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Dataset-to-dashboard intelligence

Signal

Move from an unfamiliar dataset to an interpretable dashboard without hiding the reasoning, transformations, or quality warnings.

Live
  • Python
  • FastAPI
  • React
  • Plotly
  • Data quality
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01 / Overview

An analytical workspace that cleans uploaded data, surfaces quality issues, and builds an explainable dashboard with session history.

Move from an unfamiliar dataset to an interpretable dashboard without hiding the reasoning, transformations, or quality warnings.

02 / Architecture
01Dataset ingestion
02Python validation pipeline
03FastAPI orchestration
04React + Plotly dashboard
05Session history
03 / Key decisions
01

Bundles representative mock datasets so the full workflow can be explored without private data.

02

Makes transformations and data-quality findings visible instead of treating analysis as a black box.

03

Retains session history and a focused refinement loop for iterative dashboard work.

04 / Screenshots