Time Series Decomposer - Auto-activating skill for Data Analytics. Triggers on: time series decomposer, time series decomposer Part of the Data Analytics skill category.
36
Quality
3%
Does it follow best practices?
Impact
96%
1.00xAverage score across 3 eval scenarios
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./planned-skills/generated/12-data-analytics/time-series-decomposer/SKILL.mdTime series decomposition with validation
Trend component extracted
100%
100%
Seasonal component extracted
100%
100%
Residual component extracted
100%
100%
Named decomposition method
100%
100%
Additive or multiplicative choice
100%
100%
Components visualization
100%
100%
Reconstruction validation
0%
0%
Residual analysis
100%
100%
Seasonality period identified
100%
100%
Runnable production code
100%
100%
Trend direction interpretation
100%
100%
Output files saved
100%
100%
Without context: $0.4778 · 2m 2s · 25 turns · 28 in / 6,174 out tokens
With context: $0.6004 · 2m 21s · 30 turns · 921 in / 8,060 out tokens
SQL data extraction and decomposition
SQL query for extraction
100%
100%
SQL ordering or aggregation
100%
100%
Trend component present
100%
100%
Seasonal component present
100%
100%
Residual component present
100%
100%
Named decomposition method
100%
100%
Visualization of components
100%
100%
BI interpretation included
100%
100%
Runnable complete code
100%
100%
Seasonality period stated
100%
100%
Validation or quality check
100%
100%
Output persisted to disk
100%
100%
Without context: $0.6770 · 2m 36s · 30 turns · 30 in / 9,534 out tokens
With context: $0.7342 · 2m 38s · 32 turns · 144 in / 9,936 out tokens
BI reporting with seasonal pattern analysis
Step-by-step process documented
100%
100%
Trend visualization
100%
100%
Seasonal visualization
100%
100%
Residual visualization
100%
100%
Named decomposition method
100%
100%
Seasonality period quantified
100%
100%
Seasonal amplitude reported
100%
100%
Business interpretation of trend
100%
100%
Seasonal peak periods identified
100%
100%
Residual outlier or anomaly note
100%
100%
Runnable production code
100%
100%
Output report file saved
100%
100%
Without context: $0.5624 · 2m 53s · 25 turns · 26 in / 9,472 out tokens
With context: $1.0332 · 4m 13s · 43 turns · 1,335 in / 14,330 out tokens
0c08951
Table of Contents
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