Buckets:
| # 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 | |
| ``` | |
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