python3-timbl

Python 3 language binding for the Tilburg Memory-Based Learner

Tool suite: TiMBL

The following closely related tools are in a tool suite together with python3-timbl:

  • Command-line Application
  • Software Library
  • Active: The project has reached a stable, usable state and is being actively developed.

TiMBL 6.9

TiMBL is an open source software package implementing several memory-based learning algorithms, among which IB1-IG, an implementation of k-nearest neighbor classification with feature weighting suitable for symbolic feature spaces, and IGTree, a decision-tree approximation of IB1-IG. All implemented algorithms have in common that they store some representation of the training set explicitly in memory. During testing, new cases are classified by extrapolation from the most similar stored cases. [view more]
  • decision tree
  • k-nearest neighbours
  • knn
  • machine learning
  • memory based learning
  • natural language processing
  • nlp
  • Bsd
  • Linux
  • Macos
Created: 1998

Citation

You can cite this software using the following citation generated from its metadata:

Logs & Reviews

Name
Automatic software metadata validation report for python3-timbl 2020.6.8
Author
  • codemetapy validator using software.ttl
Date
2024-07-22 03:13:17
Review
Please consult the CLARIAH Software Metadata Requirements at https://github.com/CLARIAH/clariah-plus/blob/main/requirements/software-metadata-requirements.md for an in-depth explanation of any found problems

Validation of python3-timbl 2020.6.8 was successful (score=3/5), but there are some warnings which should be addressed:

1. Info: Software source code *SHOULD* link to a continuous integration service that builds the software and runs the software's tests (This is missing in the metadata)
2. Warning: The producer of the software source code *SHOULD* be expressed (This is missing in the metadata)
3. Info: An interface type *SHOULD* be expressed: Software source code should define one or more target products that are the resulting software applications offering specific interfaces (This is missing in the metadata)
4. Warning: Documentation *SHOULD* be expressed (This is missing in the metadata)
5. Info: Reference publications *SHOULD* be expressed, if any (This is missing in the metadata)
6. Info: The funder *SHOULD* be acknowledged (This is missing in the metadata)
7. Info: A research domain *SHOULD* be expressed as a category using the NWO Research Fields vocabulary, if applicable (This is missing in the metadata)
8. Info: A research activity *SHOULD* be expressed as a category using the TaDiRaH vocabulary (This is missing in the metadata)
Rating
★ ★ ★ ☆ ☆
(log file starts at Mon Jul 22 03:13:05 UTC 2024)

[harvester info] --> Processing python-timbl (https://github.com/proycon/python-timbl) [Mon Jul 22 03:13:05 UTC 2024]

[harvester info] Git updating cached clone of https://github.com/proycon/python-timbl...

[harvester info] Found release v2020.06.08

[harvester info] Using 'v2020.06.08'

[harvester info] Git reference: v2020.06.08

[harvester info] Scanning directory /tmp/codemeta-harvester.cache/python-timbl for harvestable resources...

[harvester info] found python setup for python-timbl, converting to codemeta

[harvester info] Looking for license....

[harvester info] Found license GPL-3.0-only

[harvester info] Getting contributors from git...

[harvester info] No git contributors found

[harvester info] Getting top contributor from git...

[harvester info] Git top contributor  will be assigned as author (and maintainer) if none are found in the metadata

[harvester info] Extracting last and first commit date from git log....

[harvester info] Date created: 2013-02-11T12:09:56Z+0100, date modified: 2020-06-08T22:37:07Z+0200

[harvester info] Querying Github/GitLab API (https://github.com/proycon/python-timbl)

[harvester info] Adding URL for found README: README.rst

[harvester info] Found releaseNotes

[harvester info] Querying Zenodo API for DOI (access token provided)...

[harvester info] Converting README.rst to README.md

[harvester info] Looking for TRL information in README.md...

[harvester info] Looking for repostatus information in README.md...

[harvester info] Found repostatus https://www.repostatus.org/#active

[harvester info] Looking for continuous integration information in README.md...

[harvester info] Looking for documentation links in README.md...

[harvester info] Falling back to git tag (v2020.06.08) if no version number is specified...

[harvester info] Inferring repostatus information from git activity (used only as a fallback if not explicitly provided)...

[harvester info] Inferred repostatus https://www.repostatus.org/#inactive

[harvester info] Looking for repostatus information in README.rst in master branch...

[harvester info] Found repostatus (master branch) https://www.repostatus.org/#active

[harvester info] Setting group TiMBL

[harvester info] Reconciliating: codemetapy  --baseuri https://tools.dev.clariah.nl --baseuri https://tools.dev.clariah.nl --includecontext --addcontext https://w3id.org/nwo-research-fields --addcontext https://w3id.org/research-technology-readiness-levels --addcontextgraph https://vocabs.dariah.eu/rest/v1/tadirah/data?format=text/turtle --trl --identifier "python-timbl" --codeRepository "https://github.com/proycon/python-timbl" --validate /etc/software.ttl --released --enrich --textv "Please consult the CLARIAH Software Metadata Requirements at https://github.com/CLARIAH/clariah-plus/blob/main/requirements/software-metadata-requirements.md for an in-depth explanation of any found problems" -O /tmp/out/python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/99-version.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/99-repostatus.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/90-authors.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/43-releasenotes.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/41-readme.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/40-gitapi.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/39-gitdate.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/29-license.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/20-python.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/11-repostatus.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/05-repostatus.python-timbl.codemeta.json /tmp/codemeta-harvester.cache//tmp/04-applicationSuite.python-timbl.codemeta.json 

-- begin log --

Passed 12 files/sources but specified 0 input types! Automatically guessing types...

Detected input types: [('/tmp/codemeta-harvester.cache//tmp/99-version.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/99-repostatus.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/90-authors.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/43-releasenotes.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/41-readme.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/40-gitapi.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/39-gitdate.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/29-license.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/20-python.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/11-repostatus.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/05-repostatus.python-timbl.codemeta.json', 'json'), ('/tmp/codemeta-harvester.cache//tmp/04-applicationSuite.python-timbl.codemeta.json', 'json')]

Adding to contextgraph: /tmp/turtle

Initial URI automatically generated, may be overriden later: https://tools.dev.clariah.nl/python-timbl

Processing source #1 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/99-version.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 1 new triples, total is now 2

Processing source #2 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/99-repostatus.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 1 new triples, total is now 3

Processing source #3 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/90-authors.python-timbl.codemeta.json

    Found main resource with URI https://tools.dev.clariah.nl/python-timbl.topcontributor/snapshot

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 1 new triples, total is now 3

Processing source #4 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/43-releasenotes.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 2 new triples, total is now 5

Processing source #5 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/41-readme.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 1 new triples, total is now 6

Processing source #6 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/40-gitapi.python-timbl.codemeta.json

    Found main resource with URI https://tools.dev.clariah.nl/python-timbl/snapshot

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 26 new triples, total is now 31

Processing source #7 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/39-gitdate.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] overriding old http://schema.org/dateCreated (2013-02-11T11:07:42Z -> 2013-02-11T12:09:56Z+0100)

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] overriding old http://schema.org/dateModified (2020-06-08T20:38:01Z -> 2020-06-08T22:37:07Z+0200)

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 2 new triples, total is now 31

Processing source #8 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/29-license.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] overriding old http://schema.org/license (http://spdx.org/licenses/GPL-3.0-only -> GPL-3.0-only)

[CODEMETA CORRECTION (https://tools.dev.clariah.nl/python-timbl)] automatically converting license to spdx URI

[CODEMETA COMPOSITION (https://tools.dev.clariah.nl/python-timbl)] processed 1 new triples, total is now 31

Processing source #9 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/20-python.python-timbl.codemeta.json

    Found main resource with URI https://tools.dev.clariah.nl/python3-timbl/2020.6.8

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (python3-timbl)] overriding old http://schema.org/author (https://tools.dev.clariah.nl/stub/H66be738df8fcb6da -> https://tools.dev.clariah.nl/stub/H-3bdfb25d7652182e)

[CODEMETA COMPOSITION (python3-timbl)] overriding old http://schema.org/codeRepository (https://github.com/proycon/python-timbl -> http://github.com/proycon/python-timbl)

[CODEMETA COMPOSITION (python3-timbl)] overriding old http://schema.org/description (python-timbl, originally developed by Sander Canisius, is a Python extension module wrapping the full TiMBL C++ programming interface. With this module, all functionality exposed through the C++ interface is also available to Python scripts. Being able to access the API from Python greatly facilitates prototyping TiMBL-based applications. -> Python 3 language binding for the Tilburg Memory-Based Learner)

[CODEMETA COMPOSITION (python3-timbl)] overriding old https://codemeta.github.io/terms/developmentStatus (https://www.repostatus.org/#inactive -> https://www.repostatus.org/#wip)

[CODEMETA COMPOSITION (python3-timbl)] overriding old http://schema.org/name (python-timbl -> python3-timbl)

[CODEMETA COMPOSITION (python3-timbl)] overriding old http://schema.org/version (v2020.06.08 -> 2020.6.8)

[CODEMETA COMPOSITION (python3-timbl)] processed 53 new triples, total is now 71

Processing source #10 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/11-repostatus.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (python3-timbl)] overriding old https://codemeta.github.io/terms/developmentStatus (https://www.repostatus.org/#wip -> https://www.repostatus.org/#active)

[CODEMETA COMPOSITION (python3-timbl)] processed 1 new triples, total is now 71

Processing source #11 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/05-repostatus.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (python3-timbl)] processed 1 new triples, total is now 71

Processing source #12 of 12

Parsing json-ld file from /tmp/codemeta-harvester.cache//tmp/04-applicationSuite.python-timbl.codemeta.json

    NOTE: Not a valid JSON-LD document, @context missing! Attempting to inject automatically...

    Injected (possibly temporary) URI https://tools.dev.clariah.nl/python-timbl

[CODEMETA COMPOSITION (python3-timbl)] processed 1 new triples, total is now 72

Remapping URI to (possibly) new identifier and version component: https://tools.dev.clariah.nl/python-timbl -> https://tools.dev.clariah.nl/python-timbl/2020.6.8

[CODEMETA VALIDATION (python-timbl)] done

[CODEMETA ENRICHMENT (python-timbl)] automatically adding programmingLanguage Python derived from runtimePlatform Python

[CODEMETA ENRICHMENT (python-timbl)] adding author https://tools.dev.clariah.nl/person/sander-canisius as contributor

[CODEMETA ENRICHMENT (python-timbl)] adding author https://tools.dev.clariah.nl/person/maarten-van-gompel as contributor

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #1: Info: Software source code *SHOULD* link to a continuous integration service that builds the software and runs the software's tests (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #2: Warning: The producer of the software source code *SHOULD* be expressed (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #3: Info: An interface type *SHOULD* be expressed: Software source code should define one or more target products that are the resulting software applications offering specific interfaces (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #4: Warning: Documentation *SHOULD* be expressed (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #5: Info: Reference publications *SHOULD* be expressed, if any (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #6: Info: The funder *SHOULD* be acknowledged (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #7: Info: A research domain *SHOULD* be expressed as a category using the NWO Research Fields vocabulary, if applicable (This is missing in the metadata)

VALIDATION https://tools.dev.clariah.nl/python-timbl/2020.6.8 #8: Info: A research activity *SHOULD* be expressed as a category using the TaDiRaH vocabulary (This is missing in the metadata)

-- end log --

[harvester info] Output written to /tmp/out/python-timbl.codemeta.json

[harvester info] <-- Finished processing python-timbl (https://github.com/proycon/python-timbl) [Mon Jul 22 03:13:17 UTC 2024]

        

Metadata Properties

Version
2020.6.8 (release notes)
Interface types
  • Unknown
Software website
Source code repository
 https://github.com/proycon/python-timbl  Stars are an indicator of the popularity of this project on GitHub
Category
  • Scientific/Engineering
  • Text Processing > Linguistic
Keywords
  • k-nearest-neighbours
  • knn
  • machine-learning
  • python
  • timbl
Development Status
  • Experimental: The technology is implemented and ready for experimental settings (beta), but requires further work and validation.
  • Active: The project has reached a stable, usable state and is being actively developed.
Issue Tracker (Support)
https://github.com/proycon/python-timbl/issues  The number of open issues on the issue tracker  The number of closes issues on the issue tracker
Documentation
License
Author(s)
Maintainer(s)
Contributor(s)
Programming Language
  • Python
Runtime Platform
  • Python 3
Operating System
  • BSD
  • Linux
  • macOS
Metadata validation
★ ★ ★ ☆ ☆
Created
2013-02-11 12:09:56 +0100
Last modified
2020-06-08 22:37:07 +0200  Last commit (main branch). Gives an indication of project development activity and rough indication of how up-to-date the latest release is.  Number of commits since the last release. Gives an indication of project development activity and rough indication of how up-to-date the latest release is.