├── .github └── workflows │ ├── build_and_tests.yml │ └── codeql_analysis.yml ├── .gitignore ├── .jupyter ├── @jupyterlab │ ├── codemirror-extension │ │ └── commands.jupyterlab-settings │ ├── extensionmanager-extension │ │ └── plugin.jupyterlab-settings │ └── notebook-extension │ │ └── tracker.jupyterlab-settings └── jupyterlab-code-snippets │ └── snippets.jupyterlab-settings ├── LICENSE ├── README.md ├── assembly └── spark-data-repair-plugin_2.12_spark3.2_0.1.0-EXPERIMENTAL-with-dependencies.jar ├── bin ├── .startup.py ├── activate-conda-env.sh ├── conda-reduced.yml ├── conda.py ├── conda.sh ├── conda.yml ├── launch-jupyter-lab.sh ├── lint-python ├── mypy.ini ├── package-python.sh ├── package-scala.sh ├── package.sh ├── python ├── requirements.txt ├── run-tests ├── run-tests.py ├── spark-submit ├── testdata │ ├── adult.csv │ ├── adult_clean.csv │ ├── adult_constraints.txt │ ├── adult_dirty.csv │ ├── adult_repair.csv │ ├── boston.csv │ ├── boston_clean.csv │ ├── hospital.csv │ ├── hospital_clean.csv │ ├── hospital_constraints.txt │ ├── hospital_error_cells.csv │ ├── iris.csv │ └── iris_clean.csv └── tox.ini ├── pom.xml ├── python ├── docs │ ├── Makefile │ └── source │ │ ├── _static │ │ └── .gitkeep │ │ ├── _templates │ │ └── .gitkeep │ │ ├── conf.py │ │ ├── index.rst │ │ └── repair.rst ├── lib │ └── repair.zip ├── main.py └── repair │ ├── __init__.py │ ├── api.py │ ├── costs.py │ ├── errors.py │ ├── misc.py │ ├── model.py │ ├── tests │ ├── __init__.py │ ├── requirements.py │ ├── test_costs.py │ ├── test_errors.py │ ├── test_misc.py │ ├── test_model.py │ ├── test_model_perf.py │ ├── test_utils.py │ └── testutils.py │ ├── train.py │ └── utils.py ├── resources ├── README.md ├── adult.ipynb ├── boston.ipynb ├── examples │ ├── adult.py │ ├── adult.py.out │ ├── beers.py │ ├── beers.py.out │ ├── boston.py │ ├── boston.py.out │ ├── error-detectors.py │ ├── error-detectors.py.out │ ├── flights.py │ ├── flights.py.out │ ├── hospital-preprocess-blocking.py │ ├── hospital.py │ ├── hospital.py.out │ ├── iris.py │ ├── iris.py.out │ ├── movies.py │ ├── movies.py.out │ ├── rayyan.py │ ├── rayyan.py.out │ ├── tax.py │ └── tax.py.out ├── hospital-depgraph.svg ├── hospital-dist.parquet ├── hospital-error-analysis.parquet ├── hospital-training-data-hist.parquet └── hospital.ipynb ├── scalastyle-config.xml ├── src ├── main │ ├── antlr4 │ │ └── org │ │ │ └── apache │ │ │ └── spark │ │ │ └── python │ │ │ └── RegexBase.g4 │ └── scala │ │ └── org │ │ └── apache │ │ └── spark │ │ ├── api │ │ └── python │ │ │ ├── DepGraph.scala │ │ │ ├── ErrorDetectorApi.scala │ │ │ ├── RepairApi.scala │ │ │ ├── RepairBase.scala │ │ │ └── RepairMiscApi.scala │ │ ├── python │ │ ├── DenialConstraints.scala │ │ ├── RegexStructureRepair.scala │ │ └── RepairConf.scala │ │ ├── sql │ │ ├── ExceptionUtils.scala │ │ └── SparkCommandUtils.scala │ │ └── util │ │ ├── BlockingLineStream.scala │ │ ├── LoggingBasedOnLevel.scala │ │ └── RepairUtils.scala └── test │ ├── resources │ ├── 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