菜单
Flag water quality records that exceed contamination thresholds. Use when checking purity_score < 75, contamination_flag = 1, or identifying at-risk sites and records.
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基于 SOC 职业分类
Standardize water purity, alert-rate, and site-risk metrics. Use when defining KPI calculations, ensuring metric consistency across reports, or setting up a new KPI pipeline.
Report null percentages and recommended imputations for water quality data. Use when profiling missing data, deciding imputation strategy, or assessing data completeness.
Convert water quality metrics into concise operations guidance. Use when writing executive summaries, translating KPIs into plain-language recommendations, or producing briefing narratives.
Validate expected columns and coercible dtypes in water quality datasets. Use when checking schema conformance, column presence, or type compatibility before analysis.
| name | contamination-threshold-check |
| description | Flag water quality records that exceed contamination thresholds. Use when checking purity_score < 75, contamination_flag = 1, or identifying at-risk sites and records. |
| user-invocable | true |
| argument-hint | Path to data file or DataFrame variable name |
Identify records that breach operational contamination thresholds.
| Field | Condition | Severity |
|---|---|---|
purity_score | < 75 | ⚠️ Warning |
purity_score | < 50 | 🚨 Critical |
contamination_flag | = 1 | 🚨 Critical |
site_id and technician_id