:", "chosen": "FACTS: 2 backordered records (uid=district_store:WH_0018). worst: WH_0018 (district_store, contraceptives) at 100.0% backorder rate\nRECOMMENDATION: expedite WH_0018 (district_store).", "rejected": "FACTS: 2 backordered records (uid=district_store:WH_0018). worst: WH_0018 (district_store, contraceptives) at 100.0% backorder rate\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [{"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "contraceptives", "orders_backordered": 2, "backorder_rate_pct": 100.0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "orders_backordered": 4, "backorder_rate_pct": 44.4}], "scope": {"uid": "district_store:WH_0018"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T288", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'national_CMS:WH_0011'}) -> [{'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'commodity_category': 'nutrition_commodities', 'risk_score': 2.5, 'risk_factors': ['high_backorder_rate', 'criticality_medium']}]\n\nQ: is WH_0011 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0011) is WH_0011 (national_CMS, nutrition_commodities), score=2.5, factors=['high_backorder_rate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0011 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0011) is WH_0011 (national_CMS, nutrition_commodities), score=2.5, factors=['high_backorder_rate', 'criticality_medium'] Not sure about the rest of the details.\nRECOMMENDATION: focus replenishment planning on WH_0011 (national_CMS).\nFACTS: to repeat, the figure is 2.5. Again, 2.5 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "tool_out": [{"uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "commodity_category": "nutrition_commodities", "risk_score": 2.5, "risk_factors": ["high_backorder_rate", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0011"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T14", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}], 'peri_urban': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}], 'urban': [{'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}]}}\n\nQ: compare stockouts across region types\nA:", "chosen": "FACTS: stockouts by region_type: peri_urban: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); rural: 45 stockouts, worst WH_0074 (vaccines, 60 facilities); urban: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: prioritize the peri_urban group first - most facilities affected.", "rejected": "FACTS: stockouts by warehouse: WH_0514: 20 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); WH_0744: 45 stockouts, worst WH_0074 (vaccines, 60 facilities); WH_0288: 12 stockouts, worst WH_0075 (medical_devices_consumables, 17 facilities)\nRECOMMENDATION: prioritize the peri_urban group first - most facilities affected.\nFACTS: to repeat, the figure is 20. Again, 20 is the number.", "chosen_score": 1.0, "rejected_score": 0.7738095238095238, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "peri_urban": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}], "urban": [{"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T309", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'regional_warehouse:WH_0050'}) -> {'n_records': 2, 'avg_inventory_accuracy_pct': 48.4, 'avg_order_fulfilment_rate_pct': 45.5, 'months_with_stockout': 2, 'issue_counts': {'theft_pilferage': 1, 'damaged_goods': 1}, 'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0050 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0050 (regional_warehouse): avg inventory accuracy 48.4%, avg fulfilment 45.5%, 2 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'damaged_goods': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0050 (regional_warehouse): avg inventory accuracy 48.4%, avg fulfilment 45.5%, 2 months w/ stockout (based on 2 records), issues on record: {'theft_pilferage': 1, 'damaged_goods': 1}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"n_records": 2, "avg_inventory_accuracy_pct": 48.4, "avg_order_fulfilment_rate_pct": 45.5, "months_with_stockout": 2, "issue_counts": {"theft_pilferage": 1, "damaged_goods": 1}, "uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0050"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T259", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'uid': 'national_CMS:WH_0088'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 62.6, 'avg_order_fulfilment_rate_pct': 39.5, 'months_with_stockout': 0, 'issue_counts': {'overstocking': 1}, 'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0088 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0088 (national_CMS): avg inventory accuracy 62.6%, avg fulfilment 39.5%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 62.6, "avg_order_fulfilment_rate_pct": 39.5, "months_with_stockout": 0, "issue_counts": {"overstocking": 1}, "uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0088"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T120", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0022', 'commodity_category': 'laboratory_reagents', 'year': 2022, 'month': 7}) -> {'status': 'ok', 'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'year': 2022, 'month': 7, 'reported_issue': 'theft_pilferage', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (36.0%)', 'high wastage (24.4%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0022 at the district_store failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0022 (district_store, 7/2022): reported issue = theft_pilferage. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (36.0%); high wastage (24.4%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (theft_pilferage).", "rejected": "FACTS: WH_0022 (district_store, 7/2022): reported issue = system_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (36.0%); high wastage (24.4%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (theft_pilferage).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "year": 2022, "month": 7, "reported_issue": "theft_pilferage", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (36.0%)", "high wastage (24.4%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0022", "commodity_category": "laboratory_reagents", "year": 2022, "month": 7}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T112", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'district_store:WH_0070'}) -> [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'orders_backordered': 4, 'backorder_rate_pct': 57.1}]\n\nQ: which category has the most backorders at WH_0070 at the district_store?\nA:", "chosen": "FACTS: 1 backordered records (uid=district_store:WH_0070). worst: WH_0070 (district_store, vaccines) at 57.1% backorder rate\nRECOMMENDATION: expedite WH_0070 (district_store).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "orders_backordered": 4, "backorder_rate_pct": 57.1}], "scope": {"uid": "district_store:WH_0070"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T48", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'region_type', 'compare_values': ['rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': [{'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}], 'urban': [{'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}]}}\n\nQ: how do rural and urban compare on shortage risk?\nA:", "chosen": "FACTS: shortage risk by region_type: rural: top risk WH_0028 (vaccines), score=11.5; urban: top risk WH_0070 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the rural group first - highest risk score.", "rejected": "FACTS: shortage risk by region_type: rural: top risk WH_0028 (vaccines), score=11.5; urban: top risk WH_0028 (vaccines), score=11.5\nRECOMMENDATION: focus replenishment planning on the rural group first - highest risk score.", "chosen_score": 1.0, "rejected_score": 0.9821428571428571, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": [{"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}], "urban": [{"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}]}}, "scope": {"compare_by": "region_type", "compare_values": ["rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T16", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}], 'regional_warehouse': [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do district_store and regional_warehouse compare on stockouts?\nA:", "chosen": "FACTS: stockouts by warehouse_level: district_store: 38 stockouts, worst WH_0022 (laboratory_reagents, 13 facilities); regional_warehouse: 29 stockouts, worst WH_0025 (ARVs, 38 facilities)\nRECOMMENDATION: prioritize the regional_warehouse group first - most facilities affected.", "rejected": "FACTS: stockouts by warehouse_level: district_store: 38 stockouts, worst WH_0022 (laboratory_reagents, 13 facilities); regional_warehouse: 29 stockouts, worst WH_0025 (ARVs, 38 facilities)\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T17", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'warehouse_level', 'compare_values': ['national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'national_CMS': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}], 'regional_warehouse': [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}]}}\n\nQ: how do national_CMS and regional_warehouse compare on stockouts?\nA:", "chosen": "FACTS: stockouts by warehouse_level: national_CMS: 10 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); regional_warehouse: 29 stockouts, worst WH_0025 (ARVs, 38 facilities)\nRECOMMENDATION: prioritize the national_CMS group first - most facilities affected.", "rejected": "FACTS: stockouts by warehouse_level: national_CMS: 10 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); regional_warehouse: 29 stockouts, worst WH_0025 (ARVs, 38 facilities)\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"national_CMS": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T217", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'national_CMS:WH_0041'}) -> [{'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'orders_backordered': 23, 'backorder_rate_pct': 52.3}]\n\nQ: which category has the most backorders at WH_0041 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0041). worst: WH_0041 (national_CMS, laboratory_reagents) at 52.3% backorder rate\nRECOMMENDATION: expedite WH_0041 (national_CMS).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9761904761904762, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "national_CMS:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 23, "backorder_rate_pct": 52.3}], "scope": {"uid": "national_CMS:WH_0041"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T303", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0091'}) -> [{'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']}, {'uid': 'regional_warehouse:WH_0091', 'warehouse_id': 'WH_0091', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'risk_score': 5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage']}]\n\nQ: is WH_0091 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0091) is WH_0091 (regional_warehouse, laboratory_reagents), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0091 (regional_warehouse).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 0.9714285714285714, "rejected_score": 0.6666666666666667, "tool_out": [{"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_medium"]}, {"uid": "regional_warehouse:WH_0091", "warehouse_id": "WH_0091", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "risk_score": 5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage"]}], "scope": {"uid": "regional_warehouse:WH_0091"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T45", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'compare_by': 'warehouse_level', 'compare_values': ['national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'national_CMS': [{'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'risk_score': 11.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'risk_score': 10.0, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}], 'regional_warehouse': [{'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'risk_score': 11.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_critical']}]}}\n\nQ: how do national_CMS and regional_warehouse compare on shortage risk?\nA:", "chosen": "FACTS: shortage risk by warehouse_level: national_CMS: top risk WH_0080 (controlled_substances), score=11.5; regional_warehouse: top risk WH_0007 (controlled_substances), score=11.5\nRECOMMENDATION: focus replenishment planning on the national_CMS group first - highest risk score.", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.6666666666666667, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"national_CMS": [{"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "risk_score": 11.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_high"]}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "risk_score": 10.0, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "risk_score": 11.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate", "criticality_critical"]}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T280", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'national_CMS:WH_0024', 'commodity_category': 'PPE_IPC_supplies', 'year': 2024, 'month': 1}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 1, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (76.5%)', 'high wastage (14.5%)']}\n\nQ: why is WH_0024 at the national_CMS failing fulfillment for PPE IPC supplies?\nA:", "chosen": "FACTS: WH_0024 (national_CMS, 1/2024): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (76.5%); high wastage (14.5%)\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: address the reported issue (damaged_goods).", "chosen_score": 1.0, "rejected_score": 0.8857142857142858, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "national_CMS", "year": 2024, "month": 1, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (76.5%)", "high wastage (14.5%)"]}, "scope": {"uid": "national_CMS:WH_0024", "commodity_category": "PPE_IPC_supplies", "year": 2024, "month": 1}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T397", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0003'}) -> [{'uid': 'regional_warehouse:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'orders_backordered': 5, 'backorder_rate_pct': 33.3}]\n\nQ: which category has the most backorders at WH_0003 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0003). worst: WH_0003 (regional_warehouse, PPE_IPC_supplies) at 33.3% backorder rate\nRECOMMENDATION: expedite WH_0003 (regional_warehouse).", "rejected": "FACTS: 29.7 backordered records (uid=regional_warehouse:WH_0003). worst: WH_0003 (regional_warehouse, PPE_IPC_supplies) at 33.3% backorder rate\nRECOMMENDATION: expedite WH_0003 (regional_warehouse).\nFACTS: 29.7 backordered records (uid=regional_warehouse:WH_0003). worst: WH_0003 (regional_warehouse, PPE_IPC_supplies) at 33.3% backorder rate\nRECOMMENDATION: expedite WH_0003 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9047619047619048, "tool_out": [{"uid": "regional_warehouse:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "orders_backordered": 5, "backorder_rate_pct": 33.3}], "scope": {"uid": "regional_warehouse:WH_0003"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T347", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: backorders({'uid': 'regional_warehouse:WH_0011'}) -> [{'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'orders_backordered': 5, 'backorder_rate_pct': 45.5}]\n\nQ: which category has the most backorders at WH_0011 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0011). worst: WH_0011 (regional_warehouse, nutrition_commodities) at 45.5% backorder rate\nRECOMMENDATION: expedite WH_0011 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0011). worst: WH_0011 (regional_warehouse, nutrition_commodities) at 45.5% backorder rate\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 0.9761904761904762, "rejected_score": 0.8333333333333333, "tool_out": [{"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "orders_backordered": 5, "backorder_rate_pct": 45.5}], "scope": {"uid": "regional_warehouse:WH_0011"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T53", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'warehouse_level': 'regional_warehouse'}) -> {'n_records': 72, 'avg_inventory_accuracy_pct': 57.1, 'avg_order_fulfilment_rate_pct': 53.5, 'months_with_stockout': 29, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}}\n\nQ: what are the kpis for the regional_warehouse tier?\nA:", "chosen": "FACTS: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout (warehouse_level=regional_warehouse) (based on 72 records), issues on record: {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: avg inventory accuracy 78.7%, avg fulfilment 53.5%, 29 months w/ stockout (warehouse_level=regional_warehouse) (based on 72 records), issues on record: {'stock_record_discrepancy': 6, 'pest_infestation': 6, 'theft_pilferage': 6, 'understocking': 6, 'expired_stock': 6, 'overstocking': 6, 'receiving_error': 6, 'FEFO_not_followed': 6, 'temperature_excursion': 6, 'damaged_goods': 6, 'dispatch_error': 6}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9642857142857143, "tool_out": {"n_records": 72, "avg_inventory_accuracy_pct": 57.1, "avg_order_fulfilment_rate_pct": 53.5, "months_with_stockout": 29, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 6, "theft_pilferage": 6, "understocking": 6, "expired_stock": 6, "overstocking": 6, "receiving_error": 6, "FEFO_not_followed": 6, "temperature_excursion": 6, "damaged_goods": 6, "dispatch_error": 6}}, "scope": {"warehouse_level": "regional_warehouse"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T378", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0074'}) -> [{'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'risk_score': 9.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']}]\n\nQ: is WH_0074 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0074) is WH_0074 (regional_warehouse, ARVs), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0074 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0074) is WH_0074 (regional_warehouse, ARVs), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_high'] Not sure about the rest of the details.\nRECOMMENDATION: focus replenishment planning on WH_0074 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "risk_score": 9.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_high"]}], "scope": {"uid": "regional_warehouse:WH_0074"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T72", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'region_type': 'urban'}) -> {'dominant_issue': 'dispatch_error', 'count': 7, 'n_records': 55, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}\n\nQ: why are warehouses in urban areas failing?\nA:", "chosen": "FACTS: most common issue (region_type=urban): dispatch_error (7 of 55 records)\nRECOMMENDATION: investigate dispatch_error as the top recurring issue.", "rejected": "FACTS: most common issue (region_type=urban): dispatch_error (7 of 55 records) Not sure if there's more to report here.\nRECOMMENDATION: investigate dispatch_error as the top recurring issue.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"dominant_issue": "dispatch_error", "count": 7, "n_records": 55, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}, "scope": {"region_type": "urban"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T115", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'district_store:WH_0070', 'commodity_category': 'vaccines', 'year': 2023, 'month': 4}) -> {'status': 'ok', 'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'year': 2023, 'month': 4, 'reported_issue': 'stock_record_discrepancy', 'has_issue': True, 'signals': ['storage conditions not adequate', 'low inventory accuracy (36.9%)', 'high wastage (32.1%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0070 at the district_store failing fulfillment for vaccines?\nA:", "chosen": "FACTS: WH_0070 (district_store, 4/2023): reported issue = stock_record_discrepancy. other signals: storage conditions not adequate; low inventory accuracy (36.9%); high wastage (32.1%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (stock_record_discrepancy).", "rejected": "not sure, you'd have to check the system yourself", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "year": 2023, "month": 4, "reported_issue": "stock_record_discrepancy", "has_issue": true, "signals": ["storage conditions not adequate", "low inventory accuracy (36.9%)", "high wastage (32.1%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0070", "commodity_category": "vaccines", "year": 2023, "month": 4}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T126", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0068'}) -> [{'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}]\n\nQ: does WH_0068 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0068). worst: WH_0068 (district_store, essential_medicines), 2 facilities hit\nRECOMMENDATION: prioritize WH_0068 (district_store) first.", "rejected": "FACTS: prioritize WH_0068 (district_store) first.", "chosen_score": 1.0, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}], "scope": {"uid": "district_store:WH_0068"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T141", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'uid': 'district_store:WH_0099'}) -> [{'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}]\n\nQ: does WH_0099 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=district_store:WH_0099). worst: WH_0099 (district_store, controlled_substances), 1 facilities hit\nRECOMMENDATION: prioritize WH_0099 (district_store) first.", "rejected": "FACTS: 1 active stockouts (uid=district_store:WH_0601). worst: WH_0601 (district_store, controlled_substances), 1 facilities hit\nRECOMMENDATION: prioritize WH_0601 (district_store) first.\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 1.0, "rejected_score": 0.780952380952381, "tool_out": [{"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}], "scope": {"uid": "district_store:WH_0099"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T380", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: explain_issue({'uid': 'regional_warehouse:WH_0074', 'commodity_category': 'ARVs', 'year': 2024, 'month': 10}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'year': 2024, 'month': 10, 'reported_issue': 'FEFO_not_followed', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (46.5%)', 'high wastage (16.7%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0074 at the regional_warehouse failing fulfillment for ARVs?\nA:", "chosen": "FACTS: WH_0074 (regional_warehouse, 10/2024): reported issue = FEFO_not_followed. other signals: FEFO compliance failed; low inventory accuracy (46.5%); high wastage (16.7%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (FEFO_not_followed).", "rejected": "FACTS: address the reported issue (FEFO_not_followed).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "year": 2024, "month": 10, "reported_issue": "FEFO_not_followed", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (46.5%)", "high wastage (16.7%)", "active stockout"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0074", "commodity_category": "ARVs", "year": 2024, "month": 10}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T13", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: stockouts({'compare_by': 'warehouse_level', 'compare_values': ['district_store', 'national_CMS', 'regional_warehouse']}) -> {'_grouped_by': 'warehouse_level', 'groups': {'district_store': [{'uid': 'district_store:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 13}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 7}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 6}, {'uid': 'district_store:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 5}, {'uid': 'district_store:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0024', 'warehouse_id': 'WH_0024', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0054', 'warehouse_id': 'WH_0054', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0087', 'warehouse_id': 'WH_0087', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0026', 'warehouse_id': 'WH_0026', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0068', 'warehouse_id': 'WH_0068', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 2}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0028', 'warehouse_id': 'WH_0028', 'warehouse_level': 'district_store', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0006', 'warehouse_id': 'WH_0006', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0094', 'warehouse_id': 'WH_0094', 'warehouse_level': 'district_store', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0005', 'warehouse_id': 'WH_0005', 'warehouse_level': 'district_store', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 1}, {'uid': 'district_store:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0067', 'warehouse_id': 'WH_0067', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0071', 'warehouse_id': 'WH_0071', 'warehouse_level': 'district_store', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0033', 'warehouse_id': 'WH_0033', 'warehouse_level': 'district_store', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'district_store', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0069', 'warehouse_id': 'WH_0069', 'warehouse_level': 'district_store', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'district_store', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'district_store', 'commodity_category': 'IV_fluids', 'facilities_affected_by_stockout': 0}, {'uid': 'district_store:WH_0019', 'warehouse_id': 'WH_0019', 'warehouse_level': 'district_store', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 0}], 'national_CMS': [{'uid': 'national_CMS:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 108}, {'uid': 'national_CMS:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 60}, {'uid': 'national_CMS:WH_0060', 'warehouse_id': 'WH_0060', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 36}, {'uid': 'national_CMS:WH_0008', 'warehouse_id': 'WH_0008', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0015', 'warehouse_id': 'WH_0015', 'warehouse_level': 'national_CMS', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 14}, {'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 7}, {'uid': 'national_CMS:WH_0002', 'warehouse_id': 'WH_0002', 'warehouse_level': 'national_CMS', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0080', 'warehouse_id': 'WH_0080', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 5}, {'uid': 'national_CMS:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'national_CMS', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 3}, {'uid': 'national_CMS:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}], 'regional_warehouse': [{'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 38}, {'uid': 'regional_warehouse:WH_0064', 'warehouse_id': 'WH_0064', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 28}, {'uid': 'regional_warehouse:WH_0012', 'warehouse_id': 'WH_0012', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 25}, {'uid': 'regional_warehouse:WH_0070', 'warehouse_id': 'WH_0070', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 18}, {'uid': 'regional_warehouse:WH_0075', 'warehouse_id': 'WH_0075', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 17}, {'uid': 'regional_warehouse:WH_0051', 'warehouse_id': 'WH_0051', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 13}, {'uid': 'regional_warehouse:WH_0089', 'warehouse_id': 'WH_0089', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0074', 'warehouse_id': 'WH_0074', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'facilities_affected_by_stockout': 12}, {'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0073', 'warehouse_id': 'WH_0073', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 9}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 8}, {'uid': 'regional_warehouse:WH_0025', 'warehouse_id': 'WH_0025', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'vaccines', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 7}, {'uid': 'regional_warehouse:WH_0013', 'warehouse_id': 'WH_0013', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 6}, {'uid': 'regional_warehouse:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'essential_medicines', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0053', 'warehouse_id': 'WH_0053', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 5}, {'uid': 'regional_warehouse:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 3}, {'uid': 'regional_warehouse:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 2}, {'uid': 'regional_warehouse:WH_0093', 'warehouse_id': 'WH_0093', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0096', 'warehouse_id': 'WH_0096', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0007', 'warehouse_id': 'WH_0007', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'controlled_substances', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0052', 'warehouse_id': 'WH_0052', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'nutrition_commodities', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0045', 'warehouse_id': 'WH_0045', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0001', 'warehouse_id': 'WH_0001', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 1}, {'uid': 'regional_warehouse:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0022', 'warehouse_id': 'WH_0022', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'contraceptives', 'facilities_affected_by_stockout': 0}, {'uid': 'regional_warehouse:WH_0098', 'warehouse_id': 'WH_0098', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'malaria_commodities', 'facilities_affected_by_stockout': 0}]}}\n\nQ: compare stockouts across tiers\nA:", "chosen": "FACTS: stockouts by warehouse_level: district_store: 38 stockouts, worst WH_0022 (laboratory_reagents, 13 facilities); national_CMS: 10 stockouts, worst WH_0046 (malaria_commodities, 108 facilities); regional_warehouse: 29 stockouts, worst WH_0025 (ARVs, 38 facilities)\nRECOMMENDATION: prioritize the national_CMS group first - most facilities affected.", "rejected": "FACTS: prioritize the national_CMS group first - most facilities affected.", "chosen_score": 1.0, "rejected_score": 0.869047619047619, "tool_out": {"_grouped_by": "warehouse_level", "groups": {"district_store": [{"uid": "district_store:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 13}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 7}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 6}, {"uid": "district_store:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 5}, {"uid": "district_store:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0024", "warehouse_id": "WH_0024", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0054", "warehouse_id": "WH_0054", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0087", "warehouse_id": "WH_0087", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0026", "warehouse_id": "WH_0026", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0068", "warehouse_id": "WH_0068", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 2}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "ARVs", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0028", "warehouse_id": "WH_0028", "warehouse_level": "district_store", "commodity_category": "vaccines", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0006", "warehouse_id": "WH_0006", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0094", "warehouse_id": "WH_0094", "warehouse_level": "district_store", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0005", "warehouse_id": "WH_0005", "warehouse_level": "district_store", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 1}, {"uid": "district_store:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0067", "warehouse_id": "WH_0067", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0071", "warehouse_id": "WH_0071", "warehouse_level": "district_store", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0033", "warehouse_id": "WH_0033", "warehouse_level": "district_store", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "district_store", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0069", "warehouse_id": "WH_0069", "warehouse_level": "district_store", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0018", "warehouse_id": "WH_0018", "warehouse_level": "district_store", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "district_store", "commodity_category": "IV_fluids", "facilities_affected_by_stockout": 0}, {"uid": "district_store:WH_0019", "warehouse_id": "WH_0019", "warehouse_level": "district_store", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 0}], "national_CMS": [{"uid": "national_CMS:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 108}, {"uid": "national_CMS:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "facilities_affected_by_stockout": 60}, {"uid": "national_CMS:WH_0060", "warehouse_id": "WH_0060", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 36}, {"uid": "national_CMS:WH_0008", "warehouse_id": "WH_0008", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0015", "warehouse_id": "WH_0015", "warehouse_level": "national_CMS", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 14}, {"uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 7}, {"uid": "national_CMS:WH_0002", "warehouse_id": "WH_0002", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0080", "warehouse_id": "WH_0080", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 5}, {"uid": "national_CMS:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "national_CMS", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 3}, {"uid": "national_CMS:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}], "regional_warehouse": [{"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 38}, {"uid": "regional_warehouse:WH_0064", "warehouse_id": "WH_0064", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 28}, {"uid": "regional_warehouse:WH_0012", "warehouse_id": "WH_0012", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 25}, {"uid": "regional_warehouse:WH_0070", "warehouse_id": "WH_0070", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 18}, {"uid": "regional_warehouse:WH_0075", "warehouse_id": "WH_0075", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 17}, {"uid": "regional_warehouse:WH_0051", "warehouse_id": "WH_0051", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 13}, {"uid": "regional_warehouse:WH_0089", "warehouse_id": "WH_0089", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0074", "warehouse_id": "WH_0074", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "facilities_affected_by_stockout": 12}, {"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0073", "warehouse_id": "WH_0073", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 9}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 8}, {"uid": "regional_warehouse:WH_0025", "warehouse_id": "WH_0025", "warehouse_level": "regional_warehouse", "commodity_category": "vaccines", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 7}, {"uid": "regional_warehouse:WH_0013", "warehouse_id": "WH_0013", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 6}, {"uid": "regional_warehouse:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "regional_warehouse", "commodity_category": "essential_medicines", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0053", "warehouse_id": "WH_0053", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 5}, {"uid": "regional_warehouse:WH_0046", "warehouse_id": "WH_0046", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 3}, {"uid": "regional_warehouse:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 2}, {"uid": "regional_warehouse:WH_0093", "warehouse_id": "WH_0093", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0096", "warehouse_id": "WH_0096", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0007", "warehouse_id": "WH_0007", "warehouse_level": "regional_warehouse", "commodity_category": "controlled_substances", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0052", "warehouse_id": "WH_0052", "warehouse_level": "regional_warehouse", "commodity_category": "nutrition_commodities", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0045", "warehouse_id": "WH_0045", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0001", "warehouse_id": "WH_0001", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 1}, {"uid": "regional_warehouse:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0022", "warehouse_id": "WH_0022", "warehouse_level": "regional_warehouse", "commodity_category": "contraceptives", "facilities_affected_by_stockout": 0}, {"uid": "regional_warehouse:WH_0098", "warehouse_id": "WH_0098", "warehouse_level": "regional_warehouse", "commodity_category": "malaria_commodities", "facilities_affected_by_stockout": 0}]}}, "scope": {"compare_by": "warehouse_level", "compare_values": ["district_store", "national_CMS", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T58", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: kpis({'compare_by': 'region_type', 'compare_values': ['peri_urban', 'rural', 'urban']}) -> {'_grouped_by': 'region_type', 'groups': {'rural': {'n_records': 87, 'avg_inventory_accuracy_pct': 42.2, 'avg_order_fulfilment_rate_pct': 42.5, 'months_with_stockout': 45, 'issue_counts': {'theft_pilferage': 5, 'expired_stock': 5, 'stock_record_discrepancy': 9, 'temperature_excursion': 8, 'FEFO_not_followed': 10, 'damaged_goods': 8, 'overstocking': 9, 'receiving_error': 9, 'understocking': 9, 'dispatch_error': 6, 'pest_infestation': 6}}, 'peri_urban': {'n_records': 68, 'avg_inventory_accuracy_pct': 53.2, 'avg_order_fulfilment_rate_pct': 55.1, 'months_with_stockout': 20, 'issue_counts': {'theft_pilferage': 7, 'expired_stock': 8, 'FEFO_not_followed': 7, 'overstocking': 6, 'dispatch_error': 5, 'pest_infestation': 7, 'damaged_goods': 5, 'understocking': 5, 'receiving_error': 7, 'temperature_excursion': 4, 'stock_record_discrepancy': 3}}, 'urban': {'n_records': 55, 'avg_inventory_accuracy_pct': 68.8, 'avg_order_fulfilment_rate_pct': 68.5, 'months_with_stockout': 12, 'issue_counts': {'stock_record_discrepancy': 6, 'pest_infestation': 5, 'theft_pilferage': 6, 'damaged_goods': 5, 'overstocking': 3, 'understocking': 4, 'expired_stock': 5, 'FEFO_not_followed': 1, 'receiving_error': 2, 'dispatch_error': 7, 'temperature_excursion': 6}}}}\n\nQ: compare kpis across region types\nA:", "chosen": "FACTS: kpis by region_type: peri_urban: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout; rural: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout; urban: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout\nRECOMMENDATION: review the rural group first - most months with a stockout.", "rejected": "FACTS: kpis by region_type: peri_urban: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout; rural: avg inventory accuracy 42.2%, avg fulfilment 42.5%, 45 months w/ stockout\nRECOMMENDATION: review the rural group first - most months with a stockout.", "chosen_score": 0.9714285714285714, "rejected_score": 0.9333333333333333, "tool_out": {"_grouped_by": "region_type", "groups": {"rural": {"n_records": 87, "avg_inventory_accuracy_pct": 42.2, "avg_order_fulfilment_rate_pct": 42.5, "months_with_stockout": 45, "issue_counts": {"theft_pilferage": 5, "expired_stock": 5, "stock_record_discrepancy": 9, "temperature_excursion": 8, "FEFO_not_followed": 10, "damaged_goods": 8, "overstocking": 9, "receiving_error": 9, "understocking": 9, "dispatch_error": 6, "pest_infestation": 6}}, "peri_urban": {"n_records": 68, "avg_inventory_accuracy_pct": 53.2, "avg_order_fulfilment_rate_pct": 55.1, "months_with_stockout": 20, "issue_counts": {"theft_pilferage": 7, "expired_stock": 8, "FEFO_not_followed": 7, "overstocking": 6, "dispatch_error": 5, "pest_infestation": 7, "damaged_goods": 5, "understocking": 5, "receiving_error": 7, "temperature_excursion": 4, "stock_record_discrepancy": 3}}, "urban": {"n_records": 55, "avg_inventory_accuracy_pct": 68.8, "avg_order_fulfilment_rate_pct": 68.5, "months_with_stockout": 12, "issue_counts": {"stock_record_discrepancy": 6, "pest_infestation": 5, "theft_pilferage": 6, "damaged_goods": 5, "overstocking": 3, "understocking": 4, "expired_stock": 5, "FEFO_not_followed": 1, "receiving_error": 2, "dispatch_error": 7, "temperature_excursion": 6}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural", "urban"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T328", "prompt": "You're a warehouse assistant. Answer using only the data given. Separate FACTS from RECOMMENDATION. Say if you're not sure. Don't make stuff up.\n\ntool call: shortage_risk({'uid': 'regional_warehouse:WH_0027'}) -> [{'uid': 'regional_warehouse:WH_0027', 'warehouse_id': 'WH_0027', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'surgical_supplies', 'risk_score': 8.5, 'risk_factors': ['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']}]\n\nQ: is WH_0027 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0027) is WH_0027 (regional_warehouse, surgical_supplies), score=8.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0027 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0027) is WH_0027 (regional_warehouse, surgical_supplies), score=34.9, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0027 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9428571428571428, "tool_out": [{"uid": "regional_warehouse:WH_0027", "warehouse_id": "WH_0027", "warehouse_level": "regional_warehouse", "commodity_category": "surgical_supplies", "risk_score": 8.5, "risk_factors": ["stockout", "high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0027"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}