├── .gitignore ├── README.md ├── datasets ├── Beers_clean.csv ├── Beers_dirty.csv ├── Flights_clean.csv ├── Flights_dirty.csv ├── Hospital_clean.csv ├── Hospital_dirty.csv ├── Movies_clean.csv ├── Movies_dirty.csv ├── Restaurants_clean.csv ├── Restaurants_dirty.csv ├── Soccer_clean.csv └── Soccer_dirty.csv ├── deeplearning ├── show_activation.lua └── train_mlp.lua ├── documentation ├── NADEEF_DCs.md └── evaluations │ ├── column_selection.pdf │ ├── features.pdf │ └── models.pdf └── model ├── .gitignore ├── LICENSE ├── MANIFEST.in ├── README.rst ├── ml ├── CellPredict.py ├── ConfusionPredict.py ├── FFalsePotentialPredictMulti.py ├── FFalsePotentialPredictMultiSimulation.py ├── FPotentialClassificationCut.py ├── FPotentialClassify.py ├── FPotentialPredict.py ├── FPotentialPredictCut.py ├── FPotentialPredictCutSVM.py ├── FPotentialPredictMulti.py ├── FPredictMulti.py ├── FendPredict.py ├── VisualizeSVD.py ├── Word2VecFeatures │ ├── Word2VecFeatures.py │ └── __init__.py ├── __init__.py ├── active_learning │ ├── __init__.py │ ├── classifier │ │ ├── KNNClassifier.py │ │ ├── LinearSVMClassifier.py │ │ ├── LogisticRegressionClassifier.py │ │ ├── MyDecisionTreeClassifier.py │ │ ├── NaiveBayesClassifier.py │ │ ├── ProbabilisticClassifier.py │ │ ├── RBFSVMClassifier.py │ │ ├── XGBoostClassifier.py │ │ └── __init__.py │ ├── classifier_one │ │ ├── HighWay.py │ │ ├── LinearSVMClassifier.py │ │ ├── NNClassifier.py │ │ ├── NewNNClassifier.py │ │ ├── XGBoostClassifier.py │ │ └── __init__.py │ └── library.py ├── active_learning_null.py ├── active_learning_simulator.py ├── active_learning_total_uncertainty.py ├── active_learning_total_uncertainty_error_correlation.py ├── active_learning_total_uncertainty_general.py ├── active_learning_unique_mincertainty.py ├── classes │ ├── __init__.py │ ├── active_learning_one_classifier.py │ └── active_learning_total_uncertainty_error_correlation_lib.py ├── configuration │ ├── Config.py │ ├── __init__.py │ └── resources │ │ ├── Tardis.properties │ │ ├── big-dama-1.properties │ │ ├── big-dama-2.properties │ │ └── ec4bbd869d2a.properties ├── confusion_matrix_active_learning.py ├── data_generator │ ├── DataGenerator.py │ ├── __init__.py │ └── generate_bart_config.py ├── datasets │ ├── BartDataset │ │ ├── BartDataSet.py │ │ └── __init__.py │ ├── BeersMohammad │ │ ├── Beers.py │ │ └── __init__.py │ ├── Citations │ │ ├── Citation.py │ │ └── __init__.py │ ├── DataColumn │ │ ├── DataColumn.py │ │ └── __init__.py │ ├── DataSet.py │ ├── DataSetBasic.py │ ├── HoloClean │ │ ├── HospitalNew.py │ │ └── __init__.py │ ├── HospitalDomainError │ │ ├── HospitalDomainError.py │ │ └── __init__.py │ ├── HospitalFD │ │ ├── MyFD.py │ │ └── __init__.py │ ├── LarysaSalaries │ │ ├── Salaries.py │ │ └── __init__.py │ ├── MoviesMohammad │ │ ├── Movies.py │ │ └── __init__.py │ ├── RestaurantMohammad │ │ ├── Restaurant.py │ │ └── __init__.py │ ├── SimulatorDataset │ │ ├── Simulator.py │ │ └── __init__.py │ ├── __init__.py │ ├── adult │ │ ├── Adult.py │ │ └── __init__.py │ ├── analysis │ │ ├── __init__.py │ │ ├── earth_movers_distance.py │ │ ├── movies │ │ │ ├── __init__.py │ │ │ ├── show_errors_beers.py │ │ │ ├── show_errors_citations.py │ │ │ ├── show_errors_movies.py │ │ │ ├── show_errors_restaurants.py │ │ │ └── show_errors_salaries.py │ │ └── test.py │ ├── blackOak │ │ ├── AddressCleanerOnBlackOak.py │ │ ├── BlackOakDataSet.py │ │ ├── BlackOakDataSetUppercase.py │ │ ├── BlackOakVisualizer.py │ │ ├── DBoostGMMOnBlackOak.py │ │ ├── DBoostGaussianOnBlackOak.py │ │ ├── DBoostHistogramOnBlackOak.py │ │ ├── DCCleanOnBlackOak.py │ │ ├── KataraOnBlackOak.py │ │ ├── OpenRefineOnBlackOak.py │ │ ├── TamrOnBlackOak.py │ │ ├── TrifactaOnBlackOak.py │ │ ├── __init__.py │ │ └── investigate_upper_case_errors.py │ ├── csv_dataset │ │ ├── CsvDataset.py │ │ └── __init__.py │ ├── download_doc │ │ ├── __init__.py │ │ └── download.py │ ├── duplicates │ │ ├── __init__.py │ │ ├── products.py │ │ └── restaurant.py │ ├── ebooks1 │ │ ├── EBooks1.py │ │ ├── EBooks1_small.py │ │ └── __init__.py │ ├── electronics │ │ ├── Electronics.py │ │ ├── Electronics_small.py │ │ └── __init__.py │ ├── flights │ │ ├── FlightHoloClean.py │ │ ├── FlightLarysa.py │ │ ├── HoloCleanTest.py │ │ ├── __init__.py │ │ ├── read.py │ │ └── read2.py │ ├── food │ │ ├── FoodsHoloClean.py │ │ └── __init__.py │ ├── functional_dependency_data │ │ ├── FD_City_ZIP.py │ │ └── __init__.py │ ├── hospital │ │ ├── HospitalHoloClean.py │ │ ├── HospitalMoreCol.py │ │ ├── HospitalNadeef.py │ │ ├── __init__.py │ │ ├── read.py │ │ └── read2.py │ ├── iqcontest │ │ ├── IQContest.py │ │ └── __init__.py │ ├── luna │ │ ├── __init__.py │ │ ├── book │ │ │ ├── Book.py │ │ │ └── __init__.py │ │ └── restaurant │ │ │ ├── Restaurant.py │ │ │ └── __init__.py │ ├── mohammad │ │ ├── MohammadDataSet.py │ │ └── __init__.py │ ├── parser │ │ ├── __init__.py │ │ └── parser.py │ ├── products │ │ ├── Products.py │ │ ├── Products_small.py │ │ └── __init__.py │ ├── restaurant │ │ ├── Restaurant.py │ │ └── __init__.py │ ├── salary_data │ │ ├── Salary.py │ │ └── __init__.py │ ├── soccer │ │ ├── Soccer.py │ │ └── __init__.py │ ├── songs │ │ ├── Songs.py │ │ ├── Songs_small.py │ │ └── __init__.py │ └── synthetic │ │ ├── ReplaceError.py │ │ ├── Synthetic.py │ │ └── __init__.py ├── datastats.py ├── dummy │ ├── __init__.py │ ├── elisa.py │ └── print_csv.py ├── experiments │ ├── 4_sched_arr_time.pdf │ ├── Katara_experiment.py │ ├── Katara_experiment_test.py │ ├── __init__.py │ ├── bench_dboost_experiment.py │ ├── bench_katara_experiment.py │ ├── best_features_experiment.py │ ├── dBoost_experiment.py │ ├── dBoost_experiment_interval.py │ ├── dBoost_experiment_run_all.py │ ├── dtree_experiment.py │ ├── features_experiment_column_selection.py │ ├── features_experiment_conditional_prob.py │ ├── features_experiment_multi.py │ ├── features_experiment_multi_generalization.py │ ├── features_experiment_multi_word2vec.py │ ├── label_experiment_multi.py │ ├── model_experiment_multi.py │ ├── one_classifier_multi.py │ ├── runtime_dboost.py │ └── w2v_features_experiment.py ├── fast_chart_active_learning.py ├── features │ ├── ActiveCleanFeatures.py │ ├── BoostCleanMetaFeatures.py │ ├── CompressedDeepFeatures.py │ ├── GenerativeModelFeatures.py │ ├── MetaDataFeatures.py │ ├── MetaDataFeaturesParallel.py │ ├── ValueCorrelationFeatures.py │ └── __init__.py ├── findBlackOakErrors.py ├── general_active_learning.py ├── general_active_learning_change.py ├── general_active_learning_min_certainty.py ├── general_active_learning_min_crossvalidation.py ├── general_active_learning_new.py ├── general_active_learning_random.py ├── general_active_learning_soft_certainty.py ├── infrastructure │ ├── ColumnTxt.py │ ├── DeepFeatures.py │ ├── __init__.py │ ├── command_builder.py │ ├── deep_runner.py │ ├── deep_runner_best.py │ ├── detected_matrix2csv.py │ ├── detected_matrix2csv_2.py │ ├── evaluate_checkpoint_json.py │ ├── getPointinTime.py │ ├── mlp │ │ ├── __init__.py │ │ └── prepare_mlp.py │ ├── parameter_search.py │ ├── plottwo.py │ └── topk.py ├── min_cert_fast_chart_active_learning.py ├── ngram_general_active_learning.py ├── plot │ ├── __init__.py │ ├── hospitaldomain │ │ ├── __init__.py │ │ └── plot.py │ ├── new │ │ ├── __init__.py │ │ ├── column_strategy │ │ │ ├── __init__.py │ │ │ ├── plot_metadata_blackoak.py │ │ │ ├── plot_metadata_flights.py │ │ │ ├── plot_metadata_hospital.py │ │ │ └── plotlatex_lib.py │ │ ├── features │ │ │ ├── __init__.py │ │ │ ├── plot_blackoak.py │ │ │ ├── plot_flights.py │ │ │ └── plot_hospital.py │ │ ├── general_latex │ │ │ ├── __init__.py │ │ │ ├── plot_metadata_blackoak.py │ │ │ ├── plot_metadata_flights.py │ │ │ └── plot_metadata_hospital.py │ │ ├── model_selection │ │ │ ├── __init__.py │ │ │ ├── plot_blackoak.py │ │ │ ├── plot_flights.py │ │ │ └── plot_hospital.py │ │ └── user_effort_all_potential │ │ │ ├── Plotter2.py │ │ │ ├── PlotterLatex.py │ │ │ ├── __init__.py │ │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ │ ├── calculate_runtime_all_flights.py │ │ │ └── calculate_runtime_all_hospital.py │ ├── newer │ │ ├── __init__.py │ │ ├── chart_convergence_labeling │ │ │ ├── Plotter2.py │ │ │ ├── PlotterLatex.py │ │ │ ├── __init__.py │ │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ │ ├── calculate_runtime_all_blackoak_uppercase_corr.py │ │ │ ├── calculate_runtime_all_flights.py │ │ │ ├── calculate_runtime_all_flights_corrleation.py │ │ │ ├── calculate_runtime_all_flights_corrleation_noshuffle.py │ │ │ ├── calculate_runtime_all_hospital.py │ │ │ ├── calculate_runtime_all_hospital_correlation.py │ │ │ ├── calculate_runtime_all_hospital_correlation_row_shuffle.py │ │ │ └── calculate_runtime_all_hospital_domain.py │ │ ├── column_strategy │ │ │ ├── __init__.py │ │ │ ├── plot_metadata_blackoak.py │ │ │ ├── plot_metadata_flights.py │ │ │ ├── plot_metadata_hospital.py │ │ │ └── plotlatex_lib.py │ │ ├── column_strategy_sim │ │ │ ├── __init__.py │ │ │ ├── algorithms │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ └── plot_metadata_hospital.py │ │ │ ├── column_order │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_blackoak_corr.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ ├── plot_metadata_flights_corr.py │ │ │ │ ├── plot_metadata_hospital.py │ │ │ │ ├── plot_metadata_hospital_corr.py │ │ │ │ └── plot_metadata_hospital_domain.py │ │ │ ├── fd_error_fractions │ │ │ │ ├── __init__.py │ │ │ │ ├── fd1_10_percent_errortypes.py │ │ │ │ ├── fd1_error_fractions.py │ │ │ │ ├── fd1_error_fractions_mydicterror.py │ │ │ │ ├── fd1_error_fractions_myrandomerror.py │ │ │ │ ├── fd1_train_error_fractions.py │ │ │ │ └── outlier1_error_fractions.py │ │ │ ├── features │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ └── plot_metadata_hospital.py │ │ │ ├── generalization │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ └── plot_metadata_hospital.py │ │ │ ├── generalization_stratified │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ └── plot_metadata_hospital.py │ │ │ ├── new_data │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_ebooks.py │ │ │ │ ├── plot_metadata_electronics.py │ │ │ │ └── plot_metadata_products.py │ │ │ ├── plot_metadata_blackoak.py │ │ │ ├── plot_metadata_flights.py │ │ │ ├── plot_metadata_hospital.py │ │ │ ├── plot_synthetic.py │ │ │ ├── plotlatex_lib.py │ │ │ ├── runtime │ │ │ │ ├── __init__.py │ │ │ │ ├── plot_metadata_blackoak.py │ │ │ │ ├── plot_metadata_flights.py │ │ │ │ └── plot_metadata_hospital.py │ │ │ ├── sampling_blackoak.py │ │ │ ├── test │ │ │ │ ├── __init__.py │ │ │ │ ├── address.py │ │ │ │ └── flights.py │ │ │ └── visualize_error_distribution.py │ │ ├── entity_datasets │ │ │ ├── __init__.py │ │ │ ├── ebooks.py │ │ │ ├── electronics.py │ │ │ ├── products.py │ │ │ └── songs.py │ │ ├── features │ │ │ ├── __init__.py │ │ │ ├── plot_blackoak.py │ │ │ ├── plot_flights.py │ │ │ └── plot_hospital.py │ │ ├── general_latex │ │ │ ├── __init__.py │ │ │ ├── plot_metadata_blackoak.py │ │ │ ├── plot_metadata_flights.py │ │ │ └── plot_metadata_hospital.py │ │ ├── model_selection │ │ │ ├── __init__.py │ │ │ ├── plot_blackoak.py │ │ │ ├── plot_flights.py │ │ │ └── plot_hospital.py │ │ └── user_effort_all_potential │ │ │ ├── Plotter2.py │ │ │ ├── PlotterLatex.py │ │ │ ├── __init__.py │ │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ │ ├── calculate_runtime_all_flights.py │ │ │ └── calculate_runtime_all_hospital.py │ └── old │ │ ├── __init__.py │ │ ├── calculate_runtime_blackoak.py │ │ ├── deep_features │ │ ├── __init__.py │ │ ├── plot_deep_features_blackoakuppercase.py │ │ ├── plot_deep_features_flights.py │ │ └── plot_deep_features_hospital.py │ │ ├── deep_meta │ │ ├── __init__.py │ │ └── blackoak.py │ │ ├── error_latex │ │ ├── __init__.py │ │ ├── plot_metadata_blackoak.py │ │ ├── plot_metadata_flights.py │ │ ├── plot_metadata_hospital.py │ │ └── plotlatex_lib.py │ │ ├── features │ │ ├── __init__.py │ │ ├── plot_blackoak.py │ │ ├── plot_flights.py │ │ └── plot_hospital.py │ │ ├── general_latex │ │ ├── __init__.py │ │ ├── plot_metadata_blackoak.py │ │ ├── plot_metadata_flights.py │ │ └── plot_metadata_hospital.py │ │ ├── generative_model_features │ │ ├── __init__.py │ │ └── plot_gen_mod_blackoakuppercase.py │ │ ├── jump_latex2 │ │ ├── __init__.py │ │ ├── plot_metadata_blackoak.py │ │ ├── plot_metadata_flights.py │ │ ├── plot_metadata_hospital.py │ │ └── plotlatex_lib.py │ │ ├── metadata_features │ │ ├── __init__.py │ │ ├── plot_metadata_blackoakuppercase.py │ │ ├── plot_metadata_features_flights.py │ │ └── plot_metadata_hospital.py │ │ ├── mlp │ │ ├── __init__.py │ │ └── zip_blackoak.py │ │ ├── model_selection │ │ ├── __init__.py │ │ ├── plot_blackoak.py │ │ ├── plot_flights.py │ │ └── plot_hospital.py │ │ ├── ngrams │ │ ├── __init__.py │ │ ├── plot_svd_ngram_hospital.py │ │ ├── plot_svd_ngram_impact_blackoak.py │ │ ├── plot_svd_ngram_impact_blackoak_uppercase.py │ │ └── plot_svd_ngram_impact_flight.py │ │ ├── plot_RL_blackoak.py │ │ ├── plot_check_distinct.py │ │ ├── plot_cross_val_rounds.py │ │ ├── plot_deep_features_blackoak.py │ │ ├── plot_deep_features_tax.py │ │ ├── plot_different_step_sizes.py │ │ ├── plot_different_user_error_flights.py │ │ ├── plot_generalization_blackoak.py │ │ ├── plot_generalization_flight.py │ │ ├── plot_generalization_hospital.py │ │ ├── plot_it.py │ │ ├── plot_new.py │ │ ├── plot_potential_blackoak.py │ │ ├── plot_potential_flight.py │ │ ├── plot_potential_hospital.py │ │ ├── plot_signal.py │ │ ├── plot_stop_heuristics_blackoak.py │ │ ├── plot_stop_heuristics_flight.py │ │ ├── plot_stop_heuristics_hospital.py │ │ ├── potential │ │ ├── __init__.py │ │ └── plot_metadata_hospital.py │ │ ├── potential_latex │ │ ├── __init__.py │ │ ├── plot_metadata_blackoak.py │ │ ├── plot_metadata_flights.py │ │ ├── plot_metadata_hospital.py │ │ └── plotlatex_lib.py │ │ ├── potential_latex2 │ │ ├── __init__.py │ │ ├── plot_metadata_blackoak.py │ │ ├── plot_metadata_flights.py │ │ ├── plot_metadata_hospital.py │ │ └── plotlatex_lib.py │ │ ├── runtime │ │ ├── __init__.py │ │ ├── calculate_runtime_blackoak.py │ │ ├── calculate_runtime_blackoak_uppercase.py │ │ ├── calculate_runtime_flights.py │ │ └── calculate_runtime_hospital.py │ │ ├── runtime_all │ │ ├── Plotter.py │ │ ├── Plotter2.py │ │ ├── __init__.py │ │ ├── calc_non_parallel_runtime.py │ │ ├── calculate_runtime_all_bikes.py │ │ ├── calculate_runtime_all_blackoak.py │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ ├── calculate_runtime_all_books.py │ │ ├── calculate_runtime_all_cars.py │ │ ├── calculate_runtime_all_flights.py │ │ ├── calculate_runtime_all_hospital.py │ │ └── calculate_runtime_all_tax.py │ │ ├── runtime_all_potential │ │ ├── Plotter2.py │ │ ├── PlotterLatex.py │ │ ├── __init__.py │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ ├── calculate_runtime_all_flights.py │ │ └── calculate_runtime_all_hospital.py │ │ └── user_effort_all_potential │ │ ├── Plotter2.py │ │ ├── PlotterLatex.py │ │ ├── __init__.py │ │ ├── calculate_runtime_all_blackoak_uppercase.py │ │ ├── calculate_runtime_all_flights.py │ │ └── calculate_runtime_all_hospital.py ├── potential_general_active_learning_greaterthan_class.py ├── potential_general_active_learning_sq.py ├── potential_general_active_learning_sq_explain.py ├── potential_general_active_learning_sq_totalf.py ├── potential_general_active_learning_sq_totalf_cur.py ├── potential_general_active_learning_sq_unique.py ├── resources │ └── potential_models │ │ └── xgboost │ │ ├── model_blackoakuppercase_absolute.p │ │ ├── model_flights_absolute.p │ │ └── model_hospital_absolute.p ├── simulate │ ├── CalculateFImpact.py │ ├── CalculateFPFN.py │ ├── CalculateMaxError.py │ ├── CalculateRecallImpact.py │ ├── CalculateTotalAllUncertainty.py │ ├── CalculateTotalAllUncertaintyPR.py │ ├── CalculateTotalBatch.py │ ├── CalculateTotalFMax.py │ ├── CalculateTotalFMaxStep.py │ ├── CalculateTotalMaxPrediction.py │ ├── CalculateTotalRandom.py │ ├── CalculateTotalRoundRobin.py │ ├── CalculateTotalStddevCertainty.py │ ├── GetTrainErrorFractions.py │ ├── MaxPrediction │ │ ├── __init__.py │ │ └── maxprediction.py │ ├── MaxStdUncertainty │ │ ├── __init__.py │ │ └── maxstddevuncertainty.py │ ├── MaxUncertaintyAll │ │ ├── __init__.py │ │ └── maxuncertaintyall.py │ ├── MaxUncertaintyBatch │ │ ├── __init__.py │ │ └── maxuncertaintybatch.py │ ├── MinCrossval │ │ ├── __init__.py │ │ └── mincross.py │ ├── PredictFImpact │ │ ├── __init__.py │ │ └── predictF.py │ ├── PredictFPFN │ │ ├── __init__.py │ │ └── fpfn.py │ ├── PredictRecall │ │ ├── __init__.py │ │ └── predictRecall.py │ ├── Random │ │ ├── __init__.py │ │ └── random.py │ ├── RoundRobin │ │ ├── __init__.py │ │ └── round.py │ ├── __init__.py │ ├── common │ │ ├── __init__.py │ │ └── utils.py │ ├── optimal │ │ ├── __init__.py │ │ └── optimal.py │ ├── synthetic │ │ ├── CalculateFImpactSynthetic.py │ │ ├── CalculateTotalAllUncertainty.py │ │ ├── CalculateTotalSyntheticFImpact2.py │ │ ├── CalculateTotalSyntheticMinCertainty2.py │ │ ├── CalculateTotalSyntheticOptimum.py │ │ ├── CalculateTotalSyntheticOptimum2.py │ │ ├── CalculateTotalSyntheticRound.py │ │ ├── CalculateTotalSyntheticRound2.py │ │ ├── Compare2Columns_FImpact.py │ │ ├── Compare2Columns_FImpact2.py │ │ ├── Compare2Columns_MinCertainty.py │ │ ├── Compare2Columns_MinCertainty2.py │ │ ├── Compare2Columns_Round.py │ │ ├── Compare2Columns_Round2.py │ │ ├── Compare3Columns.py │ │ └── __init__.py │ └── test │ │ ├── __init__.py │ │ ├── plotround_certainty.py │ │ └── testit.py ├── testet.py ├── tools │ ├── Tool.py │ ├── ZiaTool.py │ ├── __init__.py │ ├── dboost │ │ ├── DBoostAllBlackOak.py │ │ ├── DBoostBlackOak.py │ │ ├── DBoostMe.py │ │ ├── TestBikes.py │ │ ├── TestBlackOakUppercase.py │ │ ├── TestBlackOakUppercaseAll.py │ │ ├── TestBlackOakUppercaseAllHistogramm.py │ │ ├── TestBlackOakUppercaseAllMixture.py │ │ ├── TestBooks.py │ │ ├── TestCars.py │ │ ├── TestDBoost.py │ │ ├── TestFlights.py │ │ ├── TestFlightsAll.py │ │ ├── TestFlightsAll_histogram.py │ │ ├── TestFlightsAll_mixture.py │ │ ├── TestHospital.py │ │ ├── TestHospitalAll.py │ │ ├── TestHospitalAllHistogram.py │ │ ├── TestHospitalAllMixture.py │ │ ├── TestHospitalDomainAll.py │ │ ├── TestHospitalDomainAllHistogram.py │ │ ├── TestHospitalDomainAllMixture.py │ │ ├── TestTax.py │ │ ├── __init__.py │ │ ├── test.csv │ │ └── test8.py │ ├── katara │ │ ├── KATARA.py │ │ ├── __init__.py │ │ └── cleaning_api.py │ ├── katara_new │ │ ├── Katara.py │ │ ├── KataraBlackoak.py │ │ ├── KataraFlight.py │ │ ├── KataraHospital.py │ │ ├── KataraHospitalDomain.py │ │ ├── __init__.py │ │ └── test │ │ │ ├── CreateTest.py │ │ │ └── __init__.py │ ├── nadeef_detect │ │ ├── FD.py │ │ ├── NadeefBART.py │ │ ├── NadeefBART2.py │ │ ├── NadeefBlackOakUppercase.py │ │ ├── NadeefDetect.py │ │ ├── NadeefFlights.py │ │ ├── NadeefHospital.py │ │ ├── NadeefHospitalDomain.py │ │ ├── NadeefParse.py │ │ ├── NadeefRestaurant.py │ │ ├── UDF.py │ │ ├── __init__.py │ │ └── dcs │ │ │ ├── NadeefBeers.py │ │ │ ├── NadeefBlackOakUppercase.py │ │ │ ├── NadeefCitations.py │ │ │ ├── NadeefFlights.py │ │ │ ├── NadeefHospital.py │ │ │ ├── NadeefMovies.py │ │ │ ├── NadeefRestaurant.py │ │ │ ├── NadeefSalaries.py │ │ │ └── __init__.py │ ├── nadeef_repair │ │ ├── FD.py │ │ ├── NadeefAll.py │ │ ├── NadeefBlackOak.py │ │ ├── NadeefBlackOakUppercase.py │ │ ├── NadeefBooks.py │ │ ├── NadeefCars.py │ │ ├── NadeefFDCityState.py │ │ ├── NadeefFlights.py │ │ ├── NadeefHospital.py │ │ ├── NadeefMe.py │ │ ├── NadeefTax.py │ │ ├── TestDB.py │ │ ├── __init__.py │ │ └── test8.py │ └── openrefine │ │ ├── OpenRefine.py │ │ ├── __init__.py │ │ ├── python_api │ │ ├── RefineIT.py │ │ ├── __init__.py │ │ ├── runBeers.py │ │ ├── runBlackoakUppercase.py │ │ ├── runFlights.py │ │ ├── runHospital.py │ │ ├── runMovies.py │ │ └── runRestaurants.py │ │ ├── testBlackOak.py │ │ ├── testBlackOakUppercase.py │ │ ├── testFlights.py │ │ ├── testHospital.py │ │ └── testTax.py ├── ui │ ├── StartUI │ │ ├── __init__.py │ │ └── startui.py │ ├── __init__.py │ ├── explain_prediction │ │ ├── __init__.py │ │ └── explain.py │ └── quiz │ │ ├── __init__.py │ │ └── quiz.py ├── user_start_active_learning.py └── visualization │ ├── PointBrowser.py │ ├── TSNEPlot.py │ └── __init__.py ├── requirements.txt ├── setup.py └── tests ├── __init__.py ├── blackoak ├── __init__.py └── blackoakdatasettest.py └── context.py /.gitignore: -------------------------------------------------------------------------------- 1 | /*.csv 2 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BigDaMa/ExampleDrivenErrorDetection/HEAD/README.md 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