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{
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{
            
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  "author": "SMDH Data Science Team",
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  "author": "SMDH Data Science Team",
            
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  "author_email": "info@smdh.uk",
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  "author_email": "info@smdh.uk",
            
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  "cloud_storage_key_segment": "manufacturing-operations-dataset",
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  "cloud_storage_key_segment": "manufacturing-operations-dataset",
            
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  "creator_user_id": "06d04fb0-fe0e-4a6a-b958-061fb38a9f9c",
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  "creator_user_id": "06d04fb0-fe0e-4a6a-b958-061fb38a9f9c",
            
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  "groups": [],
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  "groups": [],
            
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  "id": "8ddb1432-fa3a-4173-a46c-915fe230e08e",
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  "id": "8ddb1432-fa3a-4173-a46c-915fe230e08e",
            
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  "isopen": false,
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  "isopen": false,
            
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  "license_id": "other-nc",
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  "license_id": "other-nc",
            
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  "license_title": "Other (Non-Commercial)",
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  "license_title": "Other (Non-Commercial)",
            
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  "maintainer": "Dermot Kerr",
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  "maintainer": "Dermot Kerr",
            
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  "maintainer_email": "d.kerr@smdh.uk",
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  "maintainer_email": "d.kerr@smdh.uk",
            
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  "metadata_created": "2026-02-20T17:42:37.166534",
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  "metadata_created": "2026-02-20T17:42:37.166534",
            
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  "metadata_modified": "2026-02-20T17:46:27.773468",
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  "metadata_modified": "2026-02-20T17:46:30.448998",
            
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  "name": "ulster-university--manufacturing-operations-dataset",
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  "name": "ulster-university--manufacturing-operations-dataset",
            
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  "notes": "# **Manufacturing Operations Dataset 
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  "notes": "# **Manufacturing Operations Dataset 
            
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Documentation**\r\n\r\n## **Overview**\r\n\r\nThis package contains 
17
Documentation**\r\n\r\n## **Overview**\r\n\r\nThis package contains 
            
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anonymised manufacturing operations datasets extracted from an MES 
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anonymised manufacturing operations datasets extracted from an MES 
            
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(Manufacturing Execution System). These files support the analysis of 
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(Manufacturing Execution System). These files support the analysis of 
            
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**cycle times**, **routing/operation durations**, 
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**cycle times**, **routing/operation durations**, 
            
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**stoppage/downtime**, and **order due-date performance**.\r\n\r\n## 
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**stoppage/downtime**, and **order due-date performance**.\r\n\r\n## 
            
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**Files Summary**\r\n\r\n| File | Rows | Columns | Approx Size (MB) 
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**Files Summary**\r\n\r\n| File | Rows | Columns | Approx Size (MB) 
            
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|\r\n| :---- | :---- | :---- | :---- |\r\n| 
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|\r\n| :---- | :---- | :---- | :---- |\r\n| 
            
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df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv | 165,384 | 6 | 
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df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv | 165,384 | 6 | 
            
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6.34 |\r\n| order\\_analysis\\_anonymised.csv | 53,164 | 9 | 3.83 
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6.34 |\r\n| order\\_analysis\\_anonymised.csv | 53,164 | 9 | 3.83 
            
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|\r\n| product\\_cycle\\_anonymised.csv | 952,730 | 17 | 156.75 |\r\n| 
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|\r\n| product\\_cycle\\_anonymised.csv | 952,730 | 17 | 156.75 |\r\n| 
            
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stoppage\\_all\\_anonymised.csv | 10,891 | 14 | 1.93 |\r\n\r\n## 
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stoppage\\_all\\_anonymised.csv | 10,891 | 14 | 1.93 |\r\n\r\n## 
            
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**Anonymisation & Standards**\r\n\r\n* **Anonymisation:** Company 
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**Anonymisation & Standards**\r\n\r\n* **Anonymisation:** Company 
            
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names are replaced with Company\\_XX. Identifiers such as orderId, 
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names are replaced with Company\\_XX. Identifiers such as orderId, 
            
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unitId, stockId, operationId, eventId, and stoppage id are anonymised 
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unitId, stockId, operationId, eventId, and stoppage id are anonymised 
            
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tokens. No personally identifying information (PII) is present.  \r\n* 
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tokens. No personally identifying information (PII) is present.  \r\n* 
            
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**Timezones:** Timestamp fields include a UTC offset (e.g., \\+00:00). 
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**Timezones:** Timestamp fields include a UTC offset (e.g., \\+00:00). 
            
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When loading into Pandas, it is recommended to use: 
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When loading into Pandas, it is recommended to use: 
            
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pd.to\\_datetime(col, utc=True, errors='coerce').  \r\n* **Negative 
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pd.to\\_datetime(col, utc=True, errors='coerce').  \r\n* **Negative 
            
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Values:** Some duration fields contain negative values due to system 
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Values:** Some duration fields contain negative values due to system 
            
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clock issues. These should be filtered or investigated during the 
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clock issues. These should be filtered or investigated during the 
            
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cleaning phase.\r\n\r\n## **Data Dictionary**\r\n\r\n### **1\\. 
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cleaning phase.\r\n\r\n## **Data Dictionary**\r\n\r\n### **1\\. 
            
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product\\_cycle\\_anonymised.csv**\r\n\r\nUsed for unit-level and 
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product\\_cycle\\_anonymised.csv**\r\n\r\nUsed for unit-level and 
            
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operation-level benchmarking, bottleneck identification, and 
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operation-level benchmarking, bottleneck identification, and 
            
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variability analysis across routing steps.\r\n\r\n| Column | Type | 
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variability analysis across routing steps.\r\n\r\n| Column | Type | 
            
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Nullable | Description | Notes |\r\n| :---- | :---- | :---- | :---- | 
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Nullable | Description | Notes |\r\n| :---- | :---- | :---- | :---- | 
            
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:---- |\r\n| **stockId** | object | No | Anonymised SKU identifier. |  
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:---- |\r\n| **stockId** | object | No | Anonymised SKU identifier. |  
            
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|\r\n| **avgEstimatedDurationMinutes** | float64 | No | Average 
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|\r\n| **avgEstimatedDurationMinutes** | float64 | No | Average 
            
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estimated duration for this stock/route context. | Range: 1 to 
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estimated duration for this stock/route context. | Range: 1 to 
            
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6.66e+03 |\r\n| **avgActualDurationMinutes** | float64 | No | Average 
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6.66e+03 |\r\n| **avgActualDurationMinutes** | float64 | No | Average 
            
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actual duration for this stock/route context. |  |\r\n| **unitId** | 
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actual duration for this stock/route context. |  |\r\n| **unitId** | 
            
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object | No | Anonymised unit/item identifier. |  |\r\n| 
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object | No | Anonymised unit/item identifier. |  |\r\n| 
            
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**unitEstimatedDurationMinutes** | float64 | No | Estimated duration 
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**unitEstimatedDurationMinutes** | float64 | No | Estimated duration 
            
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for the unit. |  |\r\n| **unitActualDurationMinutes** | float64 | No | 
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for the unit. |  |\r\n| **unitActualDurationMinutes** | float64 | No | 
            
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Actual duration for the unit. |  |\r\n| **routingIndex** | int64 | No 
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Actual duration for the unit. |  |\r\n| **routingIndex** | int64 | No 
            
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| Sequence index of the step within the route. | Range: 1 to 19 |\r\n| 
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| Sequence index of the step within the route. | Range: 1 to 19 |\r\n| 
            
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**routingEstimatedDurationMinutes** | float64 | No | Estimated 
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**routingEstimatedDurationMinutes** | float64 | No | Estimated 
            
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duration for the routing step. |  |\r\n| 
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duration for the routing step. |  |\r\n| 
            
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**routingActualDurationMinutes** | float64 | No | Actual duration for 
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**routingActualDurationMinutes** | float64 | No | Actual duration for 
            
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the routing step. | Contains 139 negative values. |\r\n| 
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the routing step. | Contains 139 negative values. |\r\n| 
            
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**operationId** | object | No | Anonymised operation identifier. |  
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**operationId** | object | No | Anonymised operation identifier. |  
            
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|\r\n| **operationEstimatedDurationMinutes** | float64 | No | 
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|\r\n| **operationEstimatedDurationMinutes** | float64 | No | 
            
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Estimated duration for the operation. |  |\r\n| 
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Estimated duration for the operation. |  |\r\n| 
            
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**operationActualDurationMinutes** | float64 | No | Actual duration 
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**operationActualDurationMinutes** | float64 | No | Actual duration 
            
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for the operation. | Contains 165 negative values. |\r\n| 
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for the operation. | Contains 165 negative values. |\r\n| 
            
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**itemRoutingOperationId** | object | No | Unique unit-operation 
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**itemRoutingOperationId** | object | No | Unique unit-operation 
            
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instance ID. | **Primary key** for stoppage joins. |\r\n| **Date** | 
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instance ID. | **Primary key** for stoppage joins. |\r\n| **Date** | 
            
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object | Yes | Production or extract date. | ISO timestamp; 3.35% 
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object | Yes | Production or extract date. | ISO timestamp; 3.35% 
            
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missing. |\r\n| **Company** | object | No | Anonymised company 
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missing. |\r\n| **Company** | object | No | Anonymised company 
            
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identifier. |  |\r\n\r\n### **2\\. 
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identifier. |  |\r\n\r\n### **2\\. 
            
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df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv**\r\n\r\nUsed 
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df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv**\r\n\r\nUsed 
            
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for unit-level rollups to compare flow time against downtime 
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for unit-level rollups to compare flow time against downtime 
            
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contribution.\r\n\r\n| Column | Type | Nullable | Description | Notes 
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contribution.\r\n\r\n| Column | Type | Nullable | Description | Notes 
            
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|\r\n| :---- | :---- | :---- | :---- | :---- |\r\n| **Company** | 
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|\r\n| :---- | :---- | :---- | :---- | :---- |\r\n| **Company** | 
            
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object | No | Anonymised company identifier. |  |\r\n| **unitId** | 
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object | No | Anonymised company identifier. |  |\r\n| **unitId** | 
            
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object | No | Anonymised unit/item identifier. |  |\r\n| 
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object | No | Anonymised unit/item identifier. |  |\r\n| 
            
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**unitActualMin** | float64 | No | Actual elapsed time for the unit 
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**unitActualMin** | float64 | No | Actual elapsed time for the unit 
            
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(minutes). |  |\r\n| **totalStopMinutes** | float64 | Yes | Total 
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(minutes). |  |\r\n| **totalStopMinutes** | float64 | Yes | Total 
            
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stoppage/downtime minutes for the unit. | 96% missing (treat as 0). 
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stoppage/downtime minutes for the unit. | 96% missing (treat as 0). 
            
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|\r\n| **numEvents** | float64 | Yes | Number of stoppage events 
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|\r\n| **numEvents** | float64 | Yes | Number of stoppage events 
            
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linked to the unit. | 96% missing (treat as 0). |\r\n| **numUnits** | 
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linked to the unit. | 96% missing (treat as 0). |\r\n| **numUnits** | 
            
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int64 | No | Count of units represented (usually 1). |  |\r\n\r\n### 
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int64 | No | Count of units represented (usually 1). |  |\r\n\r\n### 
            
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**3\\. order\\_analysis\\_anonymised.csv**\r\n\r\nUsed for analysing 
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**3\\. order\\_analysis\\_anonymised.csv**\r\n\r\nUsed for analysing 
            
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on-time delivery performance and lateness patterns for completed vs 
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on-time delivery performance and lateness patterns for completed vs 
            
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open orders.\r\n\r\n| Column | Type | Nullable | Description | Notes 
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open orders.\r\n\r\n| Column | Type | Nullable | Description | Notes 
            
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|\r\n| :---- | :---- | :---- | :---- | :---- |\r\n| **orderId** | 
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|\r\n| :---- | :---- | :---- | :---- | :---- |\r\n| **orderId** | 
            
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object | No | Anonymised sales/work order identifier. |  |\r\n| 
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object | No | Anonymised sales/work order identifier. |  |\r\n| 
            
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**requiredByDate** | object | Yes | Required-by (due) date/time for 
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**requiredByDate** | object | Yes | Required-by (due) date/time for 
            
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the order. | ISO timestamp. |\r\n| **completedDate** | object | Yes | 
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the order. | ISO timestamp. |\r\n| **completedDate** | object | Yes | 
            
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Completion date/time. | Null for open orders (81%). |\r\n| 
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Completion date/time. | Null for open orders (81%). |\r\n| 
            
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**lateByDays** | float64 | Yes | Order lateness in days (completed \\- 
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**lateByDays** | float64 | Yes | Order lateness in days (completed \\- 
            
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required). |  |\r\n| **lateByDays\\_raw** | float64 | Yes | Raw 
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required). |  |\r\n| **lateByDays\\_raw** | float64 | Yes | Raw 
            
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lateness (includes negative values). |  |\r\n| **open\\_days\\_late** 
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lateness (includes negative values). |  |\r\n| **open\\_days\\_late** 
            
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| float64 | Yes | Lateness relative to extract time for open orders. |  
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| float64 | Yes | Lateness relative to extract time for open orders. |  
            
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|\r\n| **Is\\_Perfect** | float64 | Yes | Perfect-order flag (1=on 
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|\r\n| **Is\\_Perfect** | float64 | Yes | Perfect-order flag (1=on 
            
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time, 0=late). |  |\r\n| **combinedLateDays** | float64 | Yes | Single 
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time, 0=late). |  |\r\n| **combinedLateDays** | float64 | Yes | Single 
            
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metric combining open and closed lateness. |  |\r\n| **Company** | 
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metric combining open and closed lateness. |  |\r\n| **Company** | 
            
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object | No | Anonymised company identifier. |  |\r\n\r\n### **4\\. 
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object | No | Anonymised company identifier. |  |\r\n\r\n### **4\\. 
            
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stoppage\\_all\\_anonymised.csv**\r\n\r\nUsed for identifying top 
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stoppage\\_all\\_anonymised.csv**\r\n\r\nUsed for identifying top 
            
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downtime reasons by operation or company.\r\n\r\n| Column | Type | 
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downtime reasons by operation or company.\r\n\r\n| Column | Type | 
            
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Nullable | Description | Notes |\r\n| :---- | :---- | :---- | :---- | 
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Nullable | Description | Notes |\r\n| :---- | :---- | :---- | :---- | 
            
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:---- |\r\n| **id** | object | No | Anonymised stoppage reason 
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:---- |\r\n| **id** | object | No | Anonymised stoppage reason 
            
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identifier. |  |\r\n| **description** | object | No | Stoppage reason 
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identifier. |  |\r\n| **description** | object | No | Stoppage reason 
            
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description (e.g. Machine Issue). |  |\r\n| **operationId** | object | 
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description (e.g. Machine Issue). |  |\r\n| **operationId** | object | 
            
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No | Anonymised operation identifier. |  |\r\n| **operationName** | 
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No | Anonymised operation identifier. |  |\r\n| **operationName** | 
            
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object | No | Human-readable operation name. |  |\r\n| **eventId** | 
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object | No | Human-readable operation name. |  |\r\n| **eventId** | 
            
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object | No | Anonymised stoppage event identifier. |  |\r\n| 
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object | No | Anonymised stoppage event identifier. |  |\r\n| 
            
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**eventStartDate** | object | No | Stoppage event start timestamp. |  
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**eventStartDate** | object | No | Stoppage event start timestamp. |  
            
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|\r\n| **eventEndDate** | object | No | Stoppage event end timestamp. 
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|\r\n| **eventEndDate** | object | No | Stoppage event end timestamp. 
            
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|  |\r\n| **eventTimeTrackedInMinutes** | float64 | No | Tracked time 
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|  |\r\n| **eventTimeTrackedInMinutes** | float64 | No | Tracked time 
            
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as recorded by the source system. |  |\r\n| **eventDurationMinutes** | 
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as recorded by the source system. |  |\r\n| **eventDurationMinutes** | 
            
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float64 | No | Duration computed from end \\- start. |  |\r\n| 
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float64 | No | Duration computed from end \\- start. |  |\r\n| 
            
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**itemRoutingOperationId** | object | No | Unique unit-operation 
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**itemRoutingOperationId** | object | No | Unique unit-operation 
            
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instance ID. | Link to product\\_cycle. |\r\n| **itemUnit** | object | 
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instance ID. | Link to product\\_cycle. |\r\n| **itemUnit** | object | 
            
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No | Anonymised unit/item identifier. | Link to unitId. |\r\n| 
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No | Anonymised unit/item identifier. | Link to unitId. |\r\n| 
            
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**Company** | object | No | Anonymised company identifier. |  
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**Company** | object | No | Anonymised company identifier. |  
            
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|\r\n\r\n## **Suggested Join Keys**\r\n\r\n* **Unit Tracking:** unitId 
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|\r\n\r\n## **Suggested Join Keys**\r\n\r\n* **Unit Tracking:** unitId 
            
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\u2194 itemUnit  \r\n* **Operation Specifics:** itemRoutingOperationId 
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\u2194 itemUnit  \r\n* **Operation Specifics:** itemRoutingOperationId 
            
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(Best key to connect duration records to specific stoppage events).  
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(Best key to connect duration records to specific stoppage events).  
            
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\r\n* **Organisation:** Company  \r\n* **Process Step:** 
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\r\n* **Organisation:** Company  \r\n* **Process Step:** 
            
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operationId\r\n\r\n## **Data Quality Notes**\r\n\r\n* **Missing 
116
operationId\r\n\r\n## **Data Quality Notes**\r\n\r\n* **Missing 
            
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Data:** Many records in 
117
Data:** Many records in 
            
118
df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv have nulls for 
118
df\\_unit\\_level\\_cycle\\_downtime\\_anonymised.csv have nulls for 
            
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downtime. This typically indicates zero downtime events occurred for 
119
downtime. This typically indicates zero downtime events occurred for 
            
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that unit.  \r\n* **Open Orders:** A high percentage (81%) of orders 
120
that unit.  \r\n* **Open Orders:** A high percentage (81%) of orders 
            
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are currently open. Analysis of these should focus on 
121
are currently open. Analysis of these should focus on 
            
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open\\_days\\_late rather than completedDate.  \r\n* **Negatives:** 
122
open\\_days\\_late rather than completedDate.  \r\n* **Negatives:** 
            
123
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Negative durations in product\\_cycle\\_anonymised.csv (specifically 
            
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