LICENSE
README.md
pyproject.toml
setup.py
river/__init__.py
river/__version__.py
river/api.py
river/conftest.py
river/dummy.py
river/py.typed
river/test_docs.py
river/test_estimators.py
river.egg-info/PKG-INFO
river.egg-info/SOURCES.txt
river.egg-info/dependency_links.txt
river.egg-info/not-zip-safe
river.egg-info/requires.txt
river.egg-info/top_level.txt
river/active/__init__.py
river/active/base.py
river/active/entropy.py
river/anomaly/__init__.py
river/anomaly/base.py
river/anomaly/filter.py
river/anomaly/gaussian.py
river/anomaly/hst.py
river/anomaly/lof.py
river/anomaly/pad.py
river/anomaly/sad.py
river/anomaly/svm.py
river/anomaly/test_hst.py
river/anomaly/test_lof.py
river/anomaly/test_svm.py
river/bandit/__init__.py
river/bandit/base.py
river/bandit/bayes_ucb.py
river/bandit/epsilon_greedy.py
river/bandit/evaluate.py
river/bandit/exp3.py
river/bandit/lin_ucb.py
river/bandit/random.py
river/bandit/test_envs.py
river/bandit/test_policies.py
river/bandit/thompson.py
river/bandit/ucb.py
river/bandit/datasets/__init__.py
river/bandit/datasets/base.py
river/bandit/datasets/news.py
river/bandit/envs/__init__.py
river/bandit/envs/candy_cane.py
river/bandit/envs/testbed.py
river/base/__init__.py
river/base/base.py
river/base/classifier.py
river/base/clusterer.py
river/base/drift_detector.py
river/base/ensemble.py
river/base/estimator.py
river/base/multi_output.py
river/base/regressor.py
river/base/tags.py
river/base/test_base.py
river/base/test_estimator_meta.py
river/base/transformer.py
river/base/typing.py
river/base/viz.py
river/base/wrapper.py
river/checks/__init__.py
river/checks/anomaly.py
river/checks/clf.py
river/checks/common.py
river/checks/model_selection.py
river/checks/reco.py
river/checks/utils.py
river/cluster/__init__.py
river/cluster/clustream.py
river/cluster/dbstream.py
river/cluster/denstream.py
river/cluster/k_means.py
river/cluster/odac.py
river/cluster/streamkmeans.py
river/cluster/test_dbstream.py
river/cluster/textclust.py
river/compat/__init__.py
river/compat/river_to_sklearn.py
river/compat/sklearn_to_river.py
river/compat/test_sklearn.py
river/compose/__init__.py
river/compose/func.py
river/compose/grouper.py
river/compose/pipeline.py
river/compose/product.py
river/compose/renamer.py
river/compose/select.py
river/compose/target_transform.py
river/compose/test_.py
river/compose/test_product.py
river/compose/union.py
river/conf/__init__.py
river/conf/interval.py
river/conf/jackknife.py
river/covariance/__init__.py
river/covariance/emp.py
river/covariance/test_emp.py
river/datasets/__init__.py
river/datasets/airline_passengers.py
river/datasets/bananas.py
river/datasets/base.py
river/datasets/beth.py
river/datasets/bikes.py
river/datasets/chick_weights.py
river/datasets/credit_card.py
river/datasets/elec2.py
river/datasets/higgs.py
river/datasets/http.py
river/datasets/insects.py
river/datasets/keystroke.py
river/datasets/malicious_url.py
river/datasets/movielens100k.py
river/datasets/music.py
river/datasets/phishing.py
river/datasets/restaurants.py
river/datasets/segment.py
river/datasets/sms_spam.py
river/datasets/smtp.py
river/datasets/solar_flare.py
river/datasets/taxis.py
river/datasets/test_datasets.py
river/datasets/trec07.py
river/datasets/trump_approval.py
river/datasets/water_flow.py
river/datasets/web_traffic.py
river/datasets/synth/__init__.py
river/datasets/synth/agrawal.py
river/datasets/synth/anomaly_sine.py
river/datasets/synth/concept_drift_stream.py
river/datasets/synth/friedman.py
river/datasets/synth/hyper_plane.py
river/datasets/synth/led.py
river/datasets/synth/logical.py
river/datasets/synth/mixed.py
river/datasets/synth/mv.py
river/datasets/synth/planes_2d.py
river/datasets/synth/random_rbf.py
river/datasets/synth/random_tree.py
river/datasets/synth/sea.py
river/datasets/synth/sine.py
river/datasets/synth/stagger.py
river/datasets/synth/waveform.py
river/drift/__init__.py
river/drift/adwin.py
river/drift/adwin_c.c
river/drift/adwin_c.pyi
river/drift/dummy.py
river/drift/kswin.py
river/drift/no_drift.py
river/drift/page_hinkley.py
river/drift/retrain.py
river/drift/test_adwin_regression.py
river/drift/test_drift_detectors.py
river/drift/binary/__init__.py
river/drift/binary/ddm.py
river/drift/binary/eddm.py
river/drift/binary/fhddm.py
river/drift/binary/hddm_a.py
river/drift/binary/hddm_w.py
river/drift/datasets/__init__.py
river/drift/datasets/airline_passengers.py
river/drift/datasets/apple.py
river/drift/datasets/base.py
river/drift/datasets/bitcoin.py
river/drift/datasets/brent_crude_oil.py
river/drift/datasets/occupancy.py
river/drift/datasets/run_log.py
river/drift/datasets/uk_coal_employment.py
river/ensemble/__init__.py
river/ensemble/bagging.py
river/ensemble/boosting.py
river/ensemble/ewa.py
river/ensemble/stacking.py
river/ensemble/streaming_random_patches.py
river/ensemble/voting.py
river/evaluate/__init__.py
river/evaluate/forecasting.py
river/evaluate/gen.py
river/evaluate/progressive_validation.py
river/evaluate/test_progressive_validation.py
river/evaluate/tracks.py
river/facto/__init__.py
river/facto/base.py
river/facto/ffm.py
river/facto/fm.py
river/facto/fwfm.py
river/facto/hofm.py
river/feature_extraction/__init__.py
river/feature_extraction/agg.py
river/feature_extraction/kernel_approx.py
river/feature_extraction/poly.py
river/feature_extraction/test_agg.py
river/feature_extraction/test_vectorize.py
river/feature_extraction/vectorize.py
river/feature_selection/__init__.py
river/feature_selection/k_best.py
river/feature_selection/random.py
river/feature_selection/variance.py
river/forest/__init__.py
river/forest/adaptive_random_forest.py
river/forest/aggregated_mondrian_forest.py
river/forest/online_extra_trees.py
river/forest/test_amf.py
river/imblearn/__init__.py
river/imblearn/chebyshev.py
river/imblearn/hard_sampling.py
river/imblearn/random.py
river/linear_model/__init__.py
river/linear_model/alma.py
river/linear_model/base.py
river/linear_model/bayesian_lin_reg.py
river/linear_model/lin_reg.py
river/linear_model/log_reg.py
river/linear_model/pa.py
river/linear_model/perceptron.py
river/linear_model/softmax.py
river/linear_model/test_glm.py
river/metrics/__init__.py
river/metrics/accuracy.py
river/metrics/balanced_accuracy.py
river/metrics/base.py
river/metrics/confusion.py
river/metrics/cross_entropy.py
river/metrics/expected_mutual_info.c
river/metrics/expected_mutual_info.pyi
river/metrics/fbeta.py
river/metrics/fowlkes_mallows.py
river/metrics/geometric_mean.py
river/metrics/jaccard.py
river/metrics/kappa.py
river/metrics/log_loss.py
river/metrics/mae.py
river/metrics/mape.py
river/metrics/mcc.py
river/metrics/mse.py
river/metrics/mutual_info.py
river/metrics/precision.py
river/metrics/r2.py
river/metrics/rand.py
river/metrics/recall.py
river/metrics/report.py
river/metrics/roc_auc.py
river/metrics/rolling_pr_auc.py
river/metrics/rolling_roc_auc.py
river/metrics/silhouette.py
river/metrics/smape.py
river/metrics/test_confusion.py
river/metrics/test_cross_entropy.py
river/metrics/test_fbeta.py
river/metrics/test_log_loss.py
river/metrics/test_metrics.py
river/metrics/test_r2.py
river/metrics/vbeta.py
river/metrics/efficient_rollingprauc/__init__.py
river/metrics/efficient_rollingprauc/efficient_rollingprauc.cpp
river/metrics/efficient_rollingprauc/efficient_rollingprauc.pyi
river/metrics/efficient_rollingprauc/cpp/RollingPRAUC.cpp
river/metrics/efficient_rollingprauc/cpp/RollingPRAUC.hpp
river/metrics/efficient_rollingrocauc/__init__.py
river/metrics/efficient_rollingrocauc/efficient_rollingrocauc.cpp
river/metrics/efficient_rollingrocauc/efficient_rollingrocauc.pyi
river/metrics/efficient_rollingrocauc/cpp/RollingROCAUC.cpp
river/metrics/efficient_rollingrocauc/cpp/RollingROCAUC.hpp
river/metrics/multioutput/__init__.py
river/metrics/multioutput/base.py
river/metrics/multioutput/confusion.py
river/metrics/multioutput/exact_match.py
river/metrics/multioutput/macro.py
river/metrics/multioutput/micro.py
river/metrics/multioutput/per_output.py
river/metrics/multioutput/sample_average.py
river/metrics/multioutput/test_multioutput_metrics.py
river/misc/__init__.py
river/misc/sdft.py
river/misc/skyline.py
river/model_selection/__init__.py
river/model_selection/bandit.py
river/model_selection/base.py
river/model_selection/greedy.py
river/model_selection/sh.py
river/model_selection/test_bandit.py
river/multiclass/__init__.py
river/multiclass/occ.py
river/multiclass/ovo.py
river/multiclass/ovr.py
river/multiclass/test_ovr.py
river/multioutput/__init__.py
river/multioutput/chain.py
river/multioutput/encoder.py
river/naive_bayes/__init__.py
river/naive_bayes/base.py
river/naive_bayes/bernoulli.py
river/naive_bayes/complement.py
river/naive_bayes/gaussian.py
river/naive_bayes/multinomial.py
river/naive_bayes/test_naive_bayes.py
river/neighbors/__init__.py
river/neighbors/base.py
river/neighbors/knn_classifier.py
river/neighbors/knn_regressor.py
river/neighbors/lazy.py
river/neighbors/ann/__init__.py
river/neighbors/ann/nn_vertex.py
river/neighbors/ann/swinn.py
river/neural_net/__init__.py
river/neural_net/activations.py
river/neural_net/mlp.py
river/optim/__init__.py
river/optim/ada_bound.py
river/optim/ada_delta.py
river/optim/ada_grad.py
river/optim/ada_max.py
river/optim/adam.py
river/optim/ams_grad.py
river/optim/average.py
river/optim/base.py
river/optim/ftrl.py
river/optim/initializers.py
river/optim/losses.py
river/optim/momentum.py
river/optim/nadam.py
river/optim/nesterov.py
river/optim/newton.py
river/optim/rms_prop.py
river/optim/schedulers.py
river/optim/sgd.py
river/optim/test_.py
river/preprocessing/__init__.py
river/preprocessing/feature_hasher.py
river/preprocessing/impute.py
river/preprocessing/lda.py
river/preprocessing/one_hot.py
river/preprocessing/ordinal.py
river/preprocessing/pred_clipper.py
river/preprocessing/random_projection.py
river/preprocessing/scale.py
river/preprocessing/scale_target.py
river/preprocessing/test_lda.py
river/preprocessing/test_random_projection.py
river/preprocessing/test_scale.py
river/proba/__init__.py
river/proba/base.py
river/proba/beta.py
river/proba/gaussian.py
river/proba/multinomial.py
river/proba/test_gaussian.py
river/reco/__init__.py
river/reco/base.py
river/reco/baseline.py
river/reco/biased_mf.py
river/reco/funk_mf.py
river/reco/normal.py
river/rules/__init__.py
river/rules/amrules.py
river/rules/base.py
river/sketch/__init__.py
river/sketch/counter.py
river/sketch/heavy_hitters.py
river/sketch/histogram.py
river/sketch/n_unique.py
river/sketch/set.py
river/stats/__init__.py
river/stats/_rust_stats.pyi
river/stats/auto_corr.py
river/stats/base.py
river/stats/count.py
river/stats/cov.py
river/stats/entropy.py
river/stats/ewmean.py
river/stats/ewvar.py
river/stats/iqr.py
river/stats/kolmogorov_smirnov.py
river/stats/kurtosis.py
river/stats/link.py
river/stats/mad.py
river/stats/maximum.py
river/stats/mean.py
river/stats/minimum.py
river/stats/mode.py
river/stats/pearson.py
river/stats/ptp.py
river/stats/quantile.py
river/stats/sem.py
river/stats/shift.py
river/stats/skew.py
river/stats/summing.py
river/stats/test_kolmogorov_smirnov.py
river/stats/test_parallel.py
river/stats/test_quantile.py
river/stats/test_stats.py
river/stats/test_var.py
river/stats/var.py
river/stream/__init__.py
river/stream/cache.py
river/stream/iter_arff.py
river/stream/iter_array.py
river/stream/iter_csv.py
river/stream/iter_libsvm.py
river/stream/iter_pandas.py
river/stream/iter_polars.py
river/stream/iter_sklearn.py
river/stream/iter_sql.py
river/stream/iter_vaex.py
river/stream/qa.py
river/stream/shuffling.py
river/stream/test_iter_csv.py
river/stream/test_sql.py
river/stream/tweet_stream.py
river/stream/twitch_chat_stream.py
river/stream/utils.py
river/time_series/__init__.py
river/time_series/base.py
river/time_series/holt_winters.py
river/time_series/metrics.py
river/time_series/snarimax.py
river/time_series/test_evaluate.py
river/time_series/test_holt_winters.py
river/time_series/test_snarimax.py
river/tree/__init__.py
river/tree/base.py
river/tree/extremely_fast_decision_tree.py
river/tree/hoeffding_adaptive_tree_classifier.py
river/tree/hoeffding_adaptive_tree_regressor.py
river/tree/hoeffding_tree.py
river/tree/hoeffding_tree_classifier.py
river/tree/hoeffding_tree_regressor.py
river/tree/isoup_tree_regressor.py
river/tree/last_classifier.py
river/tree/losses.py
river/tree/setup.py
river/tree/stochastic_gradient_tree.py
river/tree/test_base.py
river/tree/test_splitter.py
river/tree/test_trees.py
river/tree/utils.py
river/tree/viz.py
river/tree/mondrian/__init__.py
river/tree/mondrian/_mondrian_ops.c
river/tree/mondrian/mondrian_tree.py
river/tree/mondrian/mondrian_tree_classifier.py
river/tree/mondrian/mondrian_tree_nodes.py
river/tree/mondrian/mondrian_tree_regressor.py
river/tree/nodes/__init__.py
river/tree/nodes/arf_htc_nodes.py
river/tree/nodes/arf_htr_nodes.py
river/tree/nodes/branch.py
river/tree/nodes/efdtc_nodes.py
river/tree/nodes/et_nodes.py
river/tree/nodes/hatc_nodes.py
river/tree/nodes/hatr_nodes.py
river/tree/nodes/htc_nodes.py
river/tree/nodes/htr_nodes.py
river/tree/nodes/isouptr_nodes.py
river/tree/nodes/last_nodes.py
river/tree/nodes/leaf.py
river/tree/nodes/sgt_nodes.py
river/tree/split_criterion/__init__.py
river/tree/split_criterion/base.py
river/tree/split_criterion/gini_split_criterion.py
river/tree/split_criterion/hellinger_distance_criterion.py
river/tree/split_criterion/info_gain_split_criterion.py
river/tree/split_criterion/intra_cluster_variance_reduction_split_criterion.py
river/tree/split_criterion/variance_ratio_split_criterion.py
river/tree/split_criterion/variance_reduction_split_criterion.py
river/tree/splitter/__init__.py
river/tree/splitter/base.py
river/tree/splitter/ebst_splitter.py
river/tree/splitter/exhaustive_splitter.py
river/tree/splitter/gaussian_splitter.py
river/tree/splitter/histogram_splitter.py
river/tree/splitter/nominal_splitter_classif.py
river/tree/splitter/nominal_splitter_reg.py
river/tree/splitter/qo_splitter.py
river/tree/splitter/random_splitter.py
river/tree/splitter/sgt_quantizer.py
river/tree/splitter/tebst_splitter.py
river/utils/__init__.py
river/utils/context_managers.py
river/utils/math.py
river/utils/norm.py
river/utils/param_grid.py
river/utils/pretty.py
river/utils/random.py
river/utils/rolling.py
river/utils/sorted_window.py
river/utils/test_math.py
river/utils/test_param_grid.py
river/utils/test_rolling.py
river/utils/test_vectordict.py
river/utils/vectordict.c
river/utils/vectordict.pyi