Add environment description and setup instructions

2026-02-05 00:06:39 -05:00 · 2024-12-02 11:50:28 -05:00
parent 23416cc17b
commit 2b55987281
2 changed files with 295 additions and 0 deletions
--- a/README.md
+++ b/README.md
@@ -7,6 +7,19 @@
 ### Project Summary
 We are conducting a data mining project focused on analyzing driver performance in Formula One racing, with the goal to correlate driver performance with track and weather conditions, and to predict future race results using these correlations. We will apply various data mining techniques learned throughout the course to extract meaningful insights from the dataset.

+## Getting Started
+To run the project, you will need to set up a conda environment using the `conda_env.yml` file. To do this, run the following command in the terminal:
+```
+conda env create -f conda_env.yml
+```
+
+Then, activate the environment with:
+```
+conda activate csci349
+```
+
+Finally, open the Jupyter notebook of your choice and run the cells.
+
 ### Important Dates
 - **Data Selection Due:** November 13, 2024
 - **DataPrep_EDA.ipynb Due:** November 22, 2024
--- a/conda_env.yml
+++ b/conda_env.yml
@@ -0,0 +1,282 @@
+name: csci349
+channels:
+  - conda-forge
+  - defaults
+  - https://repo.anaconda.com/pkgs/main
+  - https://repo.anaconda.com/pkgs/r
+dependencies:
+  - _py-xgboost-mutex=2.0=cpu_0
+  - absl-py=2.1.0=py310hca03da5_0
+  - anyio=4.6.2=py310hca03da5_0
+  - appnope=0.1.2=py310hca03da5_1001
+  - argon2-cffi=21.3.0=pyhd3eb1b0_0
+  - argon2-cffi-bindings=21.2.0=py310h1a28f6b_0
+  - asttokens=2.0.5=pyhd3eb1b0_0
+  - astunparse=1.6.3=py_0
+  - async-lru=2.0.4=py310hca03da5_0
+  - attrs=24.2.0=py310hca03da5_0
+  - babel=2.11.0=py310hca03da5_0
+  - beautifulsoup4=4.12.3=py310hca03da5_0
+  - blas=1.0=openblas
+  - bleach=4.1.0=pyhd3eb1b0_0
+  - boost-cpp=1.82.0=h48ca7d4_2
+  - bottleneck=1.4.2=py310hbda83bc_0
+  - brotli=1.0.9=h80987f9_8
+  - brotli-bin=1.0.9=h80987f9_8
+  - brotli-python=1.0.9=py310h313beb8_8
+  - bzip2=1.0.8=h80987f9_6
+  - c-ares=1.19.1=h80987f9_0
+  - ca-certificates=2024.9.24=hca03da5_0
+  - cairo=1.16.0=h302bd0f_5
+  - cattrs=24.1.2=pyhd8ed1ab_0
+  - certifi=2024.8.30=pyhd8ed1ab_0
+  - cffi=1.17.1=py310h3eb5a62_0
+  - charset-normalizer=3.3.2=pyhd3eb1b0_0
+  - comm=0.2.1=py310hca03da5_0
+  - contourpy=1.2.0=py310h48ca7d4_0
+  - cycler=0.11.0=pyhd3eb1b0_0
+  - cyrus-sasl=2.1.28=h9131b1a_1
+  - debugpy=1.6.7=py310h313beb8_0
+  - decorator=5.1.1=pyhd3eb1b0_0
+  - defusedxml=0.7.1=pyhd3eb1b0_0
+  - et_xmlfile=1.1.0=py310hca03da5_0
+  - exceptiongroup=1.2.0=py310hca03da5_0
+  - executing=0.8.3=pyhd3eb1b0_0
+  - expat=2.6.3=h313beb8_0
+  - fastf1=3.4.4=pyhd8ed1ab_0
+  - flatbuffers=24.3.25=h313beb8_0
+  - font-ttf-dejavu-sans-mono=2.37=hd3eb1b0_0
+  - font-ttf-inconsolata=2.001=hcb22688_0
+  - font-ttf-source-code-pro=2.030=hd3eb1b0_0
+  - font-ttf-ubuntu=0.83=h8b1ccd4_0
+  - fontconfig=2.14.1=h6402c1e_3
+  - fonts-anaconda=1=h8fa9717_0
+  - fonts-conda-ecosystem=1=hd3eb1b0_0
+  - fonttools=4.51.0=py310h80987f9_0
+  - freetype=2.12.1=h1192e45_0
+  - fribidi=1.0.10=h1a28f6b_0
+  - gast=0.5.3=pyhd3eb1b0_0
+  - gdk-pixbuf=2.42.10=h80987f9_1
+  - gettext=0.21.0=hbdbcc25_2
+  - giflib=5.2.2=h80987f9_0
+  - glib=2.78.4=h313beb8_0
+  - glib-tools=2.78.4=h313beb8_0
+  - google-pasta=0.2.0=pyhd3eb1b0_0
+  - graphite2=1.3.14=hc377ac9_1
+  - graphviz=2.50.0=hf331ead_1
+  - grpcio=1.62.2=py310h313beb8_0
+  - gst-plugins-base=1.14.1=h313beb8_1
+  - gstreamer=1.14.1=h80987f9_1
+  - gts=0.7.6=hde733a8_3
+  - h11=0.14.0=py310hca03da5_0
+  - h5py=3.12.1=py310h8456320_0
+  - harfbuzz=4.3.0=he9eebac_2
+  - hdf5=1.12.1=h05c076b_3
+  - httpcore=1.0.2=py310hca03da5_0
+  - httpx=0.27.0=py310hca03da5_0
+  - icu=73.1=h313beb8_0
+  - idna=3.7=py310hca03da5_0
+  - ipykernel=6.29.5=py310hca03da5_0
+  - ipython=8.27.0=py310hca03da5_0
+  - ipywidgets=8.1.2=py310hca03da5_0
+  - itsdangerous=2.2.0=pyhd8ed1ab_0
+  - jedi=0.19.1=py310hca03da5_0
+  - jinja2=3.1.4=py310hca03da5_1
+  - joblib=1.4.2=py310hca03da5_0
+  - jpeg=9e=h80987f9_3
+  - json5=0.9.25=py310hca03da5_0
+  - jsonschema=4.23.0=py310hca03da5_0
+  - jsonschema-specifications=2023.7.1=py310hca03da5_0
+  - jupyter=1.0.0=py310hca03da5_9
+  - jupyter-lsp=2.2.0=py310hca03da5_0
+  - jupyter_client=8.6.0=py310hca03da5_0
+  - jupyter_console=6.6.3=py310hca03da5_0
+  - jupyter_core=5.7.2=py310hca03da5_0
+  - jupyter_events=0.10.0=py310hca03da5_0
+  - jupyter_server=2.14.1=py310hca03da5_0
+  - jupyter_server_terminals=0.4.4=py310hca03da5_1
+  - jupyterlab=4.2.5=py310hca03da5_0
+  - jupyterlab_pygments=0.1.2=py_0
+  - jupyterlab_server=2.27.3=py310hca03da5_0
+  - jupyterlab_widgets=3.0.10=py310hca03da5_0
+  - keras=3.6.0=pyhd8ed1ab_0
+  - kiwisolver=1.4.4=py310h313beb8_0
+  - krb5=1.20.1=hf3e1bf2_1
+  - lcms2=2.12=hba8e193_0
+  - lerc=3.0=hc377ac9_0
+  - libabseil=20240116.2=cxx17_h313beb8_0
+  - libboost=1.82.0=h0bc93f9_2
+  - libbrotlicommon=1.0.9=h80987f9_8
+  - libbrotlidec=1.0.9=h80987f9_8
+  - libbrotlienc=1.0.9=h80987f9_8
+  - libclang=14.0.6=default_h1b80db6_1
+  - libclang13=14.0.6=default_h24352ff_1
+  - libcurl=8.9.1=h3e2b118_0
+  - libcxx=19.1.3=ha82da77_0
+  - libdeflate=1.17=h80987f9_1
+  - libedit=3.1.20230828=h80987f9_0
+  - libev=4.33=h1a28f6b_1
+  - libffi=3.4.4=hca03da5_1
+  - libgd=2.3.3=h14f8a72_1
+  - libgfortran=5.0.0=11_3_0_hca03da5_28
+  - libgfortran5=11.3.0=h009349e_28
+  - libglib=2.78.4=h0a96307_0
+  - libgrpc=1.62.2=h62f6fdd_0
+  - libiconv=1.16=h80987f9_3
+  - libllvm14=14.0.6=h19fdd8a_4
+  - libnghttp2=1.57.0=h62f6fdd_0
+  - libopenblas=0.3.21=h269037a_0
+  - libpng=1.6.39=h80987f9_0
+  - libpq=12.20=h02f6b3c_0
+  - libprotobuf=4.25.3=h514c7bf_0
+  - librsvg=2.54.4=h01aef1a_4
+  - libsodium=1.0.18=h1a28f6b_0
+  - libsqlite=3.46.0=hfb93653_0
+  - libssh2=1.11.0=h3e2b118_0
+  - libtiff=4.5.1=h313beb8_0
+  - libtool=2.4.6=h313beb8_1009
+  - libwebp=1.3.2=ha3663a8_0
+  - libwebp-base=1.3.2=h80987f9_1
+  - libxgboost=2.1.1=h313beb8_0
+  - libxml2=2.13.1=h0b34f26_2
+  - libzlib=1.2.13=hfb2fe0b_6
+  - llvm-openmp=14.0.6=hc6e5704_0
+  - lz4-c=1.9.4=h313beb8_1
+  - markdown=3.4.1=py310hca03da5_0
+  - markdown-it-py=2.2.0=py310hca03da5_1
+  - markupsafe=2.1.3=py310h80987f9_0
+  - matplotlib=3.8.4=py310hca03da5_0
+  - matplotlib-base=3.8.4=py310h46d7db6_0
+  - matplotlib-inline=0.1.6=py310hca03da5_0
+  - mdurl=0.1.0=py310hca03da5_0
+  - mistune=2.0.4=py310hca03da5_0
+  - ml_dtypes=0.4.0=py310h46d7db6_0
+  - mlxtend=0.23.1=py310hca03da5_0
+  - mysql=5.7.24=ha71a6ea_2
+  - namex=0.0.7=py310hca03da5_0
+  - nbclient=0.8.0=py310hca03da5_0
+  - nbconvert=7.16.4=py310hca03da5_0
+  - nbformat=5.10.4=py310hca03da5_0
+  - ncurses=6.4=h313beb8_0
+  - nest-asyncio=1.6.0=py310hca03da5_0
+  - notebook=7.2.2=py310hca03da5_1
+  - notebook-shim=0.2.3=py310hca03da5_0
+  - nspr=4.35=h313beb8_0
+  - nss=3.89.1=h313beb8_0
+  - numexpr=2.10.1=py310h5d9532f_0
+  - numpy=1.23.5=py310hb93e574_0
+  - numpy-base=1.23.5=py310haf87e8b_0
+  - openjpeg=2.5.2=h54b8e55_0
+  - openpyxl=3.1.5=py310h80987f9_0
+  - openssl=3.4.0=h39f12f2_0
+  - opt_einsum=3.3.0=pyhd3eb1b0_1
+  - optree=0.12.1=py310h48ca7d4_0
+  - overrides=7.4.0=py310hca03da5_0
+  - packaging=24.1=py310hca03da5_0
+  - pandas=2.2.2=py310h313beb8_0
+  - pandoc=2.12=hca03da5_3
+  - pandocfilters=1.5.0=pyhd3eb1b0_0
+  - pango=1.50.7=h7271ec9_0
+  - parso=0.8.3=pyhd3eb1b0_0
+  - patsy=0.5.6=py310hca03da5_0
+  - pcre2=10.42=hb066dcc_1
+  - pexpect=4.8.0=pyhd3eb1b0_3
+  - pillow=10.4.0=py310h80987f9_0
+  - pip=24.2=py310hca03da5_0
+  - pixman=0.40.0=h1a28f6b_0
+  - platformdirs=3.10.0=py310hca03da5_0
+  - ply=3.11=py310hca03da5_0
+  - poppler=22.12.0=h52f4003_3
+  - poppler-data=0.4.11=hca03da5_1
+  - prometheus_client=0.14.1=py310hca03da5_0
+  - prompt-toolkit=3.0.43=py310hca03da5_0
+  - prompt_toolkit=3.0.43=hd3eb1b0_0
+  - protobuf=4.25.3=py310h8472c4a_0
+  - psutil=5.9.0=py310h1a28f6b_0
+  - ptyprocess=0.7.0=pyhd3eb1b0_2
+  - pure_eval=0.2.2=pyhd3eb1b0_0
+  - py-xgboost=2.1.1=py310hca03da5_0
+  - pybind11-abi=4=hd3eb1b0_1
+  - pycparser=2.21=pyhd3eb1b0_0
+  - pydot=1.4.2=py310hca03da5_0
+  - pygments=2.15.1=py310hca03da5_1
+  - pyparsing=2.4.7=pyhd3eb1b0_0
+  - pyqt=5.15.10=py310h313beb8_0
+  - pyqt5-sip=12.13.0=py310h80987f9_0
+  - pysocks=1.7.1=py310hca03da5_0
+  - python=3.10.13=h2469fbe_1_cpython
+  - python-dateutil=2.9.0post0=py310hca03da5_2
+  - python-fastjsonschema=2.16.2=py310hca03da5_0
+  - python-flatbuffers=24.3.25=py310hca03da5_0
+  - python-json-logger=2.0.7=py310hca03da5_0
+  - python-levenshtein=0.12.2=py310h1a28f6b_0
+  - python-tzdata=2023.3=pyhd3eb1b0_0
+  - python_abi=3.10=5_cp310
+  - pytz=2024.1=py310hca03da5_0
+  - pyyaml=6.0.2=py310h80987f9_0
+  - pyzmq=25.1.2=py310h313beb8_0
+  - qt-main=5.15.2=h0917680_10
+  - qtconsole=5.6.0=py310hca03da5_0
+  - qtpy=2.4.1=py310hca03da5_0
+  - rapidfuzz=3.10.1=py310hdde5576_0
+  - re2=2022.04.01=hc377ac9_0
+  - readline=8.2=h1a28f6b_0
+  - referencing=0.30.2=py310hca03da5_0
+  - requests=2.32.3=py310hca03da5_1
+  - requests-cache=1.2.1=pyhd8ed1ab_0
+  - rfc3339-validator=0.1.4=py310hca03da5_0
+  - rfc3986-validator=0.1.1=py310hca03da5_0
+  - rich=13.7.1=py310hca03da5_0
+  - rpds-py=0.10.6=py310hf0e4da2_0
+  - scikit-learn=1.5.1=py310h46d7db6_0
+  - scipy=1.13.1=py310hd336fd7_0
+  - seaborn=0.13.2=py310hca03da5_0
+  - send2trash=1.8.2=py310hca03da5_0
+  - setuptools=75.1.0=py310hca03da5_0
+  - sip=6.7.12=py310h313beb8_0
+  - six=1.16.0=pyhd3eb1b0_1
+  - snappy=1.2.1=h313beb8_0
+  - sniffio=1.3.0=py310hca03da5_0
+  - soupsieve=2.5=py310hca03da5_0
+  - sqlite=3.45.3=h80987f9_0
+  - stack_data=0.2.0=pyhd3eb1b0_0
+  - statsmodels=0.14.2=py310h80987f9_0
+  - tensorboard=2.17.0=py310hca03da5_0
+  - tensorboard-data-server=0.7.0=py310ha6e5c4f_1
+  - tensorflow=2.17.0=cpu_py310h18e2dce_0
+  - tensorflow-base=2.17.0=cpu_py310h2fb6de8_0
+  - tensorflow-estimator=2.17.0=cpu_py310h6611475_0
+  - termcolor=2.1.0=py310hca03da5_0
+  - terminado=0.17.1=py310hca03da5_0
+  - thefuzz=0.22.1=pyhd8ed1ab_0
+  - threadpoolctl=3.5.0=py310h33ce5c2_0
+  - timple=0.1.8=pyhd8ed1ab_0
+  - tinycss2=1.2.1=py310hca03da5_0
+  - tk=8.6.14=h6ba3021_0
+  - tomli=2.0.1=py310hca03da5_0
+  - tornado=6.4.1=py310h80987f9_0
+  - traitlets=5.14.3=py310hca03da5_0
+  - typing-extensions=4.11.0=py310hca03da5_0
+  - typing_extensions=4.11.0=py310hca03da5_0
+  - tzdata=2024b=h04d1e81_0
+  - ujson=5.10.0=py310h313beb8_0
+  - unicodedata2=15.1.0=py310h80987f9_0
+  - url-normalize=1.4.3=pyhd8ed1ab_0
+  - urllib3=2.2.3=py310hca03da5_0
+  - wcwidth=0.2.5=pyhd3eb1b0_0
+  - webencodings=0.5.1=py310hca03da5_1
+  - websocket-client=1.8.0=py310hca03da5_0
+  - websockets=10.4=py310h80987f9_1
+  - werkzeug=3.0.6=py310hca03da5_0
+  - wheel=0.44.0=py310hca03da5_0
+  - widgetsnbextension=4.0.10=py310hca03da5_0
+  - wrapt=1.14.1=py310h1a28f6b_0
+  - xgboost=2.1.1=py310hca03da5_0
+  - xz=5.4.6=h80987f9_1
+  - yaml=0.2.5=h1a28f6b_0
+  - zeromq=4.3.5=h313beb8_0
+  - zlib=1.2.13=hfb2fe0b_6
+  - zstd=1.5.6=hfb09047_0
+  - pip:
+      - scikeras==0.13.0
+prefix: /opt/homebrew/Caskroom/miniconda/base/envs/csci349