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master-thesis

This is my repo for my master thesis which will do causal inference in PrPM

https://github.com/mals77/master-thesis

Science Score: 44.0%

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    CITATION.cff file
    Found CITATION.cff file
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    Found codemeta.json file
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    .zenodo.json file
    Found .zenodo.json file
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    Scientific vocabulary similarity
    Low similarity (7.9%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

This is my repo for my master thesis which will do causal inference in PrPM

Basic Info
  • Host: GitHub
  • Owner: Mals77
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 66.9 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 2 years ago · Last pushed almost 2 years ago
Metadata Files
Readme Citation

README.md

Master Thesis

This is the repository for my master thesis "Determining the Optimal Causal Inference Method for Prescriptive Process Monitoring: Applicability, Implementation, and Evaluation of Various Methods" which looks at causal inference in PrPM.

To run the methods on Juptyer Notebook the requirementEnvironments folder provides the requirements of each environment needed.

The table below gives an overview of the methods, their corresponding file and the environment file.

| Method | File | Environment File | |--|--|--| | Pre-Processing and Result Analysis | Datasets + Results Folder | Processing | Matching | DoWhyMethods, PropScoreMatching | DoWhy, Matching | IPW | IPW, DoWhyMethods | Causallib, DoWhy | TMLE | TMLE | Causallib | Meta Learner | Meta-Learner | CausalML | Uplift | XBCF, Uplift, ORF| XBCF, CausalML, DoWhy | Deep Learning | BCAUSS, CausalEGM, Dragon+CEVEA, Meta-Learners | BCAUSS, EGM, NNCausalML, CausalML

Quickstart

Get the BPIC 2017 dataset Run through pre-processing in Datasets folder. Else use the preprocessed file in the ImportantDatasets.zip

The simulation result is in an .mxml format and can be converted with the mxml-to-xes GitHub repository. Else you can use the already converted file, synthetic-dataset.csv in the ImportantDataset.zip

Run the causal inference models within each CI-method notebook.

Results can be stored in Dataframes and the result.ipynb shows the Figures and Plots.

Owner

  • Login: Mals77
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Skiera"
  given-names: "Malou C."
title: "Master Thesis Code"
version: 1.0.0
date-released: 2024-04-05
url: "https://github.com/Mals77/master-thesis"

GitHub Events

Total
Last Year

Dependencies

requirementsEnvironments/.ipynb_checkpoints/requirementsDoWhy-checkpoint.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsBCAUSS.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Keras-Preprocessing ==1.1.2
  • Mako ==1.2.4
  • Markdown ==3.5.1
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • Werkzeug ==3.0.1
  • XlsxWriter ==3.1.7
  • absl-py ==2.0.0
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • astunparse ==1.6.3
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • cachetools ==5.3.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • flatbuffers ==23.5.26
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • gast ==0.5.4
  • google-auth ==2.26.1
  • google-auth-oauthlib ==0.4.6
  • google-pasta ==0.2.0
  • greenlet ==3.0.0
  • grpcio ==1.60.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • keras ==2.8.0
  • kiwisolver ==1.4.5
  • libclang ==16.0.6
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • nvidia-cublas-cu11 ==11.11.3.6
  • nvidia-cublas-cu12 ==12.3.4.1
  • nvidia-cuda-cupti-cu11 ==11.8.87
  • nvidia-cuda-nvcc-cu11 ==11.8.89
  • nvidia-cuda-nvrtc-cu12 ==12.3.107
  • nvidia-cuda-runtime-cu11 ==11.8.89
  • nvidia-cuda-runtime-cu12 ==12.3.101
  • nvidia-cudnn-cu11 ==8.7.0.84
  • nvidia-cudnn-cu12 ==8.9.7.29
  • nvidia-cufft-cu11 ==10.9.0.58
  • nvidia-curand-cu11 ==10.3.0.86
  • nvidia-cusolver-cu11 ==11.4.1.48
  • nvidia-cusparse-cu11 ==11.7.5.86
  • nvidia-nccl-cu11 ==2.16.5
  • oauthlib ==3.2.2
  • opt-einsum ==3.3.0
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • protobuf ==3.20.1
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pyasn1 ==0.5.1
  • pyasn1-modules ==0.3.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • requests-oauthlib ==1.3.1
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • rsa ==4.9
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • tensorboard ==2.8.0
  • tensorboard-data-server ==0.6.1
  • tensorboard-plugin-wit ==1.8.1
  • tensorflow-gpu ==2.8.0
  • tensorflow-io-gcs-filesystem ==0.35.0
  • tensorrt ==8.5.3.1
  • tensorrt-bindings ==8.6.1
  • tensorrt-libs ==8.6.1
  • termcolor ==2.4.0
  • terminado ==0.17.1
  • tf-estimator-nightly ==2.8.0.dev2021122109
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • wrapt ==1.16.0
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsCausalML.txt pypi
  • Babel ==2.13.0
  • Cython ==0.29.34
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • causalml ==0.15.0
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • dill ==0.3.8
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • forestci ==0.6
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • graphviz ==0.20.1
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • mpmath ==1.3.0
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • multiprocess ==0.70.16
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • nvidia-cublas-cu12 ==12.1.3.1
  • nvidia-cuda-cupti-cu12 ==12.1.105
  • nvidia-cuda-nvrtc-cu12 ==12.1.105
  • nvidia-cuda-runtime-cu12 ==12.1.105
  • nvidia-cudnn-cu12 ==8.9.2.26
  • nvidia-cufft-cu12 ==11.0.2.54
  • nvidia-curand-cu12 ==10.3.2.106
  • nvidia-cusolver-cu12 ==11.4.5.107
  • nvidia-cusparse-cu12 ==12.1.0.106
  • nvidia-nccl-cu12 ==2.19.3
  • nvidia-nvjitlink-cu12 ==12.3.101
  • nvidia-nvtx-cu12 ==12.1.105
  • oauthlib ==3.2.2
  • opt-einsum ==3.3.0
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • pathos ==0.2.9
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • pox ==0.3.4
  • ppft ==1.7.6.8
  • progressbar2 ==4.3.2
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pydotplus ==2.0.2
  • pygam ==0.9.1
  • pyparsing ==3.1.1
  • pyro-api ==0.1.2
  • pyro-ppl ==1.9.0
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • python-utils ==3.8.2
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • sympy ==1.12
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • torch ==2.2.1
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • triton ==2.2.0
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xgboost ==2.0.3
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsCausallib.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • causallib ==0.9.6
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • mlxtend ==0.23.1
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsDoWhy.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsEGM.txt pypi
  • Babel ==2.13.0
  • CausalEGM ==0.3.3
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • Markdown ==3.5.2
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • Werkzeug ==3.0.1
  • XlsxWriter ==3.1.7
  • absl-py ==2.1.0
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • astunparse ==1.6.3
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • cachetools ==5.3.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • flatbuffers ==23.5.26
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • gast ==0.5.4
  • google-auth ==2.26.2
  • google-auth-oauthlib ==1.2.0
  • google-pasta ==0.2.0
  • greenlet ==3.0.0
  • grpcio ==1.60.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • keras ==2.15.0
  • kiwisolver ==1.4.5
  • libclang ==16.0.6
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • ml-dtypes ==0.2.0
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • opt-einsum ==3.3.0
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • protobuf ==4.23.4
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pyasn1 ==0.5.1
  • pyasn1-modules ==0.3.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • requests-oauthlib ==1.3.1
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • rsa ==4.9
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • tensorboard ==2.15.1
  • tensorboard-data-server ==0.7.2
  • tensorflow ==2.15.0.post1
  • tensorflow-estimator ==2.15.0
  • tensorflow-io-gcs-filesystem ==0.35.0
  • termcolor ==2.4.0
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • wrapt ==1.14.1
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsMatching.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • causality ==0.0.10
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsNNCausalML.txt pypi
  • Babel ==2.13.0
  • Cython ==0.29.34
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • Markdown ==3.5.1
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • Werkzeug ==3.0.1
  • XlsxWriter ==3.1.7
  • absl-py ==2.0.0
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • astunparse ==1.6.3
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • cachetools ==5.3.2
  • causalml ==0.14.1
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • dill ==0.3.7
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • flatbuffers ==23.5.26
  • fonttools ==4.43.1
  • forestci ==0.6
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • future ==0.18.3
  • gast ==0.5.4
  • google-auth ==2.26.1
  • google-auth-oauthlib ==1.2.0
  • google-pasta ==0.2.0
  • graphviz ==0.20.1
  • greenlet ==3.0.0
  • grpcio ==1.60.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • keras ==2.15.0
  • kiwisolver ==1.4.5
  • libclang ==16.0.6
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • ml-dtypes ==0.2.0
  • mpmath ==1.3.0
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • multiprocess ==0.70.15
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • nvidia-cublas-cu12 ==12.1.3.1
  • nvidia-cuda-cupti-cu12 ==12.1.105
  • nvidia-cuda-nvrtc-cu12 ==12.1.105
  • nvidia-cuda-runtime-cu12 ==12.1.105
  • nvidia-cudnn-cu12 ==8.9.2.26
  • nvidia-cufft-cu12 ==11.0.2.54
  • nvidia-curand-cu12 ==10.3.2.106
  • nvidia-cusolver-cu12 ==11.4.5.107
  • nvidia-cusparse-cu12 ==12.1.0.106
  • nvidia-nccl-cu12 ==2.18.1
  • nvidia-nvjitlink-cu12 ==12.3.101
  • nvidia-nvtx-cu12 ==12.1.105
  • oauthlib ==3.2.2
  • opt-einsum ==3.3.0
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • pathos ==0.2.9
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • pox ==0.3.3
  • ppft ==1.7.6.7
  • progressbar2 ==4.3.2
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • protobuf ==4.23.4
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pyasn1 ==0.5.1
  • pyasn1-modules ==0.3.0
  • pycparser ==2.21
  • pydotplus ==2.0.2
  • pygam ==0.8.0
  • pyparsing ==3.1.1
  • pyro-api ==0.1.2
  • pyro-ppl ==1.8.6
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • python-utils ==3.8.1
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • requests-oauthlib ==1.3.1
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • rsa ==4.9
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • sympy ==1.12
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • tensorboard ==2.15.1
  • tensorboard-data-server ==0.7.2
  • tensorflow ==2.15.0.post1
  • tensorflow-estimator ==2.15.0
  • tensorflow-io-gcs-filesystem ==0.35.0
  • termcolor ==2.4.0
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • torch ==2.1.2
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • triton ==2.1.0
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • wrapt ==1.14.1
  • xgboost ==2.0.3
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsProcessing.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • StringDist ==1.0.9
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cvxopt ==1.3.2
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • deprecation ==2.1.0
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • graphviz ==0.20.1
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • intervaltree ==3.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • lxml ==5.1.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • networkx ==3.2.1
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • pm4py ==2.7.9.1
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pydotplus ==2.0.2
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0
requirementsEnvironments/requirementsXBCF.txt pypi
  • Babel ==2.13.0
  • Jinja2 ==3.1.2
  • Mako ==1.2.4
  • MarkupSafe ==2.1.3
  • Pillow ==10.0.1
  • PyYAML ==6.0.1
  • Pygments ==2.16.1
  • SQLAlchemy ==2.0.21
  • Send2Trash ==1.8.2
  • XlsxWriter ==3.1.7
  • aiohttp ==3.8.6
  • aiosignal ==1.3.1
  • alembic ==1.12.0
  • anyio ==4.0.0
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.0
  • async-generator ==1.10
  • async-lru ==2.0.4
  • async-timeout ==4.0.3
  • attrs ==23.1.0
  • backcall ==0.2.0
  • beautifulsoup4 ==4.12.2
  • bleach ==6.1.0
  • blosc2 ==2.2.9
  • bokeh ==3.2.2
  • certifi ==2023.7.22
  • certipy ==0.1.3
  • cffi ==1.16.0
  • charset-normalizer ==3.3.0
  • click ==8.1.7
  • cloudpickle ==2.2.1
  • comm ==0.1.4
  • contourpy ==1.1.1
  • cryptography ==41.0.4
  • cycler ==0.12.1
  • dask ==2023.9.3
  • dask-jobqueue ==0.8.2
  • dask_labextension ==7.0.0
  • debugpy ==1.8.0
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • distlib ==0.3.7
  • distributed ==2023.9.3
  • econml ==0.14.1
  • exceptiongroup ==1.1.3
  • executing ==2.0.0
  • fastjsonschema ==2.18.1
  • filelock ==3.12.4
  • fonttools ==4.43.1
  • fqdn ==1.5.1
  • frozenlist ==1.4.0
  • fsspec ==2023.9.2
  • greenlet ==3.0.0
  • h5py ==3.10.0
  • hachoir ==3.1.3
  • idna ==3.4
  • importlib-metadata ==6.8.0
  • importlib-resources ==6.1.0
  • ipykernel ==6.25.2
  • ipympl ==0.9.3
  • ipython ==8.16.1
  • ipython-genutils ==0.2.0
  • ipywidgets ==8.1.1
  • isoduration ==20.11.0
  • jedi ==0.19.1
  • joblib ==1.3.2
  • json5 ==0.9.14
  • jsonpointer ==2.4
  • jsonschema ==4.19.1
  • jsonschema-specifications ==2023.7.1
  • jupyter-events ==0.7.0
  • jupyter-lsp ==2.2.0
  • jupyter-telemetry ==0.1.0
  • jupyter_client ==8.3.1
  • jupyter_core ==5.3.2
  • jupyter_server ==2.7.3
  • jupyter_server_proxy ==4.1.0
  • jupyter_server_terminals ==0.4.4
  • jupyterhub ==4.0.2
  • jupyterlab ==4.0.6
  • jupyterlab-pygments ==0.2.2
  • jupyterlab-widgets ==3.0.9
  • jupyterlab_server ==2.25.0
  • jupyterlmod ==4.0.3
  • kiwisolver ==1.4.5
  • lightgbm ==4.3.0
  • llvmlite ==0.42.0
  • locket ==1.0.0
  • matplotlib ==3.8.0
  • matplotlib-inline ==0.1.6
  • mistune ==3.0.2
  • msgpack ==1.0.7
  • multidict ==6.0.4
  • mysql ==0.0.3
  • mysqlclient ==2.2.0
  • nbclient ==0.8.0
  • nbconvert ==7.9.2
  • nbformat ==5.9.2
  • ndindex ==1.7
  • nest-asyncio ==1.5.8
  • notebook_shim ==0.2.3
  • numba ==0.59.0
  • numexpr ==2.8.7
  • numpy ==1.26.0
  • oauthlib ==3.2.2
  • overrides ==7.4.0
  • packaging ==23.2
  • pamela ==1.1.0
  • pandas ==2.1.1
  • pandocfilters ==1.5.0
  • parso ==0.8.3
  • partd ==1.4.1
  • patsy ==0.5.6
  • pexpect ==4.8.0
  • pickleshare ==0.7.5
  • platformdirs ==3.11.0
  • plotly ==5.17.0
  • prometheus-client ==0.17.1
  • prompt-toolkit ==3.0.39
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.9
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • py-cpuinfo ==9.0.0
  • pyOpenSSL ==23.2.0
  • pyarrow ==5.0.0
  • pycparser ==2.21
  • pyparsing ==3.1.1
  • python-dateutil ==2.8.2
  • python-json-logger ==2.0.7
  • pytz ==2023.3.post1
  • pyzmq ==25.1.1
  • referencing ==0.30.2
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rinoh-mscorefontinstaller ==0.1.0
  • rpds-py ==0.10.4
  • ruamel.yaml ==0.17.35
  • ruamel.yaml.clib ==0.2.8
  • scikit-learn ==1.2.2
  • scipy ==1.11.3
  • seaborn ==0.13.0
  • shap ==0.41.0
  • simpervisor ==1.0.0
  • six ==1.16.0
  • slicer ==0.0.7
  • sniffio ==1.3.0
  • sortedcontainers ==2.4.0
  • soupsieve ==2.5
  • sparse ==0.15.1
  • stack-data ==0.6.3
  • statsmodels ==0.14.1
  • tables ==3.9.1
  • tblib ==2.0.0
  • tenacity ==8.2.3
  • terminado ==0.17.1
  • threadpoolctl ==3.2.0
  • tinycss2 ==1.2.1
  • tomli ==2.0.1
  • toolz ==0.12.0
  • tornado ==6.3.3
  • tqdm ==4.66.2
  • traitlets ==5.11.2
  • types-python-dateutil ==2.8.19.14
  • typing_extensions ==4.8.0
  • tzdata ==2023.3
  • uri-template ==1.3.0
  • urllib3 ==2.0.6
  • virtualenv ==20.24.5
  • wcwidth ==0.2.8
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.6.4
  • widgetsnbextension ==4.0.9
  • xbcausalforest ==0.1.3
  • xlrd ==2.0.1
  • xlwt ==1.3.0
  • xyzservices ==2023.10.0
  • yarl ==1.9.2
  • zict ==3.0.0
  • zipp ==3.17.0