Market LOB (L50, ITCH-like) — Synthetic Message-Level Order Book
Synthetic Tabular Data
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£2,499
About
Market LOB (L50, ITCH-like) — Synthetic Message-Level Order Book + Calibration Card (Premium Eval Kit)
Provider: Zalingo AI (ALITA Therapeutics Ltd) — Synthetic Data Refinery (UK)
Price: £2,499 (Premium Evaluation Kit)
Category: Finance → Market Microstructure / HFT / Backtesting
Formats: Parquet (Snappy) + CSV previews • Nanosecond timestamps
What this is (in one line)
A PII-safe, high-fidelity synthetic Limit Order Book (LOB) dataset with message-level events (NEW/AMEND/CANCEL/TRADE) and L1–L50 depth snapshots, designed to drop-in to backtesting and microstructure research with ITCH-like field semantics.
Why this is sought-after
- Exchange-grade fidelity: Message-level events at ns precision with queue-aware levels and periodic depth snapshots (L1–L50).
- Plug-and-play: ITCH-like schema and Parquet-first delivery—works immediately with Pandas/Polars/Spark and most backtest stacks.
- Receipts included: Ships with a Calibration Card and QC pass/fail gates (monotonic timestamps, non-negative spread/depth, cancel/amend rate bands).
- Research-ready: Perfect for rapid strategy prototyping, execution algo tuning (VWAP/TWAP/POV), risk stress tests, and model validation—without touching real exchange feeds.
- Procurement-friendly: 100% synthetic by construction (no real counterparties), easing compliance and onboarding.
What you get inside the ZIP
Data (ready to load)
data/<SYMBOL>_<DAY>_L50_events.parquet
— ITCH-like message stream:ts_ns, msg_type, order_id, side, level, px, qty, trade_qty, trade_fills
data/<SYMBOL>_<DAY>_L50_snapshots.parquet
— Depth snapshots (L1–L50) with derivedbest_bid, best_ask, spread
plus columnsbid_qty_Li / ask_qty_Li
for i=1..50 (CSV previews included for both.)
Documentation & integrity
docs/schema.json
— Field dictionary & data typesdocs/manifest.json
— Scenario summary (depth, tick, duration, seed, notes)metrics/calibration_card.json
— QC results + distributional receiptssamples/*
— Preview CSVs you can open in secondschecksums.sha256
— Integrity verification
Typical contents (Premium Eval Kit)
- Scope: 1 synthetic “day” (configurable duration) at L50 depth
- Events:
NEW, AMEND, CANCEL, TRADE, SNAPSHOT
- Timebase: integer nanoseconds since epoch
- Schema parity: ITCH-like (house converter to full OUCH/ITCH mapping available on request)
Who should buy this
- Quant researchers / HFT & execution teams: test order placement, queue dynamics, impact & resiliency without revealing intent.
- Risk & microstructure teams: run volatility/cancellation stress tests on safe synthetic tapes.
- Data science leads: validate pipelines, feature engineering, labeling, and evaluation notebooks—fast.
Quality & Calibration (what we guarantee in this kit)
-
QC gates:
- Timestamp monotonicity (events & snapshots) — PASS
- Non-negative spread and depth — PASS
- Cancel/Amend rate bands within realistic ranges — PASS
-
Calibration Card includes (kit-level):
- Depth L1 means (bid/ask), inter-arrival distribution KS stats, trade quantity ACF excerpt
- Notes on scenario parameters (tick size, event rate, seed)
Need strict ITCH/OUCH field names or a Counterfactual Diff Report (baseline vs shocks)? We can provide a converter + reports on request or via enterprise bundles.
License & compliance
- Evaluation License (90-day, non-production) for internal research and benchmarking.
- 100% synthetic by construction; no PII/PHI; not derived from any single real exchange participant’s data.
How to load (Python)
import pandas as pd
events = pd.read_parquet("data/<SYMBOL>_<DAY>_L50_events.parquet")
snaps = pd.read_parquet("data/<SYMBOL>_<DAY>_L50_snapshots.parquet")
print(events.head(), snaps.head())
Support
- Response: within 1 business day
- Fixes: material schema/data issues within 5 business days
- Contact: joshua@alita-therapeutics.com
Looking for more? We offer enterprise day/week packs, counterfactual shocks, exclusivity, and subscriptions (private listing / direct PO). Ask for the Enterprise LOB Catalog.