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Created a hotfix yaml that covers most chapter 3 examples except auto-sklearn and pyspark. Issues on the new mac with the environment. Might need a container option.
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‎.gitignore‎

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#Other - potentially vs code
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*.DS_Store
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**/.DS_Store
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*/.DS_Store
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#MLFlow etc
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**/artifacts/model
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**/artifacts/**
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**/mlruns/**
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**/mlruns/**
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Chapter08/.DS_Store
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Chapter09/.DS_Store

‎Chapter03/features/feature-engineering.py‎

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# Make a 70/30 train/test split
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X_train, X_test, y_train, y_test = train_test_split(X, y,
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test_size=0.30,
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test_size=0.30,
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random_state=42)
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‎Chapter03/hyperparameter-opt/optuna_example.py‎

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study = optuna.create_study(direction='minimize')
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study.optimize(partial(objective, n_folds=n_folds, X=X_train, y=y_train), n_trials=16)
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print(study.best_trial.params)
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print(stu)
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print(study.best_trial.params)

‎Chapter03/mlewp-chapter03-hotfix copy.yml.txt‎

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name: mlewp-chapter03-hotfix
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channels:
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- conda-forge
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dependencies:
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- aiohappyeyeballs=2.4.4
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- aiohttp=3.11.11
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- aiosignal=1.3.2
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- alembic=1.14.1
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- annotated-types=0.7.0
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- async-timeout=5.0.1
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- attrs=25.1.0
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- aws-c-auth=0.8.1
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- aws-c-cal=0.8.1
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- aws-c-common=0.10.6
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- aws-c-compression=0.3.0
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- aws-c-event-stream=0.5.0
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- aws-c-http=0.9.2
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- aws-c-io=0.15.3
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- aws-c-mqtt=0.11.0
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- aws-c-s3=0.7.9
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- aws-c-sdkutils=0.2.2
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- aws-checksums=0.2.2
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- aws-crt-cpp=0.29.9
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- aws-sdk-cpp=1.11.489
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- azure-core-cpp=1.14.0
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- azure-identity-cpp=1.10.0
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- azure-storage-blobs-cpp=12.13.0
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- azure-storage-common-cpp=12.8.0
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- azure-storage-files-datalake-cpp=12.12.0
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- bcrypt=4.2.1
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- blinker=1.9.0
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- brotli=1.1.0
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- brotli-bin=1.1.0
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- brotli-python=1.1.0
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- bzip2=1.0.8
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- c-ares=1.34.4
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- ca-certificates=2025.1.31
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- cachetools=5.5.1
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- certifi=2024.12.14
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- cffi=1.17.1
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- charset-normalizer=3.4.1
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- click=8.1.8
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- cloudpickle=3.1.1
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- colorama=0.4.6
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- colorlog=6.9.0
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- contourpy=1.3.1
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- cryptography=44.0.0
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- cycler=0.12.1
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- databricks-sdk=0.43.0
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- deprecated=1.2.18
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- docker-py=7.1.0
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- entrypoints=0.4
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- flask=3.1.0
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- fonttools=4.55.8
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- freetype=2.12.1
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- frozenlist=1.5.0
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- gflags=2.2.2
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- gitdb=4.0.12
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- gitpython=3.1.44
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- glog=0.7.1
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- google-auth=2.38.0
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- graphene=3.4.3
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- graphql-core=3.2.6
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- graphql-relay=3.2.0
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- greenlet=3.1.1
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- gunicorn=23.0.0
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- h2=4.2.0
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- hpack=4.1.0
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- hyperframe=6.1.0
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- icu=75.1
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- idna=3.10
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- importlib-metadata=8.6.1
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- itsdangerous=2.2.0
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- jinja2=3.1.5
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- joblib=1.4.2
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- kiwisolver=1.4.7
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- krb5=1.21.3
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- lcms2=2.16
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- lerc=4.0.0
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- libabseil=20240722.0
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- libarrow=18.1.0
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- libarrow-acero=18.1.0
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- libarrow-dataset=18.1.0
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- libarrow-substrait=18.1.0
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- libblas=3.9.0
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- libbrotlicommon=1.1.0
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- libbrotlidec=1.1.0
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- libbrotlienc=1.1.0
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- libcblas=3.9.0
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- libcrc32c=1.1.2
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- libcurl=8.11.1
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- libcxx=19.1.7
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- libdeflate=1.23
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- libedit=3.1.20250104
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- libev=4.33
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- libevent=2.1.12
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- libffi=3.4.2
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- libgfortran=5.0.0
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- libgfortran5=13.2.0
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- libgoogle-cloud=2.34.0
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- libgoogle-cloud-storage=2.34.0
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- libgrpc=1.67.1
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- libiconv=1.17
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- libjpeg-turbo=3.0.0
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- liblapack=3.9.0
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- liblzma=5.6.4
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- liblzma-devel=5.6.4
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- libnghttp2=1.64.0
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- libopenblas=0.3.28
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- libparquet=18.1.0
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- libpng=1.6.46
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- libprotobuf=5.28.3
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- libre2-11=2024.07.02
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- libsodium=1.0.20
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- libsqlite=3.48.0
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- libssh2=1.11.1
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- libthrift=0.21.0
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- libtiff=4.7.0
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- libutf8proc=2.10.0
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- libwebp-base=1.5.0
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- libxcb=1.17.0
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- libxml2=2.13.5
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- libzlib=1.3.1
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- llvm-openmp=19.1.7
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- lz4-c=1.10.0
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- mako=1.3.9
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- markdown=3.6
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- markupsafe=3.0.2
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- matplotlib-base=3.10.0
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- mlflow=2.20.1
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- mlflow-skinny=2.20.1
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- mlflow-ui=2.20.1
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- multidict=6.1.0
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- munkres=1.1.4
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- ncurses=6.5
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- numpy=1.26.4
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- openjpeg=2.5.3
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- openssl=3.4.0
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- opentelemetry-api=1.16.0
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- opentelemetry-sdk=1.16.0
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- opentelemetry-semantic-conventions=0.37b0
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- optuna=4.2.0
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- orc=2.0.3
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- packaging=24.2
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- pandas=2.2.2
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- paramiko=3.5.1
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- pillow=11.1.0
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- pip=25.0
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- prometheus_client=0.21.1
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- prometheus_flask_exporter=0.23.1
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- propcache=0.2.1
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- protobuf=5.28.3
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- pthread-stubs=0.4
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- py4j=0.10.9.7
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- pyarrow=18.1.0
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- pyarrow-core=18.1.0
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- pyasn1=0.6.1
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- pyasn1-modules=0.4.1
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- pycparser=2.22
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- pydantic=2.10.6
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- pydantic-core=2.27.2
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- pynacl=1.5.0
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- pyopenssl=25.0.0
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- pyparsing=3.2.1
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- pysocks=1.7.1
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- pyspark=3.5.4
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- python=3.10.8
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- python-dateutil=2.9.0.post0
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- python-tzdata=2025.1
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- python_abi=3.10
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- pytz=2024.2
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- pyu2f=0.1.5
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- pywin32-on-windows=0.1.0
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- pyyaml=6.0.2
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- qhull=2020.2
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- querystring_parser=1.2.4
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- re2=2024.07.02
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- readline=8.2
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- requests=2.32.3
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- rsa=4.9
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- scikit-learn=1.6.1
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- scipy=1.15.1
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- setuptools=75.8.0
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- six=1.17.0
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- smmap=5.0.0
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- snappy=1.2.1
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- sqlalchemy=2.0.37
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- sqlparse=0.5.3
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- threadpoolctl=3.5.0
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- tk=8.6.13
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- tqdm=4.67.1
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- typing-extensions=4.12.2
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- typing_extensions=4.12.2
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- tzdata=2025a
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- unicodedata2=16.0.0
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- urllib3=2.3.0
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- websocket-client=1.8.0
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- werkzeug=3.1.3
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- wheel=0.45.1
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- wrapt=1.17.2
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- xorg-libxau=1.0.12
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- xorg-libxdmcp=1.1.5
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- xz=5.6.4
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- xz-gpl-tools=5.6.4
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- xz-tools=5.6.4
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- yaml=0.2.5
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- yarl=1.18.3
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- zipp=3.21.0
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- zstandard=0.23.0
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- zstd=1.5.6
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prefix: /opt/homebrew/Caskroom/miniforge/base/envs/mlewp-chapter03-hotfix

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