Comprehensive analytics platform

.devcontainer/devcontainer.json

@@ -0,0 +1,52 @@
+{
+  "name": "AHGD V3: Real Data Processing Environment",
+  "image": "mcr.microsoft.com/devcontainers/python:1-3.11-bullseye",
+
+  "features": {
+    "ghcr.io/devcontainers/features/python:1": {
+      "version": "3.11",
+      "installTools": true
+    },
+    "ghcr.io/devcontainers/features/git:1": {
+      "ppa": true,
+      "version": "latest"
+    }
+  },
+
+  "customizations": {
+    "vscode": {
+      "settings": {
+        "python.defaultInterpreterPath": "/usr/local/bin/python",
+        "python.analysis.typeCheckingMode": "basic",
+        "files.watcherExclude": {
+          "**/real_data/**": true,
+          "**/data/**": true,
+          "**/cache/**": true,
+          "**/*.parquet": true,
+          "**/*.db": true
+        }
+      },
+      "extensions": [
+        "ms-python.python",
+        "ms-python.vscode-pylance", 
+        "ms-toolsai.jupyter",
+        "ms-vscode.vscode-json",
+        "redhat.vscode-yaml"
+      ]
+    }
+  },
+
+  "containerEnv": {
+    "PYTHONPATH": "/workspaces/AHGD/src",
+    "AHGD_ENV": "cloud_processing",
+    "POLARS_MAX_THREADS": "4"
+  },
+
+  "postCreateCommand": "bash .devcontainer/setup.sh",
+
+  "mounts": [
+    "source=ahgd-data-volume,target=/tmp/ahgd_data,type=volume"
+  ],
+
+  "remoteUser": "vscode"
+}

.devcontainer/setup.sh

@@ -0,0 +1,76 @@
+#!/bin/bash
+set -e
+
+echo "🚀 Setting up AHGD V3 Real Data Processing Environment"
+echo "=================================================="
+
+# Update system packages
+echo "📦 Updating system packages..."
+sudo apt-get update -y
+sudo apt-get install -y \
+    build-essential \
+    curl \
+    git \
+    htop \
+    tree \
+    unzip \
+    wget
+
+# Install Python dependencies
+echo "🐍 Installing Python dependencies..."
+pip install --upgrade pip
+pip install -r requirements.txt
+
+# Install additional geospatial libraries for real boundary data
+echo "🗺️  Installing geospatial libraries..."
+pip install geopandas folium contextily
+
+# Create data processing directories
+echo "📁 Creating data processing directories..."
+mkdir -p /tmp/ahgd_data
+mkdir -p /tmp/processed_data
+mkdir -p /tmp/exports
+
+# Set up environment variables
+echo "⚙️  Setting up environment..."
+echo "export PYTHONPATH=/workspaces/AHGD/src" >> ~/.bashrc
+echo "export AHGD_DATA_DIR=/tmp/ahgd_data" >> ~/.bashrc
+echo "export POLARS_MAX_THREADS=4" >> ~/.bashrc
+
+# Create quick-start script for real data processing
+echo "📝 Creating real data processing quick-start..."
+cat > /workspaces/AHGD/start_cloud_processing.sh << 'EOF'
+#!/bin/bash
+echo "🇦🇺 AHGD V3: Real Australian Government Data Processing"
+echo "====================================================="
+echo ""
+echo "📊 Available Commands:"
+echo "  1. Download real data:     python real_data_pipeline.py"
+echo "  2. Process with Polars:    python process_real_data.py"
+echo "  3. Run performance tests:  python src/performance/benchmark_suite.py"
+echo "  4. Full pipeline report:   python full_pipeline_report.py"
+echo ""
+echo "💾 Storage locations:"
+echo "  - Raw data:        /tmp/ahgd_data"
+echo "  - Processed data:  /tmp/processed_data"
+echo "  - Exports:         /tmp/exports"
+echo ""
+echo "🎯 Next step: python real_data_pipeline.py --priority=1"
+echo ""
+EOF
+
+chmod +x /workspaces/AHGD/start_cloud_processing.sh
+
+# Display environment info
+echo ""
+echo "✅ AHGD V3 Environment Setup Complete!"
+echo "======================================"
+echo "🐍 Python:     $(python --version)"
+echo "📦 Pip:        $(pip --version)"
+echo "🗄️  Storage:    $(df -h /tmp | tail -1 | awk '{print $4}') available in /tmp"
+echo "🧠 Memory:     $(free -h | awk '/^Mem:/ {print $2}') total RAM"
+echo "⚙️  CPU cores:  $(nproc) cores"
+echo ""
+echo "🚀 Ready to process real Australian government data!"
+echo "   Run: ./start_cloud_processing.sh"
+echo ""

.gitignore

@@ -1,3 +1,8 @@
+# ============================================
+# AHGD V3: Comprehensive .gitignore
+# Keep only source code, exclude ALL data
+# ============================================
+
 # Python-generated files
 __pycache__/
 *.py[cod]
@@ -31,62 +36,185 @@ ENV/
 env.bak/
 venv.bak/
 
-# IDE
+# IDE and editors
 .vscode/
 .idea/
 *.swp
 *.swo
 *~
+.sublime-project
+.sublime-workspace
 
 # Jupyter Notebook
 .ipynb_checkpoints
+*.ipynb_checkpoints/
 
-# Data files (keep structure but ignore actual data)
-data/raw/*.csv
-data/raw/*.xlsx
-data/raw/*.json
-data/raw/*.parquet
-data/processed/*.csv
-data/processed/*.xlsx
-data/processed/*.json
-data/processed/*.parquet
-
-# Large data files (>100MB) - GitHub limit
-data/raw/demographics/2021_GCP_AUS_SA2.zip
-data/raw/demographics/2021_GCP_NSW_SA2.zip
-data/raw/health/mbs_demographics_historical_1993_2015.zip
-docs/assets/initial_map.html
+# ============================================
+# DATA FILES - EXCLUDE ALL REAL DATA
+# ============================================
+
+# Real government data downloads (MASSIVE FILES)
+real_data/
+real_data/**/*
+*.zip
+*.tar
+*.gz
+*.7z
+*.rar
+
+# All data directories and caches
+data/
+data/**/*
+cache/
+cache/**/*
+outputs/
+outputs/**/*
+
+# Parquet storage (can be hundreds of MB)
+data/demo_polars_cache/
+data/benchmark_cache/
+data/parquet_store/
+data/test_storage/
+*.parquet
 
-# Large zip files and downloads
-data/raw/**/*.zip
-data/raw/**/*.7z
-data/raw/**/*.gz
+# DuckDB databases
+*.db
+*.duckdb
+health_analytics.db
+health_data_polars.duckdb
 
-# Large HTML visualisations (>50MB)
+# Performance and monitoring data
+performance_metrics.db
+benchmark_results.json
+
+# ============================================
+# GENERATED FILES AND OUTPUTS
+# ============================================
+
+# Large HTML visualizations
 docs/assets/initial_map.html
+docs/initial_map.html
+*.html
 
-# Logs
-*.log
-logs/*.log
+# Generated documentation
+docs/generated/
 
-# OS
+# Temporary processing files
+*.tmp
+*.temp
+temp/
+tmp/
+
+# Excel and CSV files (could be large datasets)
+*.xlsx
+*.xls
+*.csv
+
+# JSON data files (not config)
+data*.json
+results*.json
+export*.json
+
+# ============================================
+# SYSTEM AND OS FILES
+# ============================================
+
+# macOS
 .DS_Store
 .DS_Store?
 ._*
 .Spotlight-V100
 .Trashes
+
+# Windows
 ehthumbs.db
 Thumbs.db
+Desktop.ini
+
+# Linux
+.directory
+
+# ============================================
+# DEVELOPMENT AND DEPLOYMENT
+# ============================================
 
 # Environment variables
 .env
 .env.local
 .env.*.local
+.user.yml
+
+# Logs and monitoring
+*.log
+logs/
+logs/**/*
 
 # Streamlit
 .streamlit/
 
-# Temporary files
-*.tmp
-*.temp
-docs/assets/initial_map.html
+# Docker volumes and data
+volumes/
+docker-data/
+
+# DVC (Data Version Control)
+.dvc/
+*.dvc
+
+# DLT (Data Load Tool) state
+.dlt/
+.dlt/**/*
+
+# DBT (Data Build Tool)
+dbt_packages/
+target/
+logs/
+profiles.yml
+
+# ============================================
+# SPECIFIC TO THIS PROJECT
+# ============================================
+
+# Large Australian Census files
+*Census*.csv
+*census*.csv
+2021_GCP_*.csv
+
+# Geographic boundary files (shapefiles are large)
+*.shp
+*.shx
+*.dbf
+*.prj
+
+# Any government data extracts
+*_extract_*
+*_raw_*
+*government_data*
+
+# Test and sample data that might be large
+sample_*.parquet
+test_*.csv
+demo_*.db
+
+# Architecture diagrams and large assets
+architecture_*.png
+diagram_*.svg
+
+# Backup and archive files
+*.bak
+*.backup
+archive/
+backup/
+
+# ============================================
+# KEEP ONLY SOURCE CODE AND CONFIGS
+# ============================================
+# This gitignore is designed to keep:
+# - Python source code (*.py)
+# - Configuration files (*.yml, *.yaml, *.toml)
+# - Documentation (*.md)
+# - Requirements (requirements.txt, pyproject.toml)
+# - Docker configs (Dockerfile*, docker-compose*)
+# - CI/CD configs (.github/)
+# - Small sample configs and schemas
+# ============================================
+PRPs/