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Built for the Snowflake CoCo CLI Hackathon 2026 (GCC Edition), Track 4: Patient 360 & Clinical/Regulatory Copilot.Batch Tracer reads the monthly CDSCO alerts, extracts each failed batch, and matches it against a hospital's dispensing records

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BatchTrace

Hospital drug-batch safety tracker powered by Snowflake Cortex AI.

BatchTrace ingests CDSCO (Central Drugs Standard Control Organisation) drug-safety alert PDFs, extracts failed-batch information using Cortex AI functions, matches them against a hospital's inventory, identifies exposed patients, triages by clinical severity, and generates actionable reports for pharmacy and clinical staff.

Architecture

CDSCO PDF  ──▶  @RAW.CDSCO_PDFS  ──▶  SP_INGEST  ──▶  ALERT_INGESTION / PAGES / ROWS_RAW
                                       SP_MATCH   ──▶  ALERT_ITEMS / MATCHES
                                       SP_TRIAGE  ──▶  ALERT_TRIAGE / EXPOSURES view
                                       SP_REPORT  ──▶  ALERT_REPORTS / REPORT_BATCHES / REPORT_PATIENTS

Database layout

Schema Purpose
RAW Stages (CDSCO_PDFS, SEED_DATA) and file formats
CORE 16 tables + 2 views: hospital data, alert pipeline, reports, audit
APP Streamlit app objects (future)

Quick start

-- 1. Run setup, tables, load, config in order:
--    sql/01_setup.sql
--    sql/02_tables.sql
--    sql/03_load_data.sql
--    sql/04_app_config.sql

Data

  • data/load/: Main hospital seed data (3,184 batches, 2,190 patients, 5,711 appointments, 8,805 drug lines)
  • data/demo/: 5 demo patients (P90001–P90005) with 25 appointments and 21 drug lines that tell specific clinical stories
  • data/md/: Source markdown files with embedded CSV and loading instructions
  • pdfs/: CDSCO alert PDFs for ingestion testing

Row counts after loading

Table Rows
BAT_BATCHES 3,184
PAT_PATIENTS 2,195
PAT_APPOINTMENTS 5,736
PAT_APPOINTMENT_DRUGS 8,826

All data is synthetic except for real CDSCO batch numbers, product names, and manufacturer names.

CoCo Skills

Four pipeline skills in .cortex/skills/ (CLI) and .snowflake/cortex/skills/ (Snowsight):

Skill Purpose
ingest Parse and extract rows from CDSCO alert PDFs
match Match extracted alert items to hospital batch inventory
triage Identify exposed patients and assign clinical priority
report Generate summary reports with batch and patient details

About

Built for the Snowflake CoCo CLI Hackathon 2026 (GCC Edition), Track 4: Patient 360 & Clinical/Regulatory Copilot.Batch Tracer reads the monthly CDSCO alerts, extracts each failed batch, and matches it against a hospital's dispensing records

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