MongoDB/accident_reports
收藏Hugging Face2024-08-29 更新2025-04-12 收录
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# Dataset Card for Industrial Accident Reports
## Dataset Summary
The Industrial Accident Reports Dataset is a comprehensive collection of documented incidents and accidents that have occurred in industrial and manufacturing environments. It encompasses a wide range of incidents related to various aspects of workplace safety, including but not limited to falls, equipment malfunctions, chemical spills, electrical incidents, and confined space accidents.
## Supported Tasks
Tasks:
- Incident classification: Categorizing accidents based on their type and severity
- Root cause analysis: Identifying and analyzing the underlying causes of accidents
- Trend analysis: Analyzing patterns and trends in accident occurrences over time
- Predictive modeling: Developing models to predict potential future incidents based on historical data
- Information retrieval: Finding relevant accident reports for specific types of incidents or safety concerns
## Dataset Structure
Data Instances
Each instance in the dataset represents a single accident report and typically includes the following fields:
```
{
"incidentId": "INC-2024-001",
"dateTime": "2024-02-10T14:30:00Z",
"location": {
"site": "Factory A",
"region": "North"
},
"type": "Chemical Spill",
"description": "A container of hydrochloric acid was knocked over during transport, resulting in a spill.",
"severityLevel": "medium",
"immediateActions": "Area was evacuated and spill was contained using emergency spill kit.",
"rootCauses": [
{
"cause": "Improper container securing during transport",
"category": "Procedural Error"
},
{
"cause": "Lack of proper training for material handling",
"category": "Training Deficiency"
}
],
"relatedProcedures": ["CHEM-001", "TRANS-003"],
}
```
Data Fields
- incidentId: Unique identifier for the accident report
- dateTime: Date and time when the incident occurred
- location: Object containing the site and region where the incident took place
- type: Category or type of accident
- description: Detailed description of what happened
- severity: Severity level of the incident (e.g., low, medium, high)
- immediateActions: Actions taken immediately after the incident
- rootCauses: List of identified root causes, each with a cause description and category
- relatedProcedures: List of IDs of related safety procedures
# 工业事故报告数据集卡片
## 数据集概述
本工业事故报告数据集(Industrial Accident Reports Dataset)是一份全面收录工业与制造场景下已记录事件与事故的汇编集,涵盖职场安全相关的多维度事件类型,包括但不限于坠落、设备故障、化学品泄漏(Chemical Spill)、电气事故以及受限空间作业事故(Confined Space Accidents)等。
## 支持任务
本数据集可支撑以下任务:
- 事故分类:基于事故类型与严重程度对事件进行归类
- 根本原因分析(Root Cause Analysis):识别并剖析事故的潜在诱因
- 趋势分析:针对随时间推移的事故发生模式与趋势开展分析
- 预测建模:基于历史数据构建模型以预测未来潜在的安全事件
- 信息检索:针对特定事故类型或安全关切点检索相关事故报告
## 数据集结构
### 数据实例
数据集中的每一条实例对应单份事故报告,通常包含以下字段:
{
"incidentId": "INC-2024-001",
"dateTime": "2024-02-10T14:30:00Z",
"location": {
"site": "Factory A",
"region": "North"
},
"type": "Chemical Spill",
"description": "A container of hydrochloric acid was knocked over during transport, resulting in a spill.",
"severityLevel": "medium",
"immediateActions": "Area was evacuated and spill was contained using emergency spill kit.",
"rootCauses": [
{
"cause": "Improper container securing during transport",
"category": "Procedural Error"
},
{
"cause": "Lack of proper training for material handling",
"category": "Training Deficiency"
}
],
"relatedProcedures": ["CHEM-001", "TRANS-003"],
}
### 数据字段
- incidentId:事故报告的唯一标识符
- dateTime:事故发生的日期与时间
- location:包含事故发生场地与所属区域的对象
- type:事故的类别或类型
- description:事件经过的详细描述
- severityLevel:事故的严重程度等级(例如:低、中、高)
- immediateActions:事故发生后即刻采取的处置措施
- rootCauses:已识别的根本原因列表,每条原因包含诱因描述与所属类别
- relatedProcedures:关联安全规程的ID列表
提供机构:
MongoDB



