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SantanderAI / gen-fraud-graph

Synthetic fraud graph generator for benchmarking graph-based fraud detection models in financial services.

Why this job: matched by what the repo talks about: benchmark, model, bas, detection

What it does

  • Massive scale. Generate from 1K to 100M+ accounts with configurable scale factor
  • Fraud pattern injection. Cyclic money-laundering rings with configurable depth (4–7 hops)
  • Parallel generation. Multi-process workers for fast generation on high-core machines
  • Vector embeddings. Three providers: fake (random, fast), local (SentenceTransformers), openai (API)
  • Multiple formats. Generic CSV or AWS Neptune bulk-load format

Get started

uv pip install -e '.[local]'
# SentenceTransformers (local model)
uv pip install -e '.[openai]'
# OpenAI API embeddings
uv pip install -e '.[all]'
# Everything including dev tools

You need: Python >= 3.10; NumPy >= 1.24; Pandas >= 2.0

Maintenance
Active
Last commit 3 months ago
Stars
295
On GitHub
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.1.0
Released 4 months ago
Built with
Python
100% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
80% closed
1 still open
Pull requests
10 merged
1 waiting
Releases
1
1 in the last year

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More: languages, topics, project record and preview image

Languages

  • Python 100%

Topics

  • aml
  • anti-money-laundering
  • apache-2-0
  • benchmark
  • financial-services
  • fraud-detection
  • graph-ml
  • graph-neural-networks
  • machine-learning
  • open-source
  • python
  • responsible-ai

Project record

  • JobEvals and observability
  • StatusListed
  • Commits17
  • Forks82
  • Watching2
  • Stars in 28 days+5
  • CreatedMay 25, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

Project preview image

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