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Add date explorers and converters for forecasting preparation - #865

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cristian-tamblay merged 3 commits into
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feat/date-explorers-converters
Sep 8, 2026
Merged

Add date explorers and converters for forecasting preparation#865
cristian-tamblay merged 3 commits into
developfrom
feat/date-explorers-converters

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@Irozuku

@Irozuku Irozuku commented Sep 7, 2026

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Summary

Introduces a new time series auditing explorer and integrates time series utilities into the initial component registry. The main goal is to automatically assess whether a date column is suitable for forecasting and provide additional tools for time series feature engineering and analysis.

Explorers added

  • TimeIndexAuditExplorer
  • AutocorrelationExplorer
  • SeasonalDecompositionExplorer

Converters added

  • DateFeaturesConverter
  • TimeResamplerConverter

Type of Change

Check all that apply like this [x]:

  • Backend change
  • Frontend change
  • CI / Workflow change
  • Build / Packaging change
  • Bug fix
  • Documentation

Changes (by file)

  • DashAI/back/exploration/explorers/time_index_audit.py: Added TimeIndexAuditExplorer to audit date columns for gaps, repeated dates, irregular time intervals, and forecasting readiness.
  • DashAI/back/initial_components.py: Registered TimeIndexAuditExplorer, AutocorrelationExplorer, and SeasonalDecompositionExplorer.
  • DashAI/back/initial_components.py: Registered DateFeaturesConverter and TimeResamplerConverter for time series feature engineering and resampling.

Time index audit, correlogram and seasonal decomposition on the explorer side; calendar features and resampling
@Irozuku Irozuku added the back Backend work label Sep 7, 2026
@cristian-tamblay
cristian-tamblay merged commit 17455fc into develop Sep 8, 2026
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@cristian-tamblay
cristian-tamblay deleted the feat/date-explorers-converters branch September 8, 2026 20:11
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2 participants