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contamination-threshold-check

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Mis à jour20 mai 2026 à 14:32

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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DevExpGbb

DevExpGbb/data-science

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Métiers associésSOC

Basé sur la classification professionnelle SOC

Développeurs de logicielsProfessions informatiques et mathématiques·SOC 15-1252

SKILL.md

readonly

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

Contamination Threshold Check

Identify records that breach operational contamination thresholds.

Thresholds

Field	Condition	Severity
`purity_score`	< 75	⚠️ Warning
`purity_score`	< 50	🚨 Critical
`contamination_flag`	= 1	🚨 Critical

When to Use

Before generating operational briefings
When screening incoming data for safety issues
When preparing site-risk rankings

Procedure

Filter records matching any threshold condition
Group flagged records by site_id and technician_id
Compute flag rate per site (flagged records / total records)
Rank sites by flag rate descending
Identify any sites with consecutive threshold breaches (time-series pattern)

Output

Total flagged record count and percentage
Per-site flag rates with severity classification
List of consecutive-breach sites requiring immediate attention

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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

Contamination Threshold Check

Identify records that breach operational contamination thresholds.

Thresholds

Field	Condition	Severity
`purity_score`	< 75	⚠️ Warning
`purity_score`	< 50	🚨 Critical
`contamination_flag`	= 1	🚨 Critical

When to Use

Before generating operational briefings
When screening incoming data for safety issues
When preparing site-risk rankings

Procedure

Filter records matching any threshold condition
Group flagged records by site_id and technician_id
Compute flag rate per site (flagged records / total records)
Rank sites by flag rate descending
Identify any sites with consecutive threshold breaches (time-series pattern)

Output

Total flagged record count and percentage
Per-site flag rates with severity classification
List of consecutive-breach sites requiring immediate attention