Engineering work

Tested local dashboard

Cooling Loop Dashboard.

From sensor-format files to readable engineering feedback.

Data visualizationStreamlitThermal analysis
21Passing automated tests
CSV + HTMLProcessed data and report exports
Dashboard workflow / file-based analysis
  1. 01CSV input
  2. 02Validate
  3. 03Calculate
  4. 04Visualize
  5. 05Export

Verification with synthetic or defined calculation inputs

Objective

Turn sensor-format CSV files into clear calculations, charts, and data-quality feedback while keeping assumptions and missing information visible.

Engineering

The dashboard applies coolant heat-removal calculations, temperature differences, pressure drop, and simple threshold warnings. An optional synthetic-load column supports an educational heat-balance residual.

Implementation

Developed with AI coding assistance, the Streamlit app loads sample or uploaded files, checks their structure, and displays operating summaries and time-series charts. It exports processed CSV and HTML summaries and reuses the Thermal Calculator package. The documented version is 0.1.0.

Software verification

21 tests passed in the September 10, 2026 local check, covering calculations, malformed and missing inputs, warning paths, conditional reports, and headless application behavior.

Current status

Implemented local dashboard demonstrated with synthetic examples. It analyzes files without live acquisition or equipment control, and uses simple threshold warnings.

Current learning focus

Separating data processing from interface code and making missing values, assumptions, and data origin understandable to the person reading a report.

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