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🏛️ Federal Agency POC Workshop Tracks
Last Updated: 2026-04-15 | Version: 2.0 Status: ✅ Final | Maintainer: Documentation Team
  
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📋 Overview
These supplemental workshop tracks extend the base 3-day Casino/Gaming POC to cover federal agency analytics use cases. Each track can be run as a standalone 1-day workshop or integrated into the existing 3-day agenda as Day 4-5 extensions.
Each federal track follows the same proven medallion architecture pattern (Bronze → Silver → Gold → Power BI) but applies it to real government open datasets.
📊 Track Options
| Track | Agency | Duration | Difficulty | Data Sources |
| 🌾 Track A | USDA - Agriculture | 4-5 hours | Intermediate | NASS QuickStats API, FSIS Recalls |
| 💼 Track B | SBA - Small Business | 4-5 hours | Intermediate | PPP Loans, 7(a)/504 Lending |
| 🌊 Track C | NOAA - Weather & Climate | 5-6 hours | Advanced | Weather API, Storm Events, CDO |
| 🏭 Track D | EPA - Environment | 5-6 hours | Advanced | AQS API, TRI, ECHO, SDWIS |
| 🏔️ Track E | DOI - Natural Resources | 5-6 hours | Advanced | USGS Earthquakes, NWIS, NPS Stats |
🌾 Track A: USDA Agriculture Analytics
Prerequisites
- Completed Day 1 (Bronze/Silver fundamentals)
- Python environment with generators installed
Agenda
| Time | Activity | Resources |
| 09:00-09:30 | USDA Data Landscape - NASS, FSIS, SNAP overview | Tutorial 32 |
| 09:30-10:00 | Data Source Setup - Choose synthetic generator OR open data download | usda_generator.py, usda_download.py |
| 10:00-10:15 | Break | |
| 10:15-11:15 | Bronze Ingestion - Crop production & food safety | 12_bronze_usda.py |
| 11:15-12:15 | Silver Transformation - Validation, DQ scoring, dedup | 12_silver_usda.py |
| 12:15-13:15 | Lunch | |
| 13:15-14:15 | Gold Analytics - Crop rankings, food safety index, executive summary | 12_gold_usda_analytics.py |
| 14:15-14:30 | Break | |
| 14:30-15:30 | Power BI Dashboard - Direct Lake, crop maps, recall treemap | Tutorial 32 Step 5 |
| 15:30-16:00 | Data Quality & Governance - GE suites, Purview classification | Tutorial 32 Steps 6-7 |
Key Deliverables
💼 Track B: SBA Small Business Analytics
Agenda
| Time | Activity | Resources |
| 09:00-09:30 | SBA Loan Programs Overview - PPP, 7(a), 504, SBIR | Tutorial 33 |
| 09:30-10:00 | Data Source Setup - Generator or PPP/7a CSV downloads | sba_generator.py, sba_download.py |
| 10:00-10:15 | Break | |
| 10:15-11:15 | Bronze Ingestion - PPP loans & 7(a)/504 lending data | 13_bronze_sba.py |
| 11:15-12:15 | Silver Transformation - NAICS validation, loan status standardization | 13_silver_sba.py |
| 12:15-13:15 | Lunch | |
| 13:15-14:15 | Gold Analytics - Loan portfolio, economic impact, lender scorecards | 13_gold_sba_analytics.py |
| 14:15-14:30 | Break | |
| 14:30-15:30 | Power BI Dashboard - Loan distribution map, sector analysis | Tutorial 33 Step 5 |
| 15:30-16:00 | Governance & PII - Business owner data protection | Tutorial 33 Steps 6-7 |
Key Deliverables
🌊 Track C: NOAA Weather & Climate Analytics
Agenda
| Time | Activity | Resources |
| 09:00-09:30 | NOAA Data Ecosystem - Weather API, Storm DB, CDO, CO-OPS | Tutorial 34 |
| 09:30-10:00 | Data Source Setup - Generator or real API downloads | noaa_generator.py, noaa_download.py |
| 10:00-10:15 | Break | |
| 10:15-11:30 | Bronze Ingestion - Weather obs, storm events, climate data | 14_bronze_noaa.py |
| 11:30-12:30 | Silver Transformation - Unit standardization, damage parsing | 14_silver_noaa.py |
| 12:30-13:30 | Lunch | |
| 13:30-14:30 | Gold Analytics - Storm impact, climate trends, severe weather risk | 14_gold_noaa_analytics.py |
| 14:30-14:45 | Break | |
| 14:45-15:30 | Real-Time Weather - Eventstream setup for live observations | Tutorial 34 RT section |
| 15:30-16:15 | Power BI Dashboard - Storm choropleth, temperature trends | Tutorial 34 Step 5 |
| 16:15-16:45 | Data Quality & Wrap-up | |
Key Deliverables
🏭 Track D: EPA Environmental Analytics
Agenda
| Time | Activity | Resources |
| 09:00-09:30 | EPA Data Overview - AQS, TRI, ECHO, SDWIS, GHGRP | Tutorial 35 |
| 09:30-10:00 | Data Source Setup - Generator or EPA API downloads | epa_generator.py, epa_download.py |
| 10:00-10:15 | Break | |
| 10:15-11:30 | Bronze Ingestion - Air quality, toxic releases, water quality | 15_bronze_epa.py |
| 11:30-12:30 | Silver Transformation - AQI classification, CAS validation | 15_silver_epa.py |
| 12:30-13:30 | Lunch | |
| 13:30-14:30 | Gold Analytics - AQI index, facility risk, water compliance, env scorecard | 15_gold_epa_analytics.py |
| 14:30-14:45 | Break | |
| 14:45-15:30 | Real-Time AQI - Eventhouse for live air quality monitoring | Tutorial 35 KQL section |
| 15:30-16:15 | Power BI Dashboard - Air quality heat map, TRI facility map | Tutorial 35 Step 5 |
| 16:15-16:45 | Environmental Justice Analysis | |
Key Deliverables
🏔️ Track E: DOI Natural Resources Analytics
Agenda
| Time | Activity | Resources |
| 09:00-09:30 | DOI Agency Overview - USGS, BLM, FWS, NPS | Tutorial 36 |
| 09:30-10:00 | Data Source Setup - Generator or USGS/NPS API downloads | doi_generator.py, doi_download.py |
| 10:00-10:15 | Break | |
| 10:15-11:30 | Bronze Ingestion - Earthquakes, water data, park visitation | 16_bronze_doi.py |
| 11:30-12:30 | Silver Transformation - Magnitude validation, coordinate enrichment | 16_silver_doi.py |
| 12:30-13:30 | Lunch | |
| 13:30-14:30 | Gold Analytics - Seismic risk, water resources, park performance | 16_gold_doi_analytics.py |
| 14:30-14:45 | Break | |
| 14:45-15:30 | Real-Time Earthquakes - USGS real-time event streaming | Tutorial 36 RT section |
| 15:30-16:15 | Power BI Dashboard - Earthquake map, park visitor trends | Tutorial 36 Step 5 |
| 16:15-16:45 | Geospatial & Wrap-up | |
Key Deliverables
🌐 Multi-Agency Cross-Domain Workshop (Day 5)
For organizations managing data across multiple agencies, an optional Day 5 covers:
| Time | Activity |
| 09:00-10:00 | Data Mesh Architecture - Domain workspaces, OneLake shortcuts |
| 10:00-11:00 | Cross-Domain Gold Layer - Executive dashboards spanning all agencies |
| 11:00-12:00 | Federated Governance - Purview policies, classification taxonomy |
| 12:00-13:00 | Lunch |
| 13:00-14:00 | Error Handling & Monitoring - Production error table, Data Activator alerts |
| 14:00-15:00 | Performance Optimization - Copy parallelism, Spark tuning, Direct Lake |
| 15:00-16:00 | New Fabric Features - Fabric IQ, AI Copilot, RTI advanced patterns |
| 16:00-16:30 | Wrap-up & Next Steps |
🧭 Choosing Your Track
flowchart TD
A[Start: Choose Track] --> B{Primary Domain?}
B -->|Agriculture/Food| C[Track A: USDA]
B -->|Business/Loans| D[Track B: SBA]
B -->|Weather/Climate| E[Track C: NOAA]
B -->|Environment| F[Track D: EPA]
B -->|Natural Resources| G[Track E: DOI]
C --> H{Multi-Agency?}
D --> H
E --> H
F --> H
G --> H
H -->|Yes| I[Add Day 5: Cross-Domain]
H -->|No| J[Complete!]
🔄 Data Source Flexibility
Each track supports two data source options:
| Option | When to Use | Setup Time | Data Freshness |
| Synthetic Generator | No internet, quick setup, deterministic testing | 5 min | Simulated |
| Open Data Download | Real-world demos, actual patterns, client presentations | 15-30 min | Real (latest available) |
Both options produce parquet files with identical schemas, so all notebooks work with either source.
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