# Data Sources All datasets are **free and publicly accessible**. ## Primary Datasets ### 1. Binance Public Data ⭐⭐⭐⭐⭐ - **What**: Free historical trade + order-book data for every Binance-listed symbol - **Granularity**: Trade-by-trade CSVs, daily/monthly aggregates, depth snapshots - **Real-time**: Free WebSocket (`wss://stream.binance.com:9443`) - **Coverage**: All Binance symbols, 2017–present - **Cost**: Free, no auth for public data - **URLs**: - Historical: https://data.binance.vision - Live: `wss://stream.binance.com:9443/ws` - Docs: https://github.com/binance/binance-public-data - **Use for**: 80% of the demo. Live stream + historical crash windows (May 2021 BTC, May 2022 LUNA) ### 2. FI-2010 Benchmark ⭐⭐⭐⭐⭐ - **What**: First publicly available HFT LOB benchmark - **Granularity**: ~10ms ticks, 10 levels of depth - **Coverage**: 5 Finnish stocks, 10 days - **Labels**: Pre-annotated mid-price movement (up/down/stationary, 3 horizons) - **Cost**: Free - **URL**: https://etsin.fairdata.fi/dataset/73eb48d7-4dbc-4a10-a52a-da745b47a649 - **Paper**: Ntakaris et al. (2018), Journal of Forecasting - **Use for**: Academic benchmark, training, comparing to published baselines ### 3. LOBSTER ⭐⭐⭐⭐ - **What**: Reconstructed NASDAQ TotalView-ITCH limit order books - **Granularity**: Nanosecond, every order event - **Coverage**: Any NASDAQ stock, 2007–present - **Cost**: Free for academic use (university email); paid for commercial - **URL**: https://lobsterdata.com - **Use for**: Equity-market credibility, May 6, 2010 flash crash reconstruction ### 4. NASDAQ TotalView-ITCH Raw ⭐⭐⭐⭐ - **What**: Raw NASDAQ direct-feed protocol - **Spec**: Public PDF (nasdaqtrader.com, NQTVITCH 5.0) - **Parsers**: Open-source (Python, Julia, Rust) - **Sample**: Free at https://data.nasdaq.com/databases/NTV - **Cost**: Full historical is paid; samples free - **Use for**: Low-latency parsing demo ### 5. Tardis.dev ⭐⭐⭐ - **What**: Commercial crypto tick data (L2/L3 snapshots) - **Coverage**: All major crypto exchanges - **Cost**: Paid (limited free tier) - **URL**: https://tardis.dev - **Use for**: LUNA crash L3 data ## Labeled Crash Windows ### May 6, 2010 — US Equities Flash Crash - Dow dropped 998.5 points (9.2%) in 36 minutes - $1 trillion wiped, recovered in 20 minutes - Source: LOBSTER reconstruction - SEC/CFTC report: https://www.sec.gov/files/marketevents-report.pdf ### May 19, 2021 — Bitcoin Flash Crash - BTC -30% in hours - $8B liquidations - Binance outage during crash - Source: Binance public data (data.binance.vision) ### May 2022 — LUNA / UST Death Spiral - LUNA -99.9% in 48 hours - $40B wiped - UST stablecoin depeg - Source: Binance public data + Tardis.dev ## Data Pipeline ``` Ingest → Normalize → Features → Detect → Alert │ │ │ │ │ │ │ │ │ └── Slack/PagerDuty │ │ │ └── 5-stage cascade (27ms p99) │ │ └── Flink (20 features, 2ms) │ └── Rust proxy (sub-ms) └── Binance WebSocket / CSVs ```