{"qid": "T250", "prompt": "You're a warehouse assistant. 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_0016', 'commodity_category': 'IV_fluids', 'year': 2024, 'month': 11}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0016', 'warehouse_id': 'WH_0016', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 11, 'reported_issue': 'stock_record_discrepancy', 'has_issue': True, 'signals': ['low inventory accuracy (63.6%)', 'high wastage (13.6%)']}\n\nQ: why is WH_0016 at the national_CMS failing fulfillment for IV fluids?\nA:", "chosen": "FACTS: WH_0016 (national_CMS, 11/2024): reported issue = stock_record_discrepancy. other signals: low inventory accuracy (63.6%); high wastage (13.6%)\nRECOMMENDATION: address the reported issue (stock_record_discrepancy).", "rejected": "FACTS: WH_0016 (national_CMS, 11/2024): reported issue = warehouse_mismanagement. other signals: low inventory accuracy (63.6%); high wastage (13.6%)\nRECOMMENDATION: address the reported issue (stock_record_discrepancy).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0016", "warehouse_id": "WH_0016", "warehouse_level": "national_CMS", "year": 2024, "month": 11, "reported_issue": "stock_record_discrepancy", "has_issue": true, "signals": ["low inventory accuracy (63.6%)", "high wastage (13.6%)"]}, "scope": {"uid": "national_CMS:WH_0016", "commodity_category": "IV_fluids", "year": 2024, "month": 11}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T95", "prompt": "You're a warehouse assistant. 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_0078', 'commodity_category': 'contraceptives', 'year': 2024, 'month': 8}) -> {'status': 'ok', 'uid': 'district_store:WH_0078', 'warehouse_id': 'WH_0078', 'warehouse_level': 'district_store', 'year': 2024, 'month': 8, 'reported_issue': 'damaged_goods', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (11.1%)', 'high wastage (33.8%)', 'active stockout']}\n\nQ: why is WH_0078 at the district_store failing fulfillment for contraceptives?\nA:", "chosen": "FACTS: WH_0078 (district_store, 8/2024): reported issue = damaged_goods. other signals: FEFO compliance failed; low inventory accuracy (11.1%); high wastage (33.8%); active stockout\nRECOMMENDATION: address the reported issue (damaged_goods).", "rejected": "FACTS: WH_0078 (district_store, 8/2024): reported issue = warehouse_mismanagement. other signals: FEFO compliance failed; low inventory accuracy (11.1%); high wastage (33.8%); active stockout\nRECOMMENDATION: address the reported issue (damaged_goods).", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "district_store:WH_0078", "warehouse_id": "WH_0078", "warehouse_level": "district_store", "year": 2024, "month": 8, "reported_issue": "damaged_goods", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (11.1%)", "high wastage (33.8%)", "active stockout"]}, "scope": {"uid": "district_store:WH_0078", "commodity_category": "contraceptives", "year": 2024, "month": 8}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T159", "prompt": "You're a warehouse assistant. 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_0063'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 36.8, 'avg_order_fulfilment_rate_pct': 26.7, 'months_with_stockout': 0, 'issue_counts': {'damaged_goods': 1}, 'uid': 'district_store:WH_0063', 'warehouse_id': 'WH_0063', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0063 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0063 (district_store): avg inventory accuracy 36.8%, avg fulfilment 26.7%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0063 (district_store): avg inventory accuracy 36.8%, avg fulfilment 26.7%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 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": 36.8, "avg_order_fulfilment_rate_pct": 26.7, "months_with_stockout": 0, "issue_counts": {"damaged_goods": 1}, "uid": "district_store:WH_0063", "warehouse_id": "WH_0063", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0063"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T165", "prompt": "You're a warehouse assistant. 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_0046', 'commodity_category': 'laboratory_reagents', 'year': 2022, 'month': 11}) -> {'status': 'ok', 'uid': 'district_store:WH_0046', 'warehouse_id': 'WH_0046', 'warehouse_level': 'district_store', 'year': 2022, 'month': 11, 'reported_issue': 'stock_record_discrepancy', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (13.7%)', 'high wastage (22.6%)'], 'uncertain': True}\n\nQ: why is WH_0046 at the district_store failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0046 (district_store, 11/2022): reported issue = stock_record_discrepancy. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (13.7%); high wastage (22.6%) (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_0046", "warehouse_id": "WH_0046", "warehouse_level": "district_store", "year": 2022, "month": 11, "reported_issue": "stock_record_discrepancy", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (13.7%)", "high wastage (22.6%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0046", "commodity_category": "laboratory_reagents", "year": 2022, "month": 11}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T247", "prompt": "You're a warehouse assistant. 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_0016'}) -> [{'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}]\n\nQ: which category has the most backorders at WH_0016 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0016). worst: WH_0016 (national_CMS, IV_fluids) at 32.7% backorder rate\nRECOMMENDATION: expedite WH_0016 (national_CMS).", "rejected": "FACTS: expedite WH_0016 (national_CMS).", "chosen_score": 0.9761904761904762, "rejected_score": 0.9047619047619048, "tool_out": [{"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}], "scope": {"uid": "national_CMS:WH_0016"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T229", "prompt": "You're a warehouse assistant. 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_0003'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 76.8, 'avg_order_fulfilment_rate_pct': 64.4, 'months_with_stockout': 1, 'issue_counts': {'pest_infestation': 1}, 'uid': 'national_CMS:WH_0003', 'warehouse_id': 'WH_0003', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0003 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0003 (national_CMS): avg inventory accuracy 76.8%, avg fulfilment 64.4%, 1 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0003 (national_CMS): avg inventory accuracy 76.8%, avg fulfilment 64.4%, 1 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: WH_0003 (national_CMS): avg inventory accuracy 76.8%, avg fulfilment 64.4%, 1 months w/ stockout (based on 1 records), issues on record: {'pest_infestation': 1}\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 1.0, "rejected_score": 0.7619047619047619, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 76.8, "avg_order_fulfilment_rate_pct": 64.4, "months_with_stockout": 1, "issue_counts": {"pest_infestation": 1}, "uid": "national_CMS:WH_0003", "warehouse_id": "WH_0003", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0003"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T191", "prompt": "You're a warehouse assistant. 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_0018'}) -> []\n\nQ: does WH_0018 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0018)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: nothing urgent here.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": [], "scope": {"uid": "national_CMS:WH_0018"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T123", "prompt": "You're a warehouse assistant. 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_0042'}) -> [{'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_0042', 'warehouse_id': 'WH_0042', '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_0042 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0042) is WH_0042 (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_0042 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0042) is WH_0042 (district_store, controlled_substances), 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_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_0042", "warehouse_id": "WH_0042", "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_0042"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T258", "prompt": "You're a warehouse assistant. 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_0088'}) -> [{'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'commodity_category': 'malaria_commodities', 'risk_score': 5.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'criticality_high']}]\n\nQ: is WH_0088 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0088) is WH_0088 (national_CMS, malaria_commodities), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0088 (national_CMS).", "rejected": "FACTS: focus replenishment planning on WH_0088 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "commodity_category": "malaria_commodities", "risk_score": 5.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "criticality_high"]}], "scope": {"uid": "national_CMS:WH_0088"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T293", "prompt": "You're a warehouse assistant. 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_0069'}) -> [{'uid': 'national_CMS:WH_0069', 'warehouse_id': 'WH_0069', '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_0069 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0069) is WH_0069 (national_CMS, laboratory_reagents), score=5.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0069 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0069) is WH_0069 (national_CMS, laboratory_reagents), score=31.4, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0069 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9428571428571428, "tool_out": [{"uid": "national_CMS:WH_0069", "warehouse_id": "WH_0069", "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_0069"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T193", "prompt": "You're a warehouse assistant. 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_0018'}) -> [{'uid': 'national_CMS:WH_0018', 'warehouse_id': 'WH_0018', 'warehouse_level': 'national_CMS', 'commodity_category': 'vaccines', 'risk_score': 7.0, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']}]\n\nQ: is WH_0018 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0018) is WH_0018 (national_CMS, vaccines), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'criticality_critical']\nRECOMMENDATION: focus replenishment planning on WH_0018 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0018) is WH_0018 (national_CMS, vaccines), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', '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_0018", "warehouse_id": "WH_0018", "warehouse_level": "national_CMS", "commodity_category": "vaccines", "risk_score": 7.0, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "criticality_critical"]}], "scope": {"uid": "national_CMS:WH_0018"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T306", "prompt": "You're a warehouse assistant. 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_0050'}) -> [{'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_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'laboratory_reagents', 'facilities_affected_by_stockout': 7}]\n\nQ: does WH_0050 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 2 active stockouts (uid=regional_warehouse:WH_0050). worst: WH_0050 (regional_warehouse, medical_devices_consumables), 8 facilities hit\nRECOMMENDATION: prioritize WH_0050 (regional_warehouse) first.", "rejected": "FACTS: 2 active stockouts (uid=regional_warehouse:WH_0050). worst: WH_0050 (regional_warehouse, medical_devices_consumables), 8 facilities hit\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.\nFACTS: 2 active stockouts (uid=regional_warehouse:WH_0050). worst: WH_0050 (regional_warehouse, medical_devices_consumables), 8 facilities hit\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"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_0050", "warehouse_id": "WH_0050", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "facilities_affected_by_stockout": 7}], "scope": {"uid": "regional_warehouse:WH_0050"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T39", "prompt": "You're a warehouse assistant. 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': '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']}, {'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']}, {'uid': 'district_store:WH_0014', 'warehouse_id': 'WH_0014', '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: what needs urgent replenishment in rural areas?\nA:", "chosen": "FACTS: top shortage risk (region_type=rural) 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 (region_type=rural) is WH_0028 (district_store, vaccines), score=37.8, 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": 0.9428571428571428, "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_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_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"]}, {"uid": "district_store:WH_0014", "warehouse_id": "WH_0014", "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": {"region_type": "rural"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T339", "prompt": "You're a warehouse assistant. 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_0090'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 61.7, 'avg_order_fulfilment_rate_pct': 34.5, 'months_with_stockout': 0, 'issue_counts': {'damaged_goods': 1}, 'uid': 'regional_warehouse:WH_0090', 'warehouse_id': 'WH_0090', 'warehouse_level': 'regional_warehouse'}\n\nQ: how is WH_0090 at the regional_warehouse doing overall?\nA:", "chosen": "FACTS: WH_0090 (regional_warehouse): avg inventory accuracy 61.7%, avg fulfilment 34.5%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 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": 61.7, "avg_order_fulfilment_rate_pct": 34.5, "months_with_stockout": 0, "issue_counts": {"damaged_goods": 1}, "uid": "regional_warehouse:WH_0090", "warehouse_id": "WH_0090", "warehouse_level": "regional_warehouse"}, "scope": {"uid": "regional_warehouse:WH_0090"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T348", "prompt": "You're a warehouse assistant. 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_0011'}) -> [{'uid': 'regional_warehouse:WH_0011', 'warehouse_id': 'WH_0011', '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_0011 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0011) is WH_0011 (regional_warehouse, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0011 (regional_warehouse).", "rejected": "FACTS: focus replenishment planning on WH_0011 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"uid": "regional_warehouse:WH_0011", "warehouse_id": "WH_0011", "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_0011"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T365", "prompt": "You're a warehouse assistant. 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_0029', 'commodity_category': 'essential_medicines', 'year': 2023, 'month': 3}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0029', 'warehouse_id': 'WH_0029', 'warehouse_level': 'regional_warehouse', 'year': 2023, 'month': 3, 'reported_issue': 'pest_infestation', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (36.5%)', 'high wastage (18.9%)']}\n\nQ: why is WH_0029 at the regional_warehouse failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0029 (regional_warehouse, 3/2023): reported issue = pest_infestation. other signals: FEFO compliance failed; low inventory accuracy (36.5%); high wastage (18.9%)\nRECOMMENDATION: address the reported issue (pest_infestation).", "rejected": "FACTS: WH_0029 (regional_warehouse, 3/2023): reported issue = pest_infestation. other signals: FEFO compliance failed; low inventory accuracy (36.5%); high wastage (18.9%)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: WH_0029 (regional_warehouse, 3/2023): reported issue = pest_infestation. other signals: FEFO compliance failed; low inventory accuracy (36.5%); high wastage (18.9%)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0029", "warehouse_id": "WH_0029", "warehouse_level": "regional_warehouse", "year": 2023, "month": 3, "reported_issue": "pest_infestation", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (36.5%)", "high wastage (18.9%)"]}, "scope": {"uid": "regional_warehouse:WH_0029", "commodity_category": "essential_medicines", "year": 2023, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T44", "prompt": "You're a warehouse assistant. 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', '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']}], '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 district_store and regional_warehouse compare on shortage risk?\nA:", "chosen": "FACTS: shortage risk by warehouse_level: district_store: top risk WH_0028 (vaccines), 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": 0.875, "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"]}], "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", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T218", "prompt": "You're a warehouse assistant. 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_0041'}) -> [{'uid': 'national_CMS:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'national_CMS', 'commodity_category': 'laboratory_reagents', 'risk_score': 4.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'criticality_medium']}]\n\nQ: is WH_0041 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0041) is WH_0041 (national_CMS, laboratory_reagents), score=4.5, factors=['high_backorder_rate', 'low_fulfilment', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0041 (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_0041", "warehouse_id": "WH_0041", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "risk_score": 4.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "criticality_medium"]}], "scope": {"uid": "national_CMS:WH_0041"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T100", "prompt": "You're a warehouse assistant. 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_0017', 'commodity_category': 'nutrition_commodities', 'year': 2022, 'month': 1}) -> {'status': 'ok', 'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'district_store', 'year': 2022, 'month': 1, 'reported_issue': 'expired_stock', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (37.2%)', 'high wastage (31.4%)'], 'uncertain': True}\n\nQ: why is WH_0017 at the district_store failing fulfillment for nutrition commodities?\nA:", "chosen": "FACTS: WH_0017 (district_store, 1/2022): reported issue = expired_stock. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (37.2%); high wastage (31.4%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).", "rejected": "FACTS: WH_0262 (district_store, 1/2022): reported issue = expired_stock. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (37.2%); high wastage (31.4%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (expired_stock).\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 1.0, "rejected_score": 0.780952380952381, "tool_out": {"status": "ok", "uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "district_store", "year": 2022, "month": 1, "reported_issue": "expired_stock", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (37.2%)", "high wastage (31.4%)"], "uncertain": true}, "scope": {"uid": "district_store:WH_0017", "commodity_category": "nutrition_commodities", "year": 2022, "month": 1}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T54", "prompt": "You're a warehouse assistant. 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': '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: what are the kpis for peri_urban areas?\nA:", "chosen": "FACTS: avg inventory accuracy 53.2%, avg fulfilment 55.1%, 20 months w/ stockout (region_type=peri_urban) (based on 68 records), issues on record: {'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}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: avg inventory accuracy 69.6%, avg fulfilment 55.1%, 20 months w/ stockout (region_type=peri_urban) (based on 68 records), issues on record: {'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}\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.9642857142857143, "tool_out": {"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": {"region_type": "peri_urban"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T272", "prompt": "You're a warehouse assistant. 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_0005'}) -> []\n\nQ: which category has the most backorders at WH_0005 at the national_CMS?\nA:", "chosen": "FACTS: nothing backordered right now (uid=national_CMS:WH_0005)\nRECOMMENDATION: no action needed.", "rejected": "FACTS: nothing backordered right now (uid=national_CMS:WH_0005)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "national_CMS:WH_0005"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T170", "prompt": "You're a warehouse assistant. 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_0010', 'commodity_category': 'malaria_commodities', 'year': 2023, 'month': 6}) -> {'status': 'ok', 'uid': 'district_store:WH_0010', 'warehouse_id': 'WH_0010', 'warehouse_level': 'district_store', 'year': 2023, 'month': 6, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (45.6%)', 'high wastage (22.9%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0010 at the district_store failing fulfillment for malaria commodities?\nA:", "chosen": "FACTS: WH_0010 (district_store, 6/2023): reported issue = receiving_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (45.6%); high wastage (22.9%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "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_0010", "warehouse_id": "WH_0010", "warehouse_level": "district_store", "year": 2023, "month": 6, "reported_issue": "receiving_error", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (45.6%)", "high wastage (22.9%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0010", "commodity_category": "malaria_commodities", "year": 2023, "month": 6}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T252", "prompt": "You're a warehouse assistant. 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_0079'}) -> [{'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}]\n\nQ: which category has the most backorders at WH_0079 at the national_CMS?\nA:", "chosen": "FACTS: 1 backordered records (uid=national_CMS:WH_0079). worst: WH_0079 (national_CMS, laboratory_reagents) at 28.6% backorder rate\nRECOMMENDATION: expedite WH_0079 (national_CMS).", "rejected": "FACTS: 1 backordered records (uid=national_CMS:WH_0079). worst: WH_0079 (national_CMS, laboratory_reagents) at 28.6% 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": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS", "commodity_category": "laboratory_reagents", "orders_backordered": 16, "backorder_rate_pct": 28.6}], "scope": {"uid": "national_CMS:WH_0079"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T78", "prompt": "You're a warehouse assistant. 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']}) -> {'_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}}}}\n\nQ: how do peri_urban and rural compare on why they're failing?\nA:", "chosen": "FACTS: most common issue by region_type: peri_urban: expired_stock (8x); rural: FEFO_not_followed (10x)\nRECOMMENDATION: focus on the rural group's most common issue first.", "rejected": "FACTS: most common issue by region_type: system_error: expired_stock (8x); rural: FEFO_not_followed (10x)\nRECOMMENDATION: focus on the rural group's most common issue first.", "chosen_score": 0.8214285714285714, "rejected_score": 0.6607142857142857, "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}}}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T10", "prompt": "You're a warehouse assistant. 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': '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}, '... and 15 more']\n\nQ: which items are stocked out in peri_urban areas?\nA:", "chosen": "FACTS: 20 active stockouts (region_type=peri_urban). worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: prioritize WH_0046 (national_CMS) first.", "rejected": "FACTS: 48.0 active stockouts (region_type=peri_urban). worst: WH_0046 (national_CMS, malaria_commodities), 108 facilities hit\nRECOMMENDATION: prioritize WH_0046 (national_CMS) first.", "chosen_score": 1.0, "rejected_score": 0.9714285714285714, "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_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": {"region_type": "peri_urban"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T69", "prompt": "You're a warehouse assistant. 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': '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: why are warehouses in the regional_warehouse tier failing?\nA:", "chosen": "FACTS: most common issue (warehouse_level=regional_warehouse): stock_record_discrepancy (6 of 72 records)\nRECOMMENDATION: investigate stock_record_discrepancy as the top recurring issue.", "rejected": "FACTS: most common issue (warehouse_level=regional_warehouse): stock_record_discrepancy (6 of 72 records)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"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": {"warehouse_level": "regional_warehouse"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T199", "prompt": "You're a warehouse assistant. 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_0021'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 76.7, 'avg_order_fulfilment_rate_pct': 81.9, 'months_with_stockout': 0, 'issue_counts': {'overstocking': 1}, 'uid': 'national_CMS:WH_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0021 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0021 (national_CMS): avg inventory accuracy 76.7%, avg fulfilment 81.9%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0364 (national_CMS): avg inventory accuracy 76.7%, avg fulfilment 81.9%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.\nFACTS: WH_0364 (national_CMS): avg inventory accuracy 76.7%, avg fulfilment 81.9%, 0 months w/ stockout (based on 1 records), issues on record: {'overstocking': 1}\nRECOMMENDATION: looks fine.", "chosen_score": 1.0, "rejected_score": 0.7857142857142857, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 76.7, "avg_order_fulfilment_rate_pct": 81.9, "months_with_stockout": 0, "issue_counts": {"overstocking": 1}, "uid": "national_CMS:WH_0021", "warehouse_id": "WH_0021", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0021"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T3", "prompt": "You're a warehouse assistant. 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: which items are backordered?\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: 205 backordered records. worst: WH_0067 (district_store, surgical_supplies) at 100.0% 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": "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": "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_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": "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_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": "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": "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": "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": "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_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": "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": "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": "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": "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": "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_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": "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": "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": "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": "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": "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_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": "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_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": "national_CMS:WH_0040", "warehouse_id": "WH_0040", "warehouse_level": "national_CMS", "commodity_category": "ARVs", "orders_backordered": 27, "backorder_rate_pct": 45.8}, {"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": "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": "T368", "prompt": "You're a warehouse assistant. 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_0043'}) -> [{'uid': 'regional_warehouse:WH_0043', 'warehouse_id': 'WH_0043', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'PPE_IPC_supplies', 'risk_score': 1.5, 'risk_factors': ['high_wastage', 'criticality_medium']}]\n\nQ: is WH_0043 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0043) is WH_0043 (regional_warehouse, PPE_IPC_supplies), score=1.5, factors=['high_wastage', 'criticality_medium']\nRECOMMENDATION: focus replenishment planning on WH_0043 (regional_warehouse).", "rejected": "FACTS: top shortage risk (uid=regional_warehouse:WH_0043) is WH_0043 (regional_warehouse, PPE_IPC_supplies), score=1.5, factors=['high_wastage', 'criticality_medium'] Not entirely sure if this is complete.\nRECOMMENDATION: focus replenishment planning on WH_0043 (regional_warehouse).\nFACTS: to repeat, the figure is 1.5. Again, 1.5 is the number.", "chosen_score": 0.9714285714285714, "rejected_score": 0.8761904761904763, "tool_out": [{"uid": "regional_warehouse:WH_0043", "warehouse_id": "WH_0043", "warehouse_level": "regional_warehouse", "commodity_category": "PPE_IPC_supplies", "risk_score": 1.5, "risk_factors": ["high_wastage", "criticality_medium"]}], "scope": {"uid": "regional_warehouse:WH_0043"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T373", "prompt": "You're a warehouse assistant. 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_0041'}) -> [{'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'risk_score': 6.5, 'risk_factors': ['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']}]\n\nQ: is WH_0041 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0041) is WH_0041 (regional_warehouse, medical_devices_consumables), score=6.5, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0041 (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_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "risk_score": 6.5, "risk_factors": ["high_backorder_rate", "low_fulfilment", "high_wastage", "storage_inadequate"]}], "scope": {"uid": "regional_warehouse:WH_0041"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T260", "prompt": "You're a warehouse assistant. 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_0088', 'commodity_category': 'malaria_commodities', 'year': 2024, 'month': 5}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0088', 'warehouse_id': 'WH_0088', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 5, 'reported_issue': 'overstocking', 'has_issue': True, 'signals': ['low inventory accuracy (62.6%)']}\n\nQ: why is WH_0088 at the national_CMS failing fulfillment for malaria commodities?\nA:", "chosen": "FACTS: WH_0088 (national_CMS, 5/2024): reported issue = overstocking. other signals: low inventory accuracy (62.6%)\nRECOMMENDATION: address the reported issue (overstocking).", "rejected": "FACTS: WH_0088 (national_CMS, 5/2024): reported issue = overstocking. other signals: low inventory accuracy (62.6%)\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 5. Again, 5 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0088", "warehouse_id": "WH_0088", "warehouse_level": "national_CMS", "year": 2024, "month": 5, "reported_issue": "overstocking", "has_issue": true, "signals": ["low inventory accuracy (62.6%)"]}, "scope": {"uid": "national_CMS:WH_0088", "commodity_category": "malaria_commodities", "year": 2024, "month": 5}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T254", "prompt": "You're a warehouse assistant. 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_0079'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 88.0, 'avg_order_fulfilment_rate_pct': 71.6, 'months_with_stockout': 0, 'issue_counts': {}, 'uid': 'national_CMS:WH_0079', 'warehouse_id': 'WH_0079', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0079 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0079 (national_CMS): avg inventory accuracy 88.0%, avg fulfilment 71.6%, 0 months w/ stockout (based on 1 records)\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0079 (national_CMS): avg inventory accuracy 88.0%, avg fulfilment 71.6%, 0 months w/ stockout (based on 1 records)\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": 88.0, "avg_order_fulfilment_rate_pct": 71.6, "months_with_stockout": 0, "issue_counts": {}, "uid": "national_CMS:WH_0079", "warehouse_id": "WH_0079", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0079"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T245", "prompt": "You're a warehouse assistant. 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_0009', 'commodity_category': 'essential_medicines', 'year': 2024, 'month': 10}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS', 'year': 2024, 'month': 10, 'reported_issue': 'none', 'has_issue': False, 'signals': ['storage conditions not adequate', 'low inventory accuracy (81.8%)', 'high wastage (10.3%)']}\n\nQ: why is WH_0009 at the national_CMS failing fulfillment for essential medicines?\nA:", "chosen": "FACTS: WH_0009 (national_CMS, 10/2024): reported issue = none. other signals: storage conditions not adequate; low inventory accuracy (81.8%); high wastage (10.3%)\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_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS", "year": 2024, "month": 10, "reported_issue": "none", "has_issue": false, "signals": ["storage conditions not adequate", "low inventory accuracy (81.8%)", "high wastage (10.3%)"]}, "scope": {"uid": "national_CMS:WH_0009", "commodity_category": "essential_medicines", "year": 2024, "month": 10}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T210", "prompt": "You're a warehouse assistant. 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_0034', 'commodity_category': 'surgical_supplies', 'year': 2022, 'month': 3}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0034', 'warehouse_id': 'WH_0034', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 3, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['low inventory accuracy (79.7%)']}\n\nQ: why is WH_0034 at the national_CMS failing fulfillment for surgical supplies?\nA:", "chosen": "FACTS: WH_0034 (national_CMS, 3/2022): reported issue = receiving_error. other signals: low inventory accuracy (79.7%)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: WH_0034 (national_CMS, 3/2022): reported issue = receiving_error. other signals: low inventory accuracy (79.7%)\nRECOMMENDATION: Not sure about that - would need to check the system for more detail.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0034", "warehouse_id": "WH_0034", "warehouse_level": "national_CMS", "year": 2022, "month": 3, "reported_issue": "receiving_error", "has_issue": true, "signals": ["low inventory accuracy (79.7%)"]}, "scope": {"uid": "national_CMS:WH_0034", "commodity_category": "surgical_supplies", "year": 2022, "month": 3}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T56", "prompt": "You're a warehouse assistant. 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': '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: what are the kpis for urban areas?\nA:", "chosen": "FACTS: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout (region_type=urban) (based on 55 records), issues on record: {'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}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: avg inventory accuracy 68.8%, avg fulfilment 68.5%, 12 months w/ stockout (region_type=urban) (based on 55 records), issues on record: {'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} 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": 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": {"region_type": "urban"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T35", "prompt": "You're a warehouse assistant. 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': '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']}, {'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 in the district_store tier?\nA:", "chosen": "FACTS: top shortage risk (warehouse_level=district_store) 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 (warehouse_level=district_store) is WH_0028 (district_store, vaccines), score=34.1, 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": 0.9428571428571428, "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": {"warehouse_level": "district_store"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T355", "prompt": "You're a warehouse assistant. 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_0042', 'commodity_category': 'laboratory_reagents', 'year': 2022, 'month': 7}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0042', 'warehouse_id': 'WH_0042', 'warehouse_level': 'regional_warehouse', 'year': 2022, 'month': 7, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (54.7%)', 'high wastage (15.7%)'], 'uncertain': True}\n\nQ: why is WH_0042 at the regional_warehouse failing fulfillment for laboratory reagents?\nA:", "chosen": "FACTS: WH_0042 (regional_warehouse, 7/2022): reported issue = temperature_excursion. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (54.7%); high wastage (15.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "FACTS: WH_0042 (regional_warehouse, 7/2022): reported issue = unknown_cause. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (54.7%); high wastage (15.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).\nFACTS: WH_0042 (regional_warehouse, 7/2022): reported issue = unknown_cause. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (54.7%); high wastage (15.7%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "year": 2022, "month": 7, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (54.7%)", "high wastage (15.7%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0042", "commodity_category": "laboratory_reagents", "year": 2022, "month": 7}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T281", "prompt": "You're a warehouse assistant. 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_0081'}) -> []\n\nQ: does WH_0081 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0081)\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_0081"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T60", "prompt": "You're a warehouse assistant. 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', '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}}, '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 district_store and regional_warehouse 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; 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": "FACTS: kpis by warehouse_level: district_store: avg inventory accuracy 26.8%, avg fulfilment 30.2%, 38 months w/ stockout; regional_warehouse: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: kpis by warehouse_level: district_store: avg inventory accuracy 26.8%, avg fulfilment 30.2%, 38 months w/ stockout; regional_warehouse: avg inventory accuracy 57.1%, avg fulfilment 53.5%, 29 months w/ stockout\nRECOMMENDATION: Not sure. (Not enough information)", "chosen_score": 0.9714285714285714, "rejected_score": 0.7333333333333334, "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}}, "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", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T244", "prompt": "You're a warehouse assistant. 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_0009'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 81.8, 'avg_order_fulfilment_rate_pct': 89.7, 'months_with_stockout': 0, 'issue_counts': {}, 'uid': 'national_CMS:WH_0009', 'warehouse_id': 'WH_0009', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0009 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0009 (national_CMS): avg inventory accuracy 81.8%, avg fulfilment 89.7%, 0 months w/ stockout (based on 1 records)\nRECOMMENDATION: looks fine.", "rejected": "FACTS: looks fine.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 81.8, "avg_order_fulfilment_rate_pct": 89.7, "months_with_stockout": 0, "issue_counts": {}, "uid": "national_CMS:WH_0009", "warehouse_id": "WH_0009", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0009"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T387", "prompt": "You're a warehouse assistant. 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_0021'}) -> [{'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_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_0021', 'warehouse_id': 'WH_0021', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'IV_fluids', 'orders_backordered': 5, 'backorder_rate_pct': 50.0}]\n\nQ: which category has the most backorders at WH_0021 at the regional_warehouse?\nA:", "chosen": "FACTS: 3 backordered records (uid=regional_warehouse:WH_0021). worst: WH_0021 (regional_warehouse, PPE_IPC_supplies) at 65.0% backorder rate\nRECOMMENDATION: expedite WH_0021 (regional_warehouse).", "rejected": "FACTS: 3 backordered records (uid=regional_warehouse:WH_0021). worst: WH_0021 (regional_warehouse, PPE_IPC_supplies) at 65.0% backorder rate\nRECOMMENDATION: Not sure. (Not enough information)\nFACTS: to repeat, the figure is 3. Again, 3 is the number.", "chosen_score": 0.9761904761904762, "rejected_score": 0.7857142857142857, "tool_out": [{"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_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_0021", "warehouse_id": "WH_0021", "warehouse_level": "regional_warehouse", "commodity_category": "IV_fluids", "orders_backordered": 5, "backorder_rate_pct": 50.0}], "scope": {"uid": "regional_warehouse:WH_0021"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T290", "prompt": "You're a warehouse assistant. 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_0011', 'commodity_category': 'nutrition_commodities', 'year': 2022, 'month': 4}) -> {'status': 'ok', 'uid': 'national_CMS:WH_0011', 'warehouse_id': 'WH_0011', 'warehouse_level': 'national_CMS', 'year': 2022, 'month': 4, 'reported_issue': 'dispatch_error', 'has_issue': True, 'signals': ['FEFO compliance failed', 'low inventory accuracy (75.0%)']}\n\nQ: why is WH_0011 at the national_CMS failing fulfillment for nutrition commodities?\nA:", "chosen": "FACTS: WH_0011 (national_CMS, 4/2022): reported issue = dispatch_error. other signals: FEFO compliance failed; low inventory accuracy (75.0%)\nRECOMMENDATION: address the reported issue (dispatch_error).", "rejected": "FACTS: WH_0011 (national_CMS, 4/2022): reported issue = dispatch_error. other signals: FEFO compliance failed; low inventory accuracy (75.0%)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"status": "ok", "uid": "national_CMS:WH_0011", "warehouse_id": "WH_0011", "warehouse_level": "national_CMS", "year": 2022, "month": 4, "reported_issue": "dispatch_error", "has_issue": true, "signals": ["FEFO compliance failed", "low inventory accuracy (75.0%)"]}, "scope": {"uid": "national_CMS:WH_0011", "commodity_category": "nutrition_commodities", "year": 2022, "month": 4}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T231", "prompt": "You're a warehouse assistant. 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_0078'}) -> []\n\nQ: does WH_0078 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0078)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=national_CMS:WH_0078)\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_0078"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T381", "prompt": "You're a warehouse assistant. 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_0017'}) -> [{'uid': 'regional_warehouse:WH_0017', 'warehouse_id': 'WH_0017', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'medical_devices_consumables', 'facilities_affected_by_stockout': 12}]\n\nQ: does WH_0017 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0017). worst: WH_0017 (regional_warehouse, medical_devices_consumables), 12 facilities hit\nRECOMMENDATION: prioritize WH_0017 (regional_warehouse) first.", "rejected": "FACTS: 1 active stockouts (uid=regional_warehouse:WH_0017). worst: WH_0017 (regional_warehouse, medical_devices_consumables), 12 facilities hit\nRECOMMENDATION: Not sure. To get more information, I would need to check further.\nFACTS: to repeat, the figure is 1. Again, 1 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "regional_warehouse:WH_0017", "warehouse_id": "WH_0017", "warehouse_level": "regional_warehouse", "commodity_category": "medical_devices_consumables", "facilities_affected_by_stockout": 12}], "scope": {"uid": "regional_warehouse:WH_0017"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T30", "prompt": "You're a warehouse assistant. 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', '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}], '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}]}}\n\nQ: how do district_store and regional_warehouse compare on backorders?\nA:", "chosen": "FACTS: backorders by warehouse_level: district_store: worst WH_0067 (surgical_supplies) at 100.0%, 2 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: regional_warehouse: worst WH_0054 (laboratory_reagents) at 92.3%, 12 orders\nRECOMMENDATION: expedite the district_store group first - highest backorder rate.", "chosen_score": 1.0, "rejected_score": 0.9285714285714286, "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}], "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": ["district_store", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T332", "prompt": "You're a warehouse assistant. 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_0037'}) -> [{'uid': 'regional_warehouse:WH_0037', 'warehouse_id': 'WH_0037', 'warehouse_level': 'regional_warehouse', 'commodity_category': 'ARVs', 'orders_backordered': 8, 'backorder_rate_pct': 47.1}]\n\nQ: which category has the most backorders at WH_0037 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0037). worst: WH_0037 (regional_warehouse, ARVs) at 47.1% backorder rate\nRECOMMENDATION: expedite WH_0037 (regional_warehouse).", "rejected": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0887). worst: WH_0887 (regional_warehouse, ARVs) at 47.1% backorder rate\nRECOMMENDATION: expedite WH_0887 (regional_warehouse).", "chosen_score": 0.9761904761904762, "rejected_score": 0.8095238095238095, "tool_out": [{"uid": "regional_warehouse:WH_0037", "warehouse_id": "WH_0037", "warehouse_level": "regional_warehouse", "commodity_category": "ARVs", "orders_backordered": 8, "backorder_rate_pct": 47.1}], "scope": {"uid": "regional_warehouse:WH_0037"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T241", "prompt": "You're a warehouse assistant. 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_0009'}) -> []\n\nQ: does WH_0009 at the national_CMS currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=national_CMS:WH_0009)\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_0009"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T98", "prompt": "You're a warehouse assistant. 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_0017'}) -> [{'uid': 'district_store:WH_0017', 'warehouse_id': 'WH_0017', '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_0017 at the district_store at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=district_store:WH_0017) is WH_0017 (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_0017 (district_store).", "rejected": "FACTS: top shortage risk (uid=district_store:WH_0017) is WH_0017 (district_store, nutrition_commodities), score=7.0, factors=['high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_medium'] Not sure about the rest of the details.\nRECOMMENDATION: focus replenishment planning on WH_0017 (district_store).", "chosen_score": 0.9714285714285714, "rejected_score": 0.8285714285714285, "tool_out": [{"uid": "district_store:WH_0017", "warehouse_id": "WH_0017", "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_0017"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T323", "prompt": "You're a warehouse assistant. 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_0009'}) -> [{'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_0009', 'warehouse_id': 'WH_0009', '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_0009 at the regional_warehouse at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=regional_warehouse:WH_0009) is WH_0009 (regional_warehouse, essential_medicines), score=11.0, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate', 'criticality_high']\nRECOMMENDATION: focus replenishment planning on WH_0009 (regional_warehouse).", "rejected": "FACTS: focus replenishment planning on WH_0009 (regional_warehouse).", "chosen_score": 0.9714285714285714, "rejected_score": 0.9142857142857144, "tool_out": [{"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_0009", "warehouse_id": "WH_0009", "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_0009"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T144", "prompt": "You're a warehouse assistant. 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_0099'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 42.5, 'avg_order_fulfilment_rate_pct': 24.2, 'months_with_stockout': 1, 'issue_counts': {'receiving_error': 1}, 'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store'}\n\nQ: how is WH_0099 at the district_store doing overall?\nA:", "chosen": "FACTS: WH_0099 (district_store): avg inventory accuracy 42.5%, avg fulfilment 24.2%, 1 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1}\nRECOMMENDATION: worth a review.", "rejected": "FACTS: WH_0099 (district_store): avg inventory accuracy 42.5%, avg fulfilment 24.2%, 1 months w/ stockout (based on 1 records), issues on record: {'receiving_error': 1} Not sure about the rest of the details.\nRECOMMENDATION: worth a review.", "chosen_score": 1.0, "rejected_score": 0.8571428571428571, "tool_out": {"n_records": 1, "avg_inventory_accuracy_pct": 42.5, "avg_order_fulfilment_rate_pct": 24.2, "months_with_stockout": 1, "issue_counts": {"receiving_error": 1}, "uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store"}, "scope": {"uid": "district_store:WH_0099"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T176", "prompt": "You're a warehouse assistant. 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_0011'}) -> []\n\nQ: does WH_0011 at the district_store currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=district_store:WH_0011)\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_0011"}, "uncertain": false, "family": "tool", "intent": "stockouts"}
{"qid": "T67", "prompt": "You're a warehouse assistant. 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': '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}}\n\nQ: why are warehouses in the district_store tier failing?\nA:", "chosen": "FACTS: most common issue (warehouse_level=district_store): theft_pilferage (6 of 66 records)\nRECOMMENDATION: investigate theft_pilferage as the top recurring issue.", "rejected": "FACTS: most common issue (warehouse_level=district_store): theft_pilferage (6 of 66 records)\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: to repeat, the figure is 6. Again, 6 is the number.", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": {"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}}, "scope": {"warehouse_level": "district_store"}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T352", "prompt": "You're a warehouse assistant. 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_0042'}) -> [{'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}]\n\nQ: which category has the most backorders at WH_0042 at the regional_warehouse?\nA:", "chosen": "FACTS: 1 backordered records (uid=regional_warehouse:WH_0042). worst: WH_0042 (regional_warehouse, laboratory_reagents) at 75.0% backorder rate\nRECOMMENDATION: expedite WH_0042 (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_0042", "warehouse_id": "WH_0042", "warehouse_level": "regional_warehouse", "commodity_category": "laboratory_reagents", "orders_backordered": 12, "backorder_rate_pct": 75.0}], "scope": {"uid": "regional_warehouse:WH_0042"}, "uncertain": false, "family": "tool", "intent": "backorders"}
{"qid": "T46", "prompt": "You're a warehouse assistant. 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']}) -> {'_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']}]}}\n\nQ: how do peri_urban and rural compare on shortage risk?\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\nRECOMMENDATION: focus replenishment planning on the rural group first - highest risk score.", "rejected": "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\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": "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"]}]}}, "scope": {"compare_by": "region_type", "compare_values": ["peri_urban", "rural"]}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T228", "prompt": "You're a warehouse assistant. 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_0003'}) -> [{'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']}]\n\nQ: is WH_0003 at the national_CMS at risk of running short on anything?\nA:", "chosen": "FACTS: top shortage risk (uid=national_CMS:WH_0003) is WH_0003 (national_CMS, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0003 (national_CMS).", "rejected": "FACTS: top shortage risk (uid=national_CMS:WH_0895) is WH_0895 (national_CMS, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0895 (national_CMS).\nFACTS: top shortage risk (uid=national_CMS:WH_0895) is WH_0895 (national_CMS, medical_devices_consumables), score=9.5, factors=['stockout', 'high_backorder_rate', 'low_fulfilment', 'high_wastage', 'storage_inadequate']\nRECOMMENDATION: focus replenishment planning on WH_0895 (national_CMS).", "chosen_score": 0.9714285714285714, "rejected_score": 0.7523809523809524, "tool_out": [{"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"]}], "scope": {"uid": "national_CMS:WH_0003"}, "uncertain": false, "family": "tool", "intent": "shortage_risk"}
{"qid": "T145", "prompt": "You're a warehouse assistant. 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_0099', 'commodity_category': 'controlled_substances', 'year': 2024, 'month': 7}) -> {'status': 'ok', 'uid': 'district_store:WH_0099', 'warehouse_id': 'WH_0099', 'warehouse_level': 'district_store', 'year': 2024, 'month': 7, 'reported_issue': 'receiving_error', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (42.5%)', 'high wastage (32.1%)', 'active stockout'], 'uncertain': True}\n\nQ: why is WH_0099 at the district_store failing fulfillment for controlled substances?\nA:", "chosen": "FACTS: WH_0099 (district_store, 7/2024): reported issue = receiving_error. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (42.5%); high wastage (32.1%); active stockout (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (receiving_error).", "rejected": "FACTS: address the reported issue (receiving_error).", "chosen_score": 1.0, "rejected_score": 0.7428571428571429, "tool_out": {"status": "ok", "uid": "district_store:WH_0099", "warehouse_id": "WH_0099", "warehouse_level": "district_store", "year": 2024, "month": 7, "reported_issue": "receiving_error", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (42.5%)", "high wastage (32.1%)", "active stockout"], "uncertain": true}, "scope": {"uid": "district_store:WH_0099", "commodity_category": "controlled_substances", "year": 2024, "month": 7}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T214", "prompt": "You're a warehouse assistant. 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_0050'}) -> {'n_records': 1, 'avg_inventory_accuracy_pct': 72.2, 'avg_order_fulfilment_rate_pct': 74.1, 'months_with_stockout': 0, 'issue_counts': {'damaged_goods': 1}, 'uid': 'national_CMS:WH_0050', 'warehouse_id': 'WH_0050', 'warehouse_level': 'national_CMS'}\n\nQ: how is WH_0050 at the national_CMS doing overall?\nA:", "chosen": "FACTS: WH_0050 (national_CMS): avg inventory accuracy 72.2%, avg fulfilment 74.1%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 1}\nRECOMMENDATION: looks fine.", "rejected": "FACTS: WH_0050 (national_CMS): avg inventory accuracy 72.2%, avg fulfilment 74.1%, 0 months w/ stockout (based on 1 records), issues on record: {'damaged_goods': 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": 72.2, "avg_order_fulfilment_rate_pct": 74.1, "months_with_stockout": 0, "issue_counts": {"damaged_goods": 1}, "uid": "national_CMS:WH_0050", "warehouse_id": "WH_0050", "warehouse_level": "national_CMS"}, "scope": {"uid": "national_CMS:WH_0050"}, "uncertain": false, "family": "tool", "intent": "kpis"}
{"qid": "T76", "prompt": "You're a warehouse assistant. 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', '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}}, '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 district_store and regional_warehouse compare on why they're failing?\nA:", "chosen": "FACTS: most common issue by warehouse_level: district_store: 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); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: Not sure. (Not enough information to determine)\nFACTS: most common issue by warehouse_level: district_store: theft_pilferage (6x); regional_warehouse: stock_record_discrepancy (6x)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 0.8214285714285714, "rejected_score": 0.5833333333333333, "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}}, "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", "regional_warehouse"]}, "uncertain": false, "family": "tool", "intent": "explain_issue"}
{"qid": "T375", "prompt": "You're a warehouse assistant. 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_0041', 'commodity_category': 'medical_devices_consumables', 'year': 2022, 'month': 11}) -> {'status': 'ok', 'uid': 'regional_warehouse:WH_0041', 'warehouse_id': 'WH_0041', 'warehouse_level': 'regional_warehouse', 'year': 2022, 'month': 11, 'reported_issue': 'temperature_excursion', 'has_issue': True, 'signals': ['storage conditions not adequate', 'FEFO compliance failed', 'low inventory accuracy (39.3%)', 'high wastage (22.5%)'], 'uncertain': True}\n\nQ: why is WH_0041 at the regional_warehouse failing fulfillment for medical devices consumables?\nA:", "chosen": "FACTS: WH_0041 (regional_warehouse, 11/2022): reported issue = temperature_excursion. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (39.3%); high wastage (22.5%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "rejected": "FACTS: WH_0041 (regional_warehouse, 26.1/2022): reported issue = temperature_excursion. other signals: storage conditions not adequate; FEFO compliance failed; low inventory accuracy (39.3%); high wastage (22.5%) (note: report not submitted, numbers may be provisional)\nRECOMMENDATION: address the reported issue (temperature_excursion).", "chosen_score": 1.0, "rejected_score": 0.9714285714285714, "tool_out": {"status": "ok", "uid": "regional_warehouse:WH_0041", "warehouse_id": "WH_0041", "warehouse_level": "regional_warehouse", "year": 2022, "month": 11, "reported_issue": "temperature_excursion", "has_issue": true, "signals": ["storage conditions not adequate", "FEFO compliance failed", "low inventory accuracy (39.3%)", "high wastage (22.5%)"], "uncertain": true}, "scope": {"uid": "regional_warehouse:WH_0041", "commodity_category": "medical_devices_consumables", "year": 2022, "month": 11}, "uncertain": true, "family": "tool", "intent": "explain_issue"}
{"qid": "T336", "prompt": "You're a warehouse assistant. 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_0090'}) -> []\n\nQ: does WH_0090 at the regional_warehouse currently have any active stockouts?\nA:", "chosen": "FACTS: no active stockouts (uid=regional_warehouse:WH_0090)\nRECOMMENDATION: nothing urgent here.", "rejected": "FACTS: no active stockouts (uid=regional_warehouse:WH_0090)\nRECOMMENDATION: Not sure. (Not enough information to determine)", "chosen_score": 1.0, "rejected_score": 0.8095238095238095, "tool_out": [], "scope": {"uid": "regional_warehouse:WH_0090"}, "uncertain": false, "family": "tool", "intent": "stockouts"}