kats

View on PyPIReverse Dependencies (0)

0.2.0 kats-0.2.0-py3-none-any.whl

Wheel Details

Project: kats
Version: 0.2.0
Filename: kats-0.2.0-py3-none-any.whl
Download: [link]
Size: 612467
MD5: 8c68b02255eabc39cb5e6b15f68f43e2
SHA256: 12fb05122103eedf679bdcebe6daaa6d7ac91ef4c0d3eb062e912006f7a22db7
Uploaded: 2022-03-15 16:02:43 +0000

dist-info

METADATA

Metadata-Version: 2.1
Name: kats
Version: 0.2.0
Summary: kats: kit to analyze time series
Author: facebook
Author-Email: iamxiaodong[at]fb.com
Home-Page: https://github.com/facebookresearch/Kats
Download-Url: https://github.com/facebookresearch/Kats/archive/refs/tags/v0.1.tar.gz
License: MIT
Keywords: time series,forecasting,anomaly detection,tsfeatures,temporal embedding
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Requires-Dist: attrs (>=21.2.0)
Requires-Dist: deprecated (>=1.2.12)
Requires-Dist: matplotlib (>=2.0.0)
Requires-Dist: numpy (<1.22,>=1.21)
Requires-Dist: pandas (<=1.3.5,>=1.0.4)
Requires-Dist: python-dateutil (>=2.8.0)
Requires-Dist: pystan (==2.19.1.1)
Requires-Dist: fbprophet (==0.7.1)
Requires-Dist: scikit-learn (>=0.24.2)
Requires-Dist: scipy (<1.8.0)
Requires-Dist: seaborn (>=0.11.1)
Requires-Dist: setuptools-git (>=1.2)
Requires-Dist: statsmodels (==0.12.2)
Requires-Dist: LunarCalendar (>=0.0.9)
Requires-Dist: ax-platform (==0.2.4)
Requires-Dist: gpytorch
Requires-Dist: holidays (>=0.10.2)
Requires-Dist: numba (>=0.52.0)
Requires-Dist: parameterized (>=0.8.1)
Requires-Dist: plotly (>=2.2.1)
Requires-Dist: pymannkendall (>=1.4.1)
Requires-Dist: pytest-mpl (>=0.12)
Requires-Dist: torch
Requires-Dist: tqdm (>=4.36.1)
Requires-Dist: importlib-metadata; python_version < "3.8"
Requires-Dist: typing-extensions; python_version < "3.8"
Description-Content-Type: text/markdown
License-File: LICENSE
[Description omitted; length: 7630 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.37.1)
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
kats/__init__.py sha256=RO4Q5lHJqDlC1NFko8AF6wNdN9l4HixKtrtw7n744qg 530
kats/consts.py sha256=gmwVoeRddZk9BNYydaUaDqlz5oE0tRe1nYT_Nlkk1wU 39582
kats/compat/__init__.py sha256=2IGv__Rri_5SGnY5qQv17uPwSlVElX9pxeVh8JQvZfE 314
kats/compat/compat.py sha256=BaqVkCkPzMHxwHDwE4tiFD8S9cViUR-w6XLklNB91_0 2340
kats/compat/pandas.py sha256=jNNMXaVVN5NATt1dy2F6Cl48CnJ9PEkjpZWLjkJrypk 6249
kats/compat/statsmodels.py sha256=EylFwmYxbqVYPyqJ7piAkKT1v4IM0aAqNdki5Jocgfw 6105
kats/data/__init__.py sha256=hi6OPuYvItmgWBwohonw-4goLnzk_4ICNbPczkcUO84 209
kats/data/utils.py sha256=vPRUfCVPSrsHqgcRFe3VwTB34Bc7TtVrn9-I7p-nZiY 2767
kats/detectors/__init__.py sha256=uQU7CNZCHT-FJIBmDqZYjr1K5hG9mQTCwGGALeNxBEM 1176
kats/detectors/bocpd.py sha256=k35Uol-7t3wT4qRwOag8h3eB6QbmkjmAZWpMl7RYj1Q 68262
kats/detectors/bocpd_model.py sha256=HJW4JwuHIJdU7i_JLXFWvu8K9jJ5uqA6hltCVyXYDjs 9797
kats/detectors/changepoint_evaluator.py sha256=XjQhPNzT_YxPtv12IjkiVsq7iZRnh2KntDCr2F7-PUo 19854
kats/detectors/cusum_detection.py sha256=NgtbrgBMQbrSvLSrxu1_nPenvucdIgCfskb1sLqbEeo 35169
kats/detectors/cusum_model.py sha256=vHqA-b-rD7iQDB6ErAdUjm2lQCg3g99cZCtL31f64oM 26259
kats/detectors/detector.py sha256=RfxWhSS5M_44XOe6gB_firmaJpGmV_AmJhkMWwtftCg 4465
kats/detectors/detector_benchmark.py sha256=tSD53IRsgLZ_Wq_Xv2Uh1vzf7AUT03QGsMFse24-l1w 8885
kats/detectors/detector_consts.py sha256=0GEMnCNa_1p-076GcRyI-kB_ZhoZoznVvFd8y6hyphM 23357
kats/detectors/dtwcpd.py sha256=Lb8xJGOLlHuZdsB6RHAMpAgUNL0uTiNi4VQPxQBV_rE 14871
kats/detectors/hourly_ratio_detection.py sha256=jVOvinZGTklNzztvHZcN1ORWU60MB0gqkijD8NMbkBk 11503
kats/detectors/outlier.py sha256=DTIzzJD_dZutdGU8yDoWW6TxBvDoyHSZhP7YNx3sdvs 15251
kats/detectors/outlier_detector.py sha256=lr84JtZyF8JTE7Xvhi56cIRVY6UmioxyIjwgDboikNs 5447
kats/detectors/prophet_detector.py sha256=d8hPYeBEPspWT-YiYIjf4fNL3xFM1AMr72tEQnVncBQ 12914
kats/detectors/residual_translation.py sha256=vSkg36gja7QRFkSxSAQkK_DtMla0QKIh5dVitgcAUt0 8365
kats/detectors/robust_stat_detection.py sha256=c9cLI15KQRNyhZPjydCCeZ6kM7jUANYamSceTrawZEE 3479
kats/detectors/seasonality.py sha256=3zZKviVudyGHgGBx3cdgbAJBRgjQGWOZ-HtuF2CIPhQ 13363
kats/detectors/stat_sig_detector.py sha256=AnNzs2PQ6LTuniZMx9rC9AWrV_QbfvqSuw3xOXBxTOM 48420
kats/detectors/threshold_detector.py sha256=ARo8Bp7muhK_3trdXRUkXX-ST6YZgMKfWX7NqbsVlxM 3348
kats/detectors/trend_mk.py sha256=lskLkBL7mrehignTf3DyJyGmGwHHjXgylzzwXw8vzXc 24847
kats/detectors/meta_learning/__init__.py sha256=D9ECsap08rcUtHyaR111nTjArlKkUjQwP8usXwXAAVQ 179
kats/detectors/meta_learning/exceptions.py sha256=s6Scmu2VdZ7pv_hOin7fktNXbCikpKb6Mp_HrZ7guIQ 1228
kats/detectors/meta_learning/hpt_tuning.py sha256=Oh0dd1FjzRmAAPFvHjF3OpUlXUO7PHM57oa2IcN1Dr4 4211
kats/detectors/meta_learning/metalearning_detection_model.py sha256=e4uuND39IF2-A69qeBrvFbqljwD2Jzz5uibxhThDTkg 3308
kats/detectors/meta_learning/synth_metadata_reader.py sha256=dn4oQgM5_8GdPE86I11F3IaJ2iowDeH3UE-TB5aOI98 2680
kats/graphics/__init__.py sha256=ZaZ-h830SeBmZAOas2q1q0TnE6mqlr-VAfL4RLC_sAM 208
kats/graphics/plots.py sha256=UqdBAAelfIe3_NVeGWTy8CcSCXCInaOYHFtJjT_r8lM 4795
kats/models/__init__.py sha256=vNsx6I-6nHbT6FeJ1k6TYyVDN5SijE-8eXbVYVyQkLo 877
kats/models/arima.py sha256=Mfm64WnpnDQrJSL9z1P3L6tDPQiqJa3U1Pc5FQEVAKM 9925
kats/models/bayesian_var.py sha256=U3331WSbPV_kR1xjIehuD1lt5f2WtAHZeSP3Z3Ruw9I 16926
kats/models/harmonic_regression.py sha256=ToMp-ed2W3pv-nhkav7ZJn80jGuoC5xu_RVPXD33xEI 7636
kats/models/holtwinters.py sha256=y6CxwvuytPQca9g-HpEeWWX2GdhCL7VMCYkNODT8uTM 9284
kats/models/linear_model.py sha256=zhmDfAMDeaSjALWUI43E54H3Ri36I6khVEITqi-tRFY 5897
kats/models/lstm.py sha256=HqHBvmQv5btMrIP6yUrm-eAEk_ytwvEtOAK4qCL647c 10769
kats/models/model.py sha256=rAfLCLWTSlDdRD9O0wVtfU4oFjU6yZ1iSDVsaPrPVq4 4178
kats/models/prophet.py sha256=dknPGcbRYjohv7DtuAEjGemt05ae7CtSi-wPHUP-lrk 19009
kats/models/quadratic_model.py sha256=TZzuMNsIsMCKSwzhmHLlebdn7VZDLX94tCZEEl-x-Lc 6019
kats/models/sarima.py sha256=R1Kie5pj4pd6vB3ZFi6qR-1dfJmaADQlJ9qxMdFLLxo 18202
kats/models/stlf.py sha256=sTnneNJwEF4MI94AOzfahAzuDQPG_Jxbbgletez-x10 8850
kats/models/theta.py sha256=f1qA9flrcwjddzFXT4THEcbn-XgwfCh1ZF2YbwDceRI 9551
kats/models/var.py sha256=bDsO7ba9l3zsxjF2xgqza1U-QyQZsiw5kdP2cyzy8Sk 9592
kats/models/ensemble/__init__.py sha256=2m8lMLFAyGY__7uU84swucYR0LMcZhH-lDjARb_BCFc 329
kats/models/ensemble/ensemble.py sha256=8EFPYGkbv6zQjXbJvBMo21r-zLczeiVsMZmx9crclqA 5137
kats/models/ensemble/kats_ensemble.py sha256=D1mCYMmE6_EL0LLZIP66DDerqLQQo4ElGk3XSBWEBCk 30605
kats/models/ensemble/median_ensemble.py sha256=qwOwph68KC4yWbkERH82GER9-MZRe-NbLpEAAyOh8uM 3214
kats/models/ensemble/weighted_avg_ensemble.py sha256=7grGH9yOAY9wt2UlUYQxANuB279_AW_JfG_xGzBNIFo 6219
kats/models/globalmodel/__init__.py sha256=D5e4wz0jk3_FzYjW_BV9Ojo9BUy8KXOpCDiz_SwZmM0 467
kats/models/globalmodel/backtester.py sha256=ltsKm9uw7YtzkRMe2gDKTdGxjAIeA8RpA7leVTtlhag 25026
kats/models/globalmodel/data_processor.py sha256=sJbM36Gs1eD5_XX4Yh8TPO8Lp92Ol57N7XoaviMlm7I 22913
kats/models/globalmodel/ensemble.py sha256=UY_2S02rpkX7vlp_9Nd6jZIvXdSvL11fHRhI8k8WNqw 21183
kats/models/globalmodel/model.py sha256=prBrVpunUymkiB4vE9wqFMS2zcGtYIdLCGkPMgISFD4 43775
kats/models/globalmodel/serialize.py sha256=jqs8T83k6gPXj2Z_fKsOgukM9ASdG2SfeI-mgoFLy7M 3772
kats/models/globalmodel/utils.py sha256=3B3WFHRBR5k6lihLZ75I7ii2lTQ0VqtlwQCrnrlJ-Xc 68442
kats/models/metalearner/__init__.py sha256=7SSCG_9CrSCPy2fpyoky8RX5G7cBJ9qD6tCGGIaquv4 659
kats/models/metalearner/get_metadata.py sha256=taAxhetJE9TLj6HT_fe3z5WnQsvAkMujF25mFdM4upw 15706
kats/models/metalearner/metalearner_hpt.py sha256=ZxVfIFZi9jTZ6vA1UcEoasR4hMxCiLkTZ3tHsn4t-YI 34209
kats/models/metalearner/metalearner_modelselect.py sha256=_N04kz8N-J6lDwWYEEcPVSj4tkAEUNy5tNgW7pdY7nM 23534
kats/models/metalearner/metalearner_predictability.py sha256=tSTOJ3PEEMHOBlmagL3kuf4P8WhQd9cbuAiUtns6mCs 14906
kats/models/nowcasting/__init__.py sha256=5fdJ8lXMpXyemtodjUC_1GuLlPye_2FWX180GzexkHY 285
kats/models/nowcasting/dynamic_nowcasting.py sha256=x-DlrXrwcRvWVwXRuOd0IbJRi7lJlHVR9AOTOkALV14 11508
kats/models/nowcasting/feature_extraction.py sha256=ISDRk6xmozzbkXiU7SEYtJ810RzcIEVtyjqpdyob8Ms 15641
kats/models/nowcasting/model_io.py sha256=IrTW09GnfRopdR9vhwl6dObM4dfz-mMmI0wQrmEgAeg 1954
kats/models/nowcasting/nowcasting.py sha256=WAeGN7EmwNLqTlQ7u0zbvhEHuawYkc55sQIG65l8vnc 6393
kats/models/nowcasting/nowcastingplus.py sha256=KLWpfJ9PW3eRd0y3YhVts0JR7TpLmfEDiSQ3OA5yx0g 8769
kats/models/reconciliation/__init__.py sha256=K24Pvp4CkDzL2ywC9rEebTe0hDURQqOkh4TeKElqt14 240
kats/models/reconciliation/base_models.py sha256=Mpnzp1xhroDQ8ym6OlR9Pekvde-yp3SyfHZHtE1o0xg 5927
kats/models/reconciliation/thm.py sha256=gile09ykcQvQoQpHh4ufuyBv9gjm4iyvu6dPwmsCjpU 18113
kats/tests/__init__.py sha256=D9ECsap08rcUtHyaR111nTjArlKkUjQwP8usXwXAAVQ 179
kats/tests/conftest.py sha256=rkChZk7s-kNamQW9_KPjT-H_5Ev2osDLq8xyOG395KI 643
kats/tests/test_backtester_dummy_data.py sha256=fxygtwdmb6R0Fp4cGAgduLj7g6S9CMMfkzOR4LRxqow 41417
kats/tests/test_consts.py sha256=-bR4Uzka9z5UkF-Br-n4eami9E6gYpuIxosqBw23fVE 55704
kats/tests/test_ensemble.py sha256=QhaLKT22cD7uVNVDS_ff1EiQmCq5YVnTXia3J1vTrCc 21411
kats/tests/test_minimal.py sha256=lzXZFooTOxgYHUjE0xCZuPz2OSBU3SWmsEu9m8ByCUA 1106
kats/tests/detectors/__init__.py sha256=D9ECsap08rcUtHyaR111nTjArlKkUjQwP8usXwXAAVQ 179
kats/tests/detectors/test_bocpd.py sha256=fEcv5c4nXJTkTymuYhONeAOFBvtHL4CkLXHJAKLg2W0 14335
kats/tests/detectors/test_bocpd_model.py sha256=cv5UQ6eHGG81jcI6X5RZ1hfrMtwWKF5uNoBzh5krSy4 9565
kats/tests/detectors/test_changepoint_evaluator.py sha256=0okRAj7X4Zc7G5g7AQXtoRomSxEzOvEACDkGbzXO1yk 13441
kats/tests/detectors/test_cusum_detection.py sha256=e1ErUMEg1HUdueZBdwqM-2ICGtD8pArcjfK1k5jHG_s 20909
kats/tests/detectors/test_cusum_model.py sha256=S4z4TKz0oYVwYAAV1Id4ugxsVxex2lwiBChO9OM3x1s 20076
kats/tests/detectors/test_detector_consts.py sha256=GDvbPt6aCjfncn9eqCrzaLOIa_c9rCZwW-2vdtZmjTE 35506
kats/tests/detectors/test_dtw.py sha256=HqfZJ8aM1aO37tHRJ-_EwQhZzDIAfED8-EkCI85CyZ4 4951
kats/tests/detectors/test_hourly_ratio_detection.py sha256=zjvSVWgIVkmHmkuTd_NotS-EU39iascAHNCfNGrRQ9Y 3261
kats/tests/detectors/test_outlier.py sha256=kh6HsQxkwSEL-832YuA6K4yK0hd-CgPJYJX91JIpVNM 7526
kats/tests/detectors/test_outlier_detector.py sha256=PdCSp2Is32krLC-GvYIElaUvi1dWcKMa7Wa78_CRYRQ 3526
kats/tests/detectors/test_prophet_detector.py sha256=pGau_M_IJg0JaHkYLL2Sb80QVTUvv0HnkNEoTDNNV5A 26868
kats/tests/detectors/test_robust_stat_detection.py sha256=SoKgom4ANdB4HvHG6wRlLKhAKYV93ff3Cbp9jWEUXnU 4789
kats/tests/detectors/test_seasonality.py sha256=9hpYVKX7Q1_3h5RxmH3YxUs2uKLKPUVE6SaIyNgg5ng 2805
kats/tests/detectors/test_stat_sig_detector.py sha256=da5PivK0z-OPsceQhbNlPaUmZsPKfnFP3tSkOXQM5Ck 26122
kats/tests/detectors/test_threshold_detector.py sha256=va900WSoiCIkI0FKIRQcdnOgyztyutpBh8OxOZQrz54 1032
kats/tests/detectors/test_trend_mk.py sha256=3a68-oJin0gp9SxEwJxU6lqWVsOUOHKL21j5B-lrc38 12479
kats/tests/detectors/utils.py sha256=Bk-Og34JVtCT02q-20vt0SV4IAy3IPgGkbX--QVJlT4 2092
kats/tests/detectors/meta_learning/__init__.py sha256=D9ECsap08rcUtHyaR111nTjArlKkUjQwP8usXwXAAVQ 179
kats/tests/detectors/meta_learning/test_hpt_tuning.py sha256=V3rVrxBwSEctfYG6putCAOYuw1Viyri-bHjea4kWOHY 4338
kats/tests/detectors/meta_learning/test_metalearning_detection_model.py sha256=--oq6LYhbD_qy1pCSoc6uvXCZrkY4wRxItsylic83Pg 2928
kats/tests/models/__init__.py sha256=D9ECsap08rcUtHyaR111nTjArlKkUjQwP8usXwXAAVQ 179
kats/tests/models/test_arima_model.py sha256=rSlucWJy7E2G3k9a0IpGQmAQTUmxNhrmcQiyJAJdkoM 10730
kats/tests/models/test_bayesian_var_model.py sha256=ldlJOq1VzdGsGYaFfUmjFhxB5tikHa9eqOqbojgXw30 6341
kats/tests/models/test_ensemble.py sha256=dAfhITNz7R_90dHmNGZxlrbrdqG3WOGYz8cxPEAV1x0 20972
kats/tests/models/test_globalmodel.py sha256=U6SeJQgj1UQKytsxbM05aOZee1-L0SCsv4bU09nZjUo 35685
kats/tests/models/test_harmonic_regression.py sha256=0bBVJrGSlCvNAJfNwD6xDOa5oRoqbF_8TOslxN6I004 4382
kats/tests/models/test_holt_winters_model.py sha256=IFdRHBzJXNDaVTfuVNVVeT5oxm1PDcQ4hBXBLHfd8-w 4198
kats/tests/models/test_linear_model.py sha256=n8H-KwkQYrt8gluaFJ-lk57CYqzPxFUMR0fZUaMxMso 5640
kats/tests/models/test_lstm_model.py sha256=fZmK01x0hzOys0jkJQrH_fItcvyPI-uS60fmdHYxOXI 13917
kats/tests/models/test_metalearner.py sha256=VO4LlFYbgkkittCaA3bp8MNIe1tTsjseAurrd2U3Z8I 12985
kats/tests/models/test_models_dummy_data.py sha256=kVBgSLDi7q2Bn_QkpMcqZW2MY6KDndUrl88fRUUHl_c 989550
kats/tests/models/test_nowcasting.py sha256=ZO5SP4kq_jKWnAHue1jyCsw3zveDQIuDkeynOIMA4OQ 6165
kats/tests/models/test_parameter_tuning_default_search_space.py sha256=QEqFf6aVxBTt-1p4LiVmpns5fKP1OjU9vdABodg9GZg 2479
kats/tests/models/test_prophet_model.py sha256=LMgWpCbuZtBtHTxufsfamljgIibbNWEXJ-vT9e3KtcY 15598
kats/tests/models/test_quadratic_model.py sha256=1oYvgxUzLVIFe_fa1fNC6GblraSuTslAAdDujkS-bYQ 2394
kats/tests/models/test_sarima_model.py sha256=1wv19f2_OOB1UBBIqxeimiHG5OuTqELA-yX6TOseJIg 12316
kats/tests/models/test_stlf_model.py sha256=jpw_nISvk55k-qKUypEaLyGQmmqiDvsfuHDxmT2NloQ 3033
kats/tests/models/test_theta_model.py sha256=2QOs6WDAUTJIvaR7vbk6XwDxyTjyZLCciokuRor9-8g 9662
kats/tests/models/test_thm.py sha256=Is4R-X-KgVSIutTqSRmyHvX0fEFtvFbnJRJU1cCFlpY 4551
kats/tests/models/test_var_model.py sha256=ex6NY1z4gKR2VLhyszg1m8I_XemKNhLk8SnVtOP55jM 4846
kats/tsfeatures/__init__.py sha256=AAl9VMjRvew1uPRjd61U_vGN5Z-_4Vlxf6h6RITa2zs 213
kats/tsfeatures/tsfeatures.py sha256=2_LU2hVNur-tYi812Pqz0qg_6cIBNSYJZfFF3PCku1c 78075
kats/utils/__init__.py sha256=_gnob3rBovzKU-ln6ed3TeXHk4WPZQ9anlu90rp7GDs 652
kats/utils/backtesters.py sha256=UyTxKyuHuBvsy6pCJambRY6MLe1XoYQISajfwViRnVE 42991
kats/utils/cupik.py sha256=nVaYAmLIM5ClVHsiVyIS3z4XAt6Qc53RGkARP_UDnsg 11822
kats/utils/decomposition.py sha256=M83tvdK--qNZQtsT7hclbiGhZi-GTnUq11gXS8RA-n8 8892
kats/utils/emp_confidence_int.py sha256=qA2yU8sUEx9pw98penys8ZgE0aggC-rtq4NHgYF290M 11454
kats/utils/feature_engineering.py sha256=JVa16bEG5y6xBCsP39odIIVzVoM1tJ3fodpi_hbeSJ0 6351
kats/utils/multi_objective_hpt.py sha256=3SmBX5TqTaeiA6q617mYMGljwUvIi9puxdEHiFOPB1w 9058
kats/utils/parameter_tuning_utils.py sha256=RjNg0_4KIMeIXndaEf3jCNM6nCft-zjsgErW6ZdQ5dY 10791
kats/utils/simulator.py sha256=u2uZrUPuKr32KMAeNEaABUMG0O6GEvTpN00AVyvGmP8 27231
kats/utils/testing.py sha256=39F3xFC19FF4tyK2LzV6_h6ousnkMg0zlTegS2zvYrg 1836
kats/utils/time_series_parameter_tuning.py sha256=YsbbRub8YdYdRGtwX_dOKvweK9s3T5YMpyOopd6yVFE 38673
kats-0.2.0.dist-info/LICENSE sha256=UkEte8fOQVfqYou6rLiCngqcs8WPV_mRdhJryM8r_IU 1086
kats-0.2.0.dist-info/METADATA sha256=BY2bK9BdBEHRdBdz7wG0gl20MCEM4wwIXIb0GwDHrbM 9352
kats-0.2.0.dist-info/WHEEL sha256=G16H4A3IeoQmnOrYV4ueZGKSjhipXx8zc8nu9FGlvMA 92
kats-0.2.0.dist-info/top_level.txt sha256=89EwAXQLhoHSGG-K3IKxnFty95pCcsoXDfvrMbmUFJs 5
kats-0.2.0.dist-info/RECORD

top_level.txt

kats