Skip to main content

Extract knowledge assertions from tabular data into NCATS Translator-compliant KGX NDJSON — declaratively, with entity resolution and quality control built in.

Project description

Tablassert

PyPI Python License Docs

Extract knowledge assertions from tabular data into NCATS Translator-compliant KGX NDJSON — declaratively, with entity resolution and quality control built in.

pip install tablassert
tablassert build-knowledge-graph config.yaml

Full Documentation — installation guides, tutorials, configuration reference, and API docs.

Installation

pip install tablassert

All dependencies (ML, web, Excel support) are included in the base install. An optional extra is available for CPU compatibility:

pip install "tablassert[rtcompat]"  # Polars build for CPUs without required instructions
Docker
docker pull ghcr.io/skyeav/tablassert:latest

docker run --rm \
  -v /path/to/config:/data \
  -v /path/to/datassert:/datassert \
  ghcr.io/skyeav/tablassert:latest \
  build-knowledge-graph /data/graph-config.yaml

Quick Demo

# Build a knowledge graph from a YAML configuration
$ tablassert build-knowledge-graph graph-config.yaml
⠋ Loading Tables...
⠋ Extracting Sections...
⠋ Building TCode...
⠋ Collecting Instructions...
⠋ Building Subgraphs...
⠋ Compiling Graph...
✓ Finished!

Define your entities and relationships in YAML, point tablassert at your data, and get NCATS Translator-compliant KGX NDJSON out the other side — no code required. Intermediate section artifacts are staged in .storassert/ during the build.

Key Features

  • Declarative Configuration — YAML-based, no code required
  • Entity Resolution — Maps text to biological entities (genes, diseases, chemicals)
  • Quality Control — Three-stage validation (exact → fuzzy → BERT embeddings)
  • KGX Compliance — NCATS Translator-compatible NDJSON output
  • Performance — Lazy evaluation pipelines with Polars and DuckDB-accelerated entity resolution

Contributing

See CONTRIBUTING.md for development setup, code style, and pull request guidelines.

License

Apache License 2.0

Contributors

Skye Lane Goetz — Institute for Systems Biology, CalPoly SLO

Gwênlyn Glusman — Institute for Systems Biology

Jared C. Roach — Institute for Systems Biology

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

tablassert-7.3.6.tar.gz (215.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

tablassert-7.3.6-py3-none-any.whl (32.2 kB view details)

Uploaded Python 3

File details

Details for the file tablassert-7.3.6.tar.gz.

File metadata

  • Download URL: tablassert-7.3.6.tar.gz
  • Upload date:
  • Size: 215.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for tablassert-7.3.6.tar.gz
Algorithm Hash digest
SHA256 8ad9d4828e55674fee8c274a28fd230901e1c9bf8fa58ec4caea4775f45bd07f
MD5 0cb3d9b99317cba87e009608a79848dc
BLAKE2b-256 d54e174d7f71ecb9a61d5ef7822f0c6c62666bc13e22367549ebbff376f695a4

See more details on using hashes here.

Provenance

The following attestation bundles were made for tablassert-7.3.6.tar.gz:

Publisher: pipy.yml on SkyeAv/Tablassert

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file tablassert-7.3.6-py3-none-any.whl.

File metadata

  • Download URL: tablassert-7.3.6-py3-none-any.whl
  • Upload date:
  • Size: 32.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for tablassert-7.3.6-py3-none-any.whl
Algorithm Hash digest
SHA256 e5ad1657d77984c66337db795eea63d41f5c223bc3899163fe1fa40ef247c472
MD5 4080cc5bdd9c3e327d630127fae50ba5
BLAKE2b-256 9305a4eae72832afa992b26404ed60fc3e56387a1db73d0464bb4df5fe6b2134

See more details on using hashes here.

Provenance

The following attestation bundles were made for tablassert-7.3.6-py3-none-any.whl:

Publisher: pipy.yml on SkyeAv/Tablassert

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page