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Collect, analyze, and report marine safety incident data from 7 global maritime authorities. Use for incident scraping, safety trend analysis, risk assessment, geographic hotspot identification, and marine safety reporting.
默认使用会先检查来源的 Prompt；你也可以切换为直接命令，或下载本地副本。
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基于 SOC 职业分类
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
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想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
Write outbound email and external messages in Vamsee Achanta's voice — a subtle offer to help, never bold or rash claims. Load before drafting ANY email, LinkedIn/Collide reply, proposal note, or outreach sent under his name.
Save/publish analysis or computation results from ANY ecosystem repo to Hugging Face as a queryable, viewer-renderable dataset. Use when the user wants to "save results to hugging face", "publish dataset to HF", "hugging face data saving", "save analysis results", "hf dataset", "make results queryable", or "render via datasets-server API". Reshapes nested results into flat parquet tables, writes a dataset card with a viewer `configs:` block and provenance, applies license/public-vs-private routing, enforces a domain data-quality gate (faithful-to-source != correct), publishes to `aceengineer/<repo>-<projection>`, and verifies via the datasets-server API.
Clone, create, fork, configure, and manage GitHub repositories. Manage remotes, secrets, releases, and workflows. Works with gh CLI or falls back to git + GitHub REST API via curl.
| name | marine-safety-incidents |
| description | Collect, analyze, and report marine safety incident data from 7 global maritime authorities. Use for incident scraping, safety trend analysis, risk assessment, geographic hotspot identification, and marine safety reporting. |
| type | reference |
| capabilities | [] |
| requires | [] |
| tags | [] |
| category | data |
| version | 1.0.0 |
worldenergydata package installedfrom worldenergydata.marine_safety.scrapers import MarineSafetyScraper
from worldenergydata.marine_safety.database import IncidentDatabase
# Initialize scraper
scraper = MarineSafetyScraper()
# Scrape from specific source
incidents = scraper.scrape(
source="uscg",
*See sub-skills for full details.*
### Incident Analysis
```python
from worldenergydata.marine_safety.analysis import IncidentAnalyzer
# Initialize analyzer
analyzer = IncidentAnalyzer(database_url="postgresql://...")
# Get trend summary
trends = analyzer.get_trends(
start_date="2020-01-01",
end_date="2024-12-31",
*See sub-skills for full details.*
### Geographic Hotspot Detection
```python
from worldenergydata.marine_safety.analysis import GeographicAnalyzer
# Initialize geographic analyzer
geo = GeographicAnalyzer()
# Find hotspots
hotspots = geo.detect_hotspots(
region="gulf_of_mexico",
method="dbscan",
*See sub-skills for full details.*
### Risk Scoring
```python
from worldenergydata.marine_safety.analysis import RiskAssessor
# Initialize risk assessor
risk = RiskAssessor()
# Calculate risk scores
scores = risk.calculate_risk(
vessel_type="offshore_platform",
region="north_sea",
*See sub-skills for full details.*
### Reporting
```python
from worldenergydata.marine_safety.visualization import SafetyReportGenerator
# Initialize report generator
reporter = SafetyReportGenerator()
report = reporter.generate_report(
start_date=,
end_date=,
*See sub-skills full details.*
| Class | Purpose |
|-------|---------|
| `MarineSafetyScraper` | Multi-source incident scraping |
| `IncidentDatabase` | Database operations storage |
| `IncidentAnalyzer` | Statistical analysis trends |
| `GeographicAnalyzer` | Hotspot detection mapping |
| `RiskAssessor` | Risk scoring assessment |
| `SafetyReportGenerator` | HTML/PDF report generation |
- [bsee-data-extractor](../bsee-data-extractor/SKILL.md) - BSEE-specific extraction
- [field-analyzer](../field-analyzer/SKILL.md) - Field-level analysis
- [energy-data-visualizer](../energy-data-visualizer/SKILL.md) - Visualization
- USCG Marine Safety Information Portal
- BSEE Incident Statistics
- IMO GISIS Maritime Casualties Database
- DNV Maritime Safety Standards
- [Best Practices](best-practices/SKILL.md)
- [ Incident Data Collection (+)](-incident-data-collection/SKILL.md)
- [CLI Usage](cli-usage/SKILL.md)
- [Data Sources](data-sources/SKILL.md)
- [Incident CSV (+)](incident-csv/SKILL.md)