Datasets:
record_id stringlengths 16 16 | factory_location stringclasses 14
values | country stringclasses 2
values | equipment_type stringclasses 18
values | sensor_timestamp stringdate 2025-01-01 00:21:59 2025-12-31 22:08:57 | risk_score int64 0 100 | alert_level stringclasses 4
values | failure_description stringclasses 18
values | supplier_delay_days int64 0 29 | maintenance_action stringclasses 18
values |
|---|---|---|---|---|---|---|---|---|---|
RISK-2026-000001 | Sao Paulo | Brazil | HVAC System | 2025-05-06 07:08:47 | 67 | High | Lubrication pressure drop below minimum | 2 | Restart PLC and monitor communication |
RISK-2026-000002 | Manaus | Brazil | Conveyor Belt | 2025-01-16 02:13:14 | 71 | High | Vibration spike correlated with tool wear | 12 | Replace worn bearing and re-lubricate |
RISK-2026-000003 | Manaus | Brazil | Industrial Boiler | 2025-08-18 18:17:51 | 49 | Medium | Abnormal vibration detected in bearing assembly | 1 | Repair hydraulic leak and refill fluid |
RISK-2026-000004 | Rosario | Argentina | HVAC System | 2025-03-21 06:48:21 | 94 | Critical | Lubrication pressure drop below minimum | 7 | Tighten drive belts and realign pulleys |
RISK-2026-000005 | Buenos Aires | Argentina | Welding Station | 2025-06-26 19:16:51 | 43 | Medium | Overheating detected above safe threshold | 6 | Clean cooling tower and check flow |
RISK-2026-000006 | Manaus | Brazil | Injection Molding Machine | 2025-10-10 09:53:40 | 43 | Medium | Control module communication timeout | 0 | Replace conveyor belt section |
RISK-2026-000007 | Sao Paulo | Brazil | Industrial Boiler | 2025-05-29 02:54:14 | 61 | Medium | Lubrication pressure drop below minimum | 0 | Replace encoder and recalibrate servo |
RISK-2026-000008 | Mendoza | Argentina | Welding Station | 2025-03-25 11:22:13 | 11 | Low | Power fluctuation caused process interruption | 0 | Tighten drive belts and realign pulleys |
RISK-2026-000009 | Curitiba | Brazil | Packaging Line | 2025-08-25 12:17:59 | 29 | Low | Intermittent PLC communication errors | 4 | Recalibrate control module |
RISK-2026-000010 | Buenos Aires | Argentina | Industrial Boiler | 2025-01-17 10:25:17 | 32 | Low | Unusual noise from gearbox during operation | 0 | Replace conveyor belt section |
RISK-2026-000011 | Cordoba | Argentina | Generator Set | 2025-07-22 20:29:09 | 91 | Critical | Power fluctuation caused process interruption | 1 | Inspect and replace faulty wiring harness |
RISK-2026-000012 | Porto Alegre | Brazil | Labeling Machine | 2025-10-26 12:23:14 | 56 | Medium | Electrical current spike in main drive | 0 | Replace cutting tool and inspect spindle |
RISK-2026-000013 | Buenos Aires | Argentina | Conveyor Belt | 2025-02-26 04:40:10 | 41 | Medium | Servo motor encoder fault detected | 3 | Tighten drive belts and realign pulleys |
RISK-2026-000014 | Mendoza | Argentina | Cooling Tower | 2025-09-28 08:35:55 | 26 | Low | Abnormal vibration detected in bearing assembly | 5 | Perform full lubrication service |
RISK-2026-000015 | Tucuman | Argentina | Pump Station | 2025-02-27 09:27:10 | 39 | Low | Pressure relief valve triggered unexpectedly | 1 | Replace worn bearing and re-lubricate |
RISK-2026-000016 | La Plata | Argentina | Packaging Line | 2025-09-17 03:55:40 | 39 | Low | Seal failure causing fluid leakage | 14 | Replace cutting tool and inspect spindle |
RISK-2026-000017 | Campinas | Brazil | Welding Station | 2025-03-24 17:49:59 | 54 | Medium | Vibration spike correlated with tool wear | 0 | Replace worn bearing and re-lubricate |
RISK-2026-000018 | Mendoza | Argentina | CNC Machine | 2025-02-27 11:56:53 | 75 | High | Seal failure causing fluid leakage | 0 | Recalibrate control module |
RISK-2026-000019 | Curitiba | Brazil | Injection Molding Machine | 2025-02-13 23:31:52 | 60 | Medium | Unusual noise from gearbox during operation | 0 | Restart PLC and monitor communication |
RISK-2026-000020 | Campinas | Brazil | Generator Set | 2025-10-09 05:16:33 | 21 | Low | Servo motor encoder fault detected | 4 | Replace conveyor belt section |
RISK-2026-000021 | Porto Alegre | Brazil | Conveyor System | 2025-12-10 20:23:28 | 73 | High | Vibration spike correlated with tool wear | 4 | Clean cooling tower and check flow |
RISK-2026-000022 | Curitiba | Brazil | Industrial Boiler | 2025-02-02 10:01:37 | 52 | Medium | Intermittent PLC communication errors | 1 | Recalibrate control module |
RISK-2026-000023 | Sao Paulo | Brazil | Injection Molding Machine | 2025-12-29 20:03:14 | 18 | Low | Unusual noise from gearbox during operation | 0 | Calibrate temperature sensors and verify |
RISK-2026-000024 | Buenos Aires | Argentina | Conveyor Motor | 2025-05-02 08:42:31 | 43 | Medium | Belt misalignment causing product jams | 9 | Restart PLC and monitor communication |
RISK-2026-000025 | Salvador | Brazil | Industrial Boiler | 2025-08-31 13:12:06 | 63 | Medium | Lubrication pressure drop below minimum | 0 | Inspect valve and reset pressure system |
RISK-2026-000026 | Mendoza | Argentina | Labeling Machine | 2025-08-28 23:03:43 | 63 | Medium | Lubrication pressure drop below minimum | 0 | Calibrate temperature sensors and verify |
RISK-2026-000027 | Tucuman | Argentina | Pump Station | 2025-02-25 07:12:12 | 38 | Low | Intermittent PLC communication errors | 6 | Clean cooling tower and check flow |
RISK-2026-000028 | Manaus | Brazil | Packaging Line | 2025-05-23 14:15:55 | 80 | High | Unusual noise from gearbox during operation | 8 | Clean cooling tower and check flow |
RISK-2026-000029 | Sao Paulo | Brazil | Mixer | 2025-01-08 02:59:48 | 34 | Low | Sensor reading drift detected | 1 | Repair hydraulic leak and refill fluid |
RISK-2026-000030 | Mendoza | Argentina | Generator Set | 2025-04-20 12:57:03 | 63 | Medium | Coolant leak detected in hydraulic line | 8 | Replace encoder and recalibrate servo |
RISK-2026-000031 | Manaus | Brazil | HVAC System | 2025-08-21 09:27:44 | 43 | Medium | Intermittent PLC communication errors | 1 | Scheduled preventive maintenance performed |
RISK-2026-000032 | Curitiba | Brazil | Electric Motor | 2025-04-22 01:37:47 | 27 | Low | Intermittent PLC communication errors | 0 | Calibrate temperature sensors and verify |
RISK-2026-000033 | Buenos Aires | Argentina | Conveyor Belt | 2025-10-27 15:32:58 | 75 | High | Vibration spike correlated with tool wear | 11 | Repair hydraulic leak and refill fluid |
RISK-2026-000034 | Rio de Janeiro | Brazil | Packaging Line | 2025-02-05 19:04:43 | 53 | Medium | Sensor reading drift detected | 9 | Replace encoder and recalibrate servo |
RISK-2026-000035 | Curitiba | Brazil | Conveyor Belt | 2025-11-14 02:26:42 | 64 | Medium | Vibration spike correlated with tool wear | 0 | Adjust chain tension and replace links |
RISK-2026-000036 | Cordoba | Argentina | Pump Station | 2025-05-03 08:25:08 | 64 | Medium | Seal failure causing fluid leakage | 12 | Clean cooling tower and check flow |
RISK-2026-000037 | Buenos Aires | Argentina | CNC Machine | 2025-08-23 19:36:06 | 54 | Medium | Unusual noise from gearbox during operation | 12 | Restart PLC and monitor communication |
RISK-2026-000038 | Porto Alegre | Brazil | Industrial Robot | 2025-06-28 02:56:15 | 0 | Low | Control module communication timeout | 7 | Rewind motor and replace brushes |
RISK-2026-000039 | Salvador | Brazil | Mixer | 2025-12-27 09:39:51 | 57 | Medium | Vibration spike correlated with tool wear | 1 | Replace worn bearing and re-lubricate |
RISK-2026-000040 | Tucuman | Argentina | Air Compressor | 2025-03-10 08:07:56 | 57 | Medium | Lubrication pressure drop below minimum | 0 | Restart PLC and monitor communication |
RISK-2026-000041 | Porto Alegre | Brazil | Electric Motor | 2025-11-06 06:45:21 | 49 | Medium | Belt misalignment causing product jams | 5 | Replace air filter and clean intake |
RISK-2026-000042 | Rosario | Argentina | Conveyor Belt | 2025-02-17 20:27:53 | 91 | Critical | Power fluctuation caused process interruption | 0 | Calibrate temperature sensors and verify |
RISK-2026-000043 | Belo Horizonte | Brazil | Industrial Robot | 2025-11-23 08:10:47 | 34 | Low | Pressure relief valve triggered unexpectedly | 0 | Restart PLC and monitor communication |
RISK-2026-000044 | La Plata | Argentina | CNC Machine | 2025-02-27 02:56:44 | 77 | High | Electrical current spike in main drive | 4 | Restart PLC and monitor communication |
RISK-2026-000045 | Belo Horizonte | Brazil | Mixer | 2025-03-17 13:08:02 | 41 | Medium | Seal failure causing fluid leakage | 6 | Update firmware on control module |
RISK-2026-000046 | Belo Horizonte | Brazil | Hydraulic Press | 2025-12-16 07:42:06 | 57 | Medium | Control module communication timeout | 8 | Restart PLC and monitor communication |
RISK-2026-000047 | La Plata | Argentina | Industrial Robot | 2025-05-02 05:51:51 | 37 | Low | Coolant leak detected in hydraulic line | 1 | Inspect valve and reset pressure system |
RISK-2026-000048 | Campinas | Brazil | Pump Station | 2025-07-30 21:55:47 | 45 | Medium | Sensor reading drift detected | 0 | Replace air filter and clean intake |
RISK-2026-000049 | Rio de Janeiro | Brazil | Conveyor System | 2025-01-20 15:14:12 | 62 | Medium | Pressure relief valve triggered unexpectedly | 4 | Update firmware on control module |
RISK-2026-000050 | Cordoba | Argentina | Industrial Boiler | 2025-01-13 21:12:25 | 55 | Medium | Chain slack exceeds tolerance limits | 1 | Replace air filter and clean intake |
RISK-2026-000051 | Porto Alegre | Brazil | Welding Station | 2025-11-25 16:25:43 | 19 | Low | Intermittent PLC communication errors | 0 | Adjust chain tension and replace links |
RISK-2026-000052 | Rio de Janeiro | Brazil | HVAC System | 2025-04-02 18:16:02 | 46 | Medium | Lubrication pressure drop below minimum | 0 | Inspect valve and reset pressure system |
RISK-2026-000053 | Tucuman | Argentina | Pump Station | 2025-08-12 19:32:07 | 50 | Medium | Temperature sensor calibration out of range | 5 | Replace conveyor belt section |
RISK-2026-000054 | Buenos Aires | Argentina | Labeling Machine | 2025-01-01 16:59:51 | 100 | Critical | Intermittent PLC communication errors | 4 | Replace conveyor belt section |
RISK-2026-000055 | Mendoza | Argentina | Injection Molding Machine | 2025-12-07 10:39:20 | 61 | Medium | Lubrication pressure drop below minimum | 2 | Rewind motor and replace brushes |
RISK-2026-000056 | Tucuman | Argentina | Labeling Machine | 2025-06-17 12:44:18 | 7 | Low | Intermittent PLC communication errors | 2 | Inspect and replace faulty wiring harness |
RISK-2026-000057 | Manaus | Brazil | Conveyor System | 2025-12-13 23:57:11 | 56 | Medium | Seal failure causing fluid leakage | 17 | Replace encoder and recalibrate servo |
RISK-2026-000058 | Porto Alegre | Brazil | Electric Motor | 2025-04-18 13:50:37 | 50 | Medium | Chain slack exceeds tolerance limits | 4 | Clean cooling tower and check flow |
RISK-2026-000059 | Mendoza | Argentina | Hydraulic Press | 2025-09-19 15:50:57 | 54 | Medium | Coolant leak detected in hydraulic line | 0 | Tighten drive belts and realign pulleys |
RISK-2026-000060 | La Plata | Argentina | Pump Station | 2025-02-17 07:43:19 | 83 | High | Sensor reading drift detected | 7 | Replace conveyor belt section |
RISK-2026-000061 | Sao Paulo | Brazil | Conveyor Belt | 2025-05-06 15:39:54 | 74 | High | Unusual noise from gearbox during operation | 0 | Clean cooling tower and check flow |
RISK-2026-000062 | Tucuman | Argentina | Hydraulic Press | 2025-12-23 12:31:25 | 90 | Critical | Sensor reading drift detected | 0 | Inspect and replace faulty wiring harness |
RISK-2026-000063 | Rio de Janeiro | Brazil | Labeling Machine | 2025-04-23 05:51:44 | 69 | High | Vibration spike correlated with tool wear | 16 | Clean cooling tower and check flow |
RISK-2026-000064 | Curitiba | Brazil | Air Compressor | 2025-08-22 04:51:29 | 30 | Low | Vibration spike correlated with tool wear | 0 | Restart PLC and monitor communication |
RISK-2026-000065 | Mendoza | Argentina | Conveyor Motor | 2025-08-07 17:28:57 | 57 | Medium | Coolant leak detected in hydraulic line | 0 | Scheduled preventive maintenance performed |
RISK-2026-000066 | Rosario | Argentina | Industrial Boiler | 2025-11-23 08:49:49 | 16 | Low | Vibration spike correlated with tool wear | 3 | Scheduled preventive maintenance performed |
RISK-2026-000067 | Porto Alegre | Brazil | Cooling Tower | 2025-02-09 22:18:15 | 28 | Low | Power fluctuation caused process interruption | 5 | Adjust chain tension and replace links |
RISK-2026-000068 | La Plata | Argentina | Injection Molding Machine | 2025-03-12 04:14:24 | 32 | Low | Electrical current spike in main drive | 12 | Replace conveyor belt section |
RISK-2026-000069 | Manaus | Brazil | Labeling Machine | 2025-06-19 17:29:26 | 35 | Low | Overheating detected above safe threshold | 1 | Replace conveyor belt section |
RISK-2026-000070 | Mendoza | Argentina | CNC Machine | 2025-10-22 12:30:00 | 75 | High | Control module communication timeout | 0 | Rewind motor and replace brushes |
RISK-2026-000071 | Mendoza | Argentina | Mixer | 2025-10-07 19:57:14 | 60 | Medium | Air filter clogging reduced efficiency | 10 | Recalibrate control module |
RISK-2026-000072 | Mendoza | Argentina | Generator Set | 2025-01-15 12:21:42 | 14 | Low | Temperature sensor calibration out of range | 4 | Repair hydraulic leak and refill fluid |
RISK-2026-000073 | Cordoba | Argentina | Mixer | 2025-01-14 12:37:36 | 61 | Medium | Abnormal vibration detected in bearing assembly | 7 | Tighten drive belts and realign pulleys |
RISK-2026-000074 | Cordoba | Argentina | Cooling Tower | 2025-04-04 01:16:24 | 24 | Low | Chain slack exceeds tolerance limits | 0 | Replace conveyor belt section |
RISK-2026-000075 | Rosario | Argentina | Pump Station | 2025-07-14 08:48:53 | 68 | High | Servo motor encoder fault detected | 4 | Replace air filter and clean intake |
RISK-2026-000076 | Salvador | Brazil | CNC Machine | 2025-10-04 01:22:14 | 61 | Medium | Unusual noise from gearbox during operation | 5 | Calibrate temperature sensors and verify |
RISK-2026-000077 | Curitiba | Brazil | Hydraulic Press | 2025-01-11 19:09:15 | 37 | Low | Electrical current spike in main drive | 4 | Scheduled preventive maintenance performed |
RISK-2026-000078 | Curitiba | Brazil | Cooling Tower | 2025-12-25 08:49:23 | 62 | Medium | Coolant leak detected in hydraulic line | 0 | Perform full lubrication service |
RISK-2026-000079 | Porto Alegre | Brazil | Air Compressor | 2025-10-24 00:59:19 | 100 | Critical | Temperature sensor calibration out of range | 5 | Replace encoder and recalibrate servo |
RISK-2026-000080 | Rio de Janeiro | Brazil | Industrial Boiler | 2025-02-22 22:49:19 | 25 | Low | Lubrication pressure drop below minimum | 6 | Calibrate temperature sensors and verify |
RISK-2026-000081 | La Plata | Argentina | Labeling Machine | 2025-12-05 11:04:32 | 30 | Low | Chain slack exceeds tolerance limits | 7 | Replace worn bearing and re-lubricate |
RISK-2026-000082 | Mendoza | Argentina | Air Compressor | 2025-08-10 11:40:57 | 83 | High | Pressure relief valve triggered unexpectedly | 0 | Inspect and replace faulty wiring harness |
RISK-2026-000083 | Cordoba | Argentina | Conveyor Motor | 2025-11-30 08:39:51 | 79 | High | Intermittent PLC communication errors | 5 | Scheduled preventive maintenance performed |
RISK-2026-000084 | Mendoza | Argentina | HVAC System | 2025-06-15 07:53:59 | 75 | High | Unusual noise from gearbox during operation | 14 | Replace air filter and clean intake |
RISK-2026-000085 | Cordoba | Argentina | Cooling Tower | 2025-10-19 19:42:24 | 48 | Medium | Chain slack exceeds tolerance limits | 0 | Replace worn bearing and re-lubricate |
RISK-2026-000086 | Rosario | Argentina | Packaging Line | 2025-09-07 06:22:51 | 32 | Low | Power fluctuation caused process interruption | 0 | Adjust chain tension and replace links |
RISK-2026-000087 | La Plata | Argentina | HVAC System | 2025-10-12 00:33:12 | 53 | Medium | Unusual noise from gearbox during operation | 5 | Recalibrate control module |
RISK-2026-000088 | Mendoza | Argentina | Mixer | 2025-05-04 22:30:41 | 61 | Medium | Air filter clogging reduced efficiency | 7 | Clean cooling tower and check flow |
RISK-2026-000089 | Rio de Janeiro | Brazil | Electric Motor | 2025-04-24 12:44:15 | 55 | Medium | Seal failure causing fluid leakage | 11 | Update firmware on control module |
RISK-2026-000090 | La Plata | Argentina | Conveyor Motor | 2025-06-26 13:47:35 | 48 | Medium | Chain slack exceeds tolerance limits | 19 | Update firmware on control module |
RISK-2026-000091 | Rosario | Argentina | Electric Motor | 2025-05-09 07:07:46 | 70 | High | Belt misalignment causing product jams | 0 | Adjust chain tension and replace links |
RISK-2026-000092 | Campinas | Brazil | Hydraulic Press | 2025-04-21 23:30:17 | 28 | Low | Vibration spike correlated with tool wear | 5 | Rewind motor and replace brushes |
RISK-2026-000093 | Curitiba | Brazil | Electric Motor | 2025-04-27 11:11:19 | 49 | Medium | Abnormal vibration detected in bearing assembly | 7 | Restart PLC and monitor communication |
RISK-2026-000094 | Porto Alegre | Brazil | Conveyor Belt | 2025-01-28 17:18:44 | 66 | High | Electrical current spike in main drive | 2 | Scheduled preventive maintenance performed |
RISK-2026-000095 | Sao Paulo | Brazil | Electric Motor | 2025-08-29 15:28:21 | 33 | Low | Coolant leak detected in hydraulic line | 0 | Calibrate temperature sensors and verify |
RISK-2026-000096 | Mendoza | Argentina | Air Compressor | 2025-02-03 12:31:04 | 43 | Medium | Overheating detected above safe threshold | 8 | Inspect and replace faulty wiring harness |
RISK-2026-000097 | Porto Alegre | Brazil | Injection Molding Machine | 2025-05-08 03:35:48 | 60 | Medium | Servo motor encoder fault detected | 0 | Recalibrate control module |
RISK-2026-000098 | Mendoza | Argentina | Cooling Tower | 2025-06-02 18:27:19 | 59 | Medium | Overheating detected above safe threshold | 5 | Perform full lubrication service |
RISK-2026-000099 | Curitiba | Brazil | HVAC System | 2025-12-05 02:10:15 | 32 | Low | Coolant leak detected in hydraulic line | 3 | Restart PLC and monitor communication |
RISK-2026-000100 | Campinas | Brazil | CNC Machine | 2025-07-29 14:44:38 | 56 | Medium | Air filter clogging reduced efficiency | 0 | Rewind motor and replace brushes |
End of preview. Expand in Data Studio
Manufacturing Risk Alerts 2026
数据集概述 / Dataset Overview
本项目为巴西与阿根廷中小型制造企业的年度生产安全与供应链风险预警数据集。 This dataset aggregates equipment operation logs, maintenance work orders, supply-chain delivery exceptions, safety reports and quality inspection results collected during the past year from manufacturing plants across South America.
关键元数据 / Key Metadata
- 覆盖地区 / Coverage Region: 巴西 (Brazil) 与 阿根廷 (Argentina) / South America
- 行业领域 / Industry: 制造业 / Manufacturing
- 业务目标 / Business Goal: 风险预警 / Risk Alerting & Early Warning (equipment failure & supply-chain disruption prediction)
- 数据更新频率 / Update Frequency: 每年 / Annually
- 数据规模 / Data Scale: 12,000+ 条有效记录 / 12,000+ valid records
数据字段 / Data Fields
| 字段 | 类型 | 说明 |
|---|---|---|
| record_id | string | 唯一记录标识 |
| factory_location | string | 工厂所在城市 |
| country | string | 国家（Brazil / Argentina） |
| equipment_type | string | 设备类型 |
| sensor_timestamp | datetime | 传感器采集时间 |
| risk_score | int | 风险评分（0-100） |
| alert_level | string | 预警级别（Low / Medium / High / Critical） |
| failure_description | string | 故障描述 |
| supplier_delay_days | int | 供应商延迟天数 |
| maintenance_action | string | 维护措施 |
使用方式 / Usage
from datasets import load_dataset
ds = load_dataset("toolathon123/project_20260813_014200_f15cdb95")
print(ds)
该数据集旨在帮助企业提前识别设备故障、供应链中断等风险事件，降低停工损失。每年更新，用于年度风险预警模型再训练、版本管理与跨团队共享。
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