├── .gitignore ├── .pyup.yml ├── .travis.yml ├── 50_sample.json.gz ├── LICENSE.md ├── MANIFEST.in ├── README.md ├── Skills-ML Tour.ipynb ├── __init__.py ├── api_v1_db_example.yaml ├── circle.yml ├── docs ├── __init__.py ├── index.md ├── pydocmd.yml ├── sources │ ├── common_schema.md │ ├── examples.md │ ├── ontologies.md │ ├── skills_ml_tour.md │ └── skills_ml_tour_files │ │ ├── skills_ml_tour_27_1.png │ │ ├── skills_ml_tour_28_1.png │ │ ├── skills_ml_tour_31_1.png │ │ ├── skills_ml_tour_32_1.png │ │ ├── skills_ml_tour_35_1.png │ │ ├── skills_ml_tour_36_1.png │ │ ├── skills_ml_tour_41_1.png │ │ ├── skills_ml_tour_42_1.png │ │ ├── skills_ml_tour_4_0.svg │ │ ├── skills_ml_tour_5_0.svg │ │ ├── skills_ml_tour_6_0.svg │ │ ├── skills_ml_tour_7_0.svg │ │ ├── skills_ml_tour_8_0.svg │ │ └── skills_ml_tour_9_0.svg └── update_docs.py ├── examples ├── ComputeAndAggregateJobPostingPropertiesLocal.py ├── Creating Corpus and Sampled Corpus.ipynb ├── NounPhraseSkillExtraction.py ├── SkillExtractionEvaluation.py ├── TrainEmbedding.py └── TrainOccupationClassifier.py ├── pytest.ini ├── requirements.txt ├── requirements_addon.txt ├── requirements_dev.txt ├── requirements_viz.txt ├── sample_job_listing.json ├── setup.cfg ├── setup.py ├── skills_ml ├── __init__.py ├── algorithms │ ├── README.md │ ├── __init__.py │ ├── embedding │ │ ├── __init__.py │ │ ├── base.py │ │ ├── models.py │ │ └── train.py │ ├── geocoders │ │ ├── __init__.py │ │ └── cbsa.py │ ├── job_normalizers │ │ ├── __init__.py │ │ ├── elasticsearch.py │ │ └── esa_jobtitle_normalizer.py │ ├── jobtitle_cleaner │ │ ├── __init__.py │ │ └── clean.py │ ├── nlp │ │ └── __init__.py │ ├── occupation_classifiers │ │ ├── __init__.py │ │ ├── classifiers.py │ │ ├── test.py │ │ └── train.py │ ├── preprocessing │ │ └── __init__.py │ ├── sampling │ │ ├── __init__.py │ │ └── methods.py │ ├── skill_extractors │ │ ├── __init__.py │ │ ├── base.py │ │ ├── exact_match.py │ │ ├── fuzzy_match.py │ │ ├── noun_phrase_ending.py │ │ ├── section_extract.py │ │ ├── soc_exact.py │ │ └── symspell.py │ └── skill_feature_creator │ │ ├── __init__.py │ │ ├── contextual_features.py │ │ ├── posTags.py │ │ └── structure_features.py ├── datasets │ ├── README.md │ ├── __init__.py │ ├── cbsa_shapefile.py │ ├── cousub_ua.py │ ├── job_titles │ │ ├── __init__.py │ │ ├── elasticsearch.py │ │ └── onet.py │ ├── nber_county_cbsa.py │ ├── negative_positive_dict.py │ ├── onet_cache.py │ ├── onet_source.py │ ├── partner_updaters │ │ ├── __init__.py │ │ └── usa_jobs.py │ ├── place_ua.py │ ├── sba_city_county.py │ ├── skill_importances │ │ ├── __init__.py │ │ └── onet.py │ ├── skills │ │ ├── __init__.py │ │ └── onet_ksat.py │ └── ua_cbsa.py ├── evaluation │ ├── README.md │ ├── __init__.py │ ├── annotators.py │ ├── embedding_metrics.py │ ├── job_title_normalizers.py │ ├── occ_cls_evaluator.py │ ├── representativeness_calculators │ │ ├── __init__.py │ │ └── geo_occupation.py │ ├── skill_extraction_metrics.py │ └── skill_extractors.py ├── job_postings │ ├── __init__.py │ ├── aggregate │ │ ├── __init__.py │ │ ├── dataset_transform.py │ │ ├── field_values.py │ │ └── pandas.py │ ├── common_schema.py │ ├── computed_properties │ │ ├── __init__.py │ │ ├── aggregators.py │ │ └── computers.py │ ├── corpora │ │ └── __init__.py │ ├── filtering.py │ ├── geography_queriers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cbsa.py │ │ └── state.py │ ├── raw │ │ ├── __init__.py │ │ ├── usajobs.py │ │ └── virginia.py │ └── sample.py ├── ontologies │ ├── __init__.py │ ├── base.py │ ├── clustering.py │ ├── esco.py │ ├── from_candidate_skills.py │ ├── onet.py │ └── viz.py ├── storage │ └── __init__.py └── utils │ ├── README.md │ └── __init__.py ├── tests ├── __init__.py ├── algorithms │ ├── skill_extractors │ │ ├── __init__.py │ │ ├── test_exact_match.py │ │ ├── test_fuzzy_match.py │ │ ├── test_noun_phrase_ending.py │ │ ├── test_section_extract.py │ │ └── test_soc_exact.py │ ├── test_embedding_models.py │ ├── test_geocoders.py │ ├── test_job_normalizers_elasticsearch.py │ ├── test_job_normalizers_esa.py │ ├── test_occupation_classifier_tester.py │ ├── test_occupation_classifiers.py │ ├── test_preprocessing.py │ ├── test_string_cleaners.py │ ├── test_train_embedding.py │ └── test_train_occupation_classifiers.py ├── datasets │ ├── test_cousub_ua.py │ ├── test_job_titles.py │ ├── test_job_titles_elasticsearch.py │ ├── test_nber_county_cbsa.py │ ├── test_negative_positive_dict.py │ ├── test_partner_updaters_usajobs.py │ ├── test_place_ua.py │ ├── test_sba_city_county.py │ ├── test_skill_importances.py │ ├── test_skill_lists.py │ └── test_ua_cbsa.py ├── evaluation │ ├── test_annotators.py │ ├── test_embedding_metrics.py │ ├── test_job_normalizers.py │ ├── test_occ_cls.py │ ├── test_representativeness_calculators.py │ ├── test_skill_extraction_metrics.py │ └── test_skill_extractors.py ├── job_postings │ ├── raw │ │ ├── test_usajobs.py │ │ └── test_virginia.py │ ├── test_common_schema.py │ ├── test_computed_properties.py │ ├── test_computed_property_aggregation.py │ ├── test_corpus_base.py │ ├── test_corpus_creators.py │ ├── test_corpus_doc2vec_creator.py │ ├── test_corpus_section_creator.py │ ├── test_corpus_word2vec_creator.py │ ├── test_dataset_transform.py │ ├── test_field_values.py │ ├── test_filtering.py │ ├── test_job_geo_queriers.py │ └── test_job_sampler.py ├── ontologies │ ├── test_base.py │ ├── test_clustering.py │ ├── test_from_candidate_skills.py │ └── test_onet.py ├── sample_cbsa_shapefile.cpg ├── sample_cbsa_shapefile.dbf ├── sample_cbsa_shapefile.shp ├── sample_cbsa_shapefile.shx ├── sample_geocode_result.json ├── test_skill_feature_creator.py ├── test_storage.py ├── test_utils.py └── utils.py ├── tmp └── README.md └── tox.ini /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/workforce-data-initiative/skills-ml/HEAD/.gitignore -------------------------------------------------------------------------------- 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