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ambtiharibabu / pharma-em-trend-tracker

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Python pipeline simulating daily pharma cleanroom EM data review - flags 64 exceedances (Alert/Action) across 6 ISO-classified zones from 500 monitoring records, produces audit-ready 3-sheet Excel reports and weekly trend charts aligned to USP 1116 and EU GMP Annex 1.

python sqlite pandas data-analytics matplotlib quality-assurance adverse-events pharma environmental-monitoring compliance-automation streamlit exceedance cgmp usp-1116-eu-gmp
  • Updated Apr 16, 2026
  • Python

ambtiharibabu / pharma-em-investigation-pipeline

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Python + Streamlit pipeline simulating a pharma sterile facility's full EM adverse event workflow - auto-flags 39 exceedances across 5 ISO-classified cleanrooms, initiates investigation logs, detects repeat adverse events within 30-day windows, and exports cGMP-aligned audit-ready Excel reports.

python sqlite pandas data-analytics adverse-events pharma environmental-monitoring compliance-automation streamlit fda-compliance cgmp adverse-event-reporting
  • Updated Apr 16, 2026
  • Python

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