Checking release status

See liquidation risk
before the outcome.

A research-ready historical dataset for studying DeFi lending stress, near misses and liquidation outcomes across market conditions.

Sample contains synthetic, clearly labelled examples only. It is not production data.

STRESS TRAJECTORY / ILLUSTRATIVEBUCKETED OBSERVATIONS

Built for analysis,
not extraction.

Four editions built for different depths of research, from a focused core dataset to broader historical coverage and custom delivery.

01

Stress trajectories

Bucketed position observations and safe derived change features for longitudinal analysis.

02

Outcome labels

Liquidated and near-miss flags, plus time-to-liquidation only where derivable.

03

Risk context

Oracle move, volatility regime, liquidity and position-size buckets, stress score and risk class where supported.

04

Research tooling

CSV release, data dictionary, manifest, QA report and cryptographic checksums.

Built for research.
Ready for analysis.

ABF packages historical lending-risk observations into consistent, documented datasets designed for quantitative research and model development.

  • Purpose-built canonical schema
  • Deterministic normalization and validation
  • No invented values—missing remains missing
  • Versioned artifacts with SHA-256 integrity
CURRENT RELEASE

Founding release in preparation

Sample and methodology are available while release coverage is being prepared.

Availability
In preparation
Production access
Not yet available

Designed for notebooks,
models and risk review.

Download data dictionary ↘
FIELDTYPEDESCRIPTIONEXAMPLE
timestamp_bucketdatetimeUTC observation time rounded to release bucket2026-01-15T12:00:00Z
hf_velocitynumberHealth-factor change per minute-0.0042
volatility_regimecategoryDerived market volatility bandhigh
minutes_until_liquidationintegerMinutes to observed liquidation, when derivable35
risk_classcategoryDeterministic stress classificationcritical

Illustrative schema values. Available fields and derivation coverage are release-manifest driven.

Reproducible by design.

1Ingest CSV, JSON or SQLite-exported flat files.
2Normalize Map inputs to a stable canonical schema without fabricating missing observations.
3Enrich Build consistent time windows, outcome labels and derived research features.
4Validate Run quality checks, document the schema and package versioned release artifacts.
Read full methodology →

Choose the depth
your work needs.

One-time purchase. Each edition adds data depth, coverage or delivery options.

Prices are based in USD and localized for your region. Checkout shows the final charge currency and amount.

RESEARCH

$399

A focused core dataset for individual research and exploratory analysis.

  • Curated liquidation-outcome dataset
  • Core market context
  • CSV + data dictionary
COMMERCIAL

$2,490

The broadest standard dataset for production-grade analytics and commercial research.

  • Everything in Professional
  • Broad historical and market coverage
  • Cross-market aggregates + feature tables
ENTERPRISE / CUSTOM

$7,500

The full dataset with bespoke data scope and delivery options.

  • Everything in Commercial
  • Custom cohorts and aggregations
  • Custom formats and delivery scope
Contact sales

Questions,
answered plainly.

Can I buy from another country?

Yes. Stripe Checkout presents supported local currency, available payment methods and preferred language in supported regions.

Is the sample real production data?

No. Every row is synthetic and labelled as such. It demonstrates format only.

What file formats are included?

Formats vary by edition. CSV is available in Research, while higher editions add Parquet and model-ready tables.

What changes between editions?

Higher editions add richer cohorts, derived features, broader historical coverage and delivery options. Usage rights also expand by edition.

When is the release available?

Availability is shown from the published release manifest. If no manifest is present, the founding release remains in preparation and purchase is disabled.

Are refunds available?

Because this is a digital product, completed deliveries are generally final except where files are defective or applicable law requires otherwise. See the refund policy.

RESEARCH-READY DATA

Evaluate the structure.
Choose the depth you need.

Sales contact details are provided through checkout when a validated release is available.