Project Version 1 Wrap-Up

.gitignore

@@ -5,6 +5,7 @@ nba_venv
 .env
 models/
 all_data.csv
+data/
 
 # Tensorboard, PyCaret, AutoKeras
 tensorboard_logs/

config.py

@@ -2,7 +2,7 @@
     "team_fivethirtyeight_games": {
         "primary_key": ["date", "team1", "team2"],
         "date_column": "date",
-        "info_columns": ["date", "season", "season_type", "team1", "team2"],
+        "info_columns": ["date", "team1", "team2"],
         "feature_columns": [
             "elo1_pre",
             "elo2_pre",
@@ -21,13 +21,13 @@
     "team_nbastats_general_traditional": {
         "primary_key": ["team_name", "to_date", "games"],
         "date_column": "to_date",
-        "info_columns": ["team_name", "to_date", "games", "season", "season_type"],
+        "info_columns": ["team_name", "to_date", "games"],
         "feature_columns": ["gp", "w", "l", "w_pct", "min", "pts", "plus_minus"],
     },
     "team_nbastats_general_advanced": {
         "primary_key": ["team_name", "to_date", "games"],
         "date_column": "to_date",
-        "info_columns": ["team_name", "to_date", "games", "season", "season_type"],
+        "info_columns": ["team_name", "to_date", "games"],
         "feature_columns": [
             "off_rating",
             "e_off_rating",
@@ -54,7 +54,7 @@
     "team_nbastats_general_fourfactors": {
         "primary_key": ["team_name", "to_date", "games"],
         "date_column": "to_date",
-        "info_columns": ["team_name", "to_date", "games", "season", "season_type"],
+        "info_columns": ["team_name", "to_date", "games"],
         "feature_columns": [
             "efg_pct",
             "fta_rate",
@@ -69,7 +69,7 @@
     "team_nbastats_general_opponent": {
         "primary_key": ["team_name", "to_date", "games"],
         "date_column": "to_date",
-        "info_columns": ["team_name", "to_date", "games", "season", "season_type"],
+        "info_columns": ["team_name", "to_date", "games"],
         "feature_columns": [
             "opp_fgm",
             "opp_fga",

requirements.txt

@@ -1,3 +1,4 @@
+absl-py==1.4.0
 adagio==0.2.4
 aiohttp==3.8.4
 aiosignal==1.3.1
@@ -20,8 +21,10 @@ argon2-cffi-bindings==21.2.0
 arrow==1.2.3
 asgiref==3.6.0
 asttokens==2.2.1
+astunparse==1.6.3
 async-timeout==4.0.2
 attrs==22.2.0
+autokeras==1.1.0
 Automat==22.10.0
 autoviz==0.1.720
 Babel==2.12.1
@@ -33,6 +36,7 @@ bokeh==2.4.3
 Bottleneck==1.3.7
 Brotli==1.0.9
 cachelib==0.9.0
+cachetools==5.3.1
 catboost==1.2
 category-encoders==2.6.1
 cattrs==22.2.0
@@ -43,11 +47,13 @@ click==8.1.3
 clickclick==20.10.2
 cloudpickle==2.2.1
 cmaes==0.9.1
+cmake==3.27.5
 colorama==0.4.6
 colorcet==3.0.1
 colorlog==4.8.0
 colour==0.1.5
 comm==0.1.3
+ConfigSpace==0.7.1
 ConfigUpdater==3.1.1
 connexion==2.14.2
 constantly==15.1.0
@@ -77,11 +83,14 @@ defusedxml==0.7.1
 Deprecated==1.2.13
 deprecation==2.1.0
 dill==0.3.6
+distributed==2023.9.2
+dm-tree==0.1.8
 dnspython==2.3.0
 docker==6.1.3
 docutils==0.19
 dtreeviz==2.2.1
 email-validator==1.3.1
+emcee==3.1.4
 emoji==2.6.0
 entrypoints==0.4
 exceptiongroup==1.1.1
@@ -90,6 +99,7 @@ explainerdashboard==0.4.2.2
 fairlearn==0.7.0
 fastjsonschema==2.17.1
 filelock==3.12.0
+flaky==3.7.0
 Flask==2.2.3
 Flask-AppBuilder==4.3.0
 Flask-Babel==2.0.0
@@ -102,6 +112,7 @@ Flask-Session==0.4.0
 flask-simplelogin==0.1.2
 Flask-SQLAlchemy==2.5.1
 Flask-WTF==1.1.1
+flatbuffers==23.5.26
 fonttools==4.39.4
 fqdn==1.5.1
 frozenlist==1.3.3
@@ -110,15 +121,20 @@ fsspec==2023.5.0
 fugue==0.8.5
 fugue-sql-antlr==0.1.6
 future==0.18.3
+gast==0.4.0
 gevent==22.10.2
 gitdb==4.0.10
 GitPython==3.1.31
+google-auth==2.23.0
+google-auth-oauthlib==1.0.0
+google-pasta==0.2.0
 graphviz==0.20.1
 great-expectations==0.16.16
 greenlet==2.0.2
 grpcio==1.51.3
 gunicorn==20.1.0
 h11==0.14.0
+h5py==3.9.0
 holoviews==1.14.9
 htmlmin==0.1.12
 httpcore==0.16.3
@@ -130,6 +146,7 @@ idna==3.4
 ImageHash==4.3.1
 imageio==2.31.1
 imbalanced-learn==0.10.1
+imgaug==0.4.0
 importlib-metadata==6.6.0
 incremental==22.10.0
 inflection==0.5.1
@@ -144,6 +161,8 @@ isoduration==20.11.0
 itemadapter==0.8.0
 itemloaders==1.1.0
 itsdangerous==2.1.2
+jax==0.4.16
+jaxlib==0.4.16
 jedi==0.18.2
 Jinja2==3.1.2
 jmespath==1.0.1
@@ -164,15 +183,22 @@ jupyter_server_terminals==0.4.4
 jupyterlab-pygments==0.2.2
 jupyterlab-widgets==1.1.4
 kaleido==0.2.1
+keras==2.13.1
+keras-core==0.1.6
+keras-nlp==0.6.1
+keras-tuner @ git+https://github.com/keras-team/keras-tuner.git@b7b6f97878f3109b06a320786c038adc31fb908f
 kiwisolver==1.4.4
 kmodes==0.12.2
+kt-legacy==1.0.5
 lazy-object-proxy==1.9.0
 lazy_loader==0.2
 levenshtein==0.12.0
+libclang==16.0.6
 lightgbm==3.3.5
 lime==0.2.0.1
 limits==3.2.0
 linkify-it-py==2.0.0
+lit==16.0.6
 llvmlite==0.40.1
 locket==1.0.0
 lockfile==0.12.2
@@ -192,12 +218,16 @@ mdit-py-plugins==0.3.5
 mdurl==0.1.2
 Metaphone==0.6
 mistune==0.8.4
+ml-dtypes==0.2.0
 mlflow==2.4.1
 mlxtend==0.22.0
+more-itertools==10.1.0
+mpmath==1.3.0
 msgpack==1.0.5
 multidict==6.0.4
 multimethod==1.9.1
 multiprocess==0.70.14
+namex==0.0.7
 nbclassic==1.0.0
 nbclient==0.5.13
 nbconvert==6.4.5
@@ -209,7 +239,20 @@ notebook==6.5.4
 notebook_shim==0.2.3
 numba==0.57.1
 numpy==1.23.0
+nvidia-cublas-cu11==11.10.3.66
+nvidia-cuda-cupti-cu11==11.7.101
+nvidia-cuda-nvrtc-cu11==11.7.99
+nvidia-cuda-runtime-cu11==11.7.99
+nvidia-cudnn-cu11==8.5.0.96
+nvidia-cufft-cu11==10.9.0.58
+nvidia-curand-cu11==10.2.10.91
+nvidia-cusolver-cu11==11.4.0.1
+nvidia-cusparse-cu11==11.7.4.91
+nvidia-nccl-cu11==2.14.3
+nvidia-nvtx-cu11==11.7.91
 oauthlib==3.2.2
+opencv-python==4.8.0.76
+opt-einsum==3.3.0
 optuna==3.2.0
 ordered-set==4.1.0
 orjson==3.9.1
@@ -261,11 +304,13 @@ pydantic==1.10.7
 PyDispatcher==2.0.7
 Pygments==2.14.0
 PyJWT==2.6.0
+pynisher==0.6.4
 pynndescent==0.5.10
 PyNomaly==0.3.3
 pyod==1.1.0
 pyOpenSSL==23.1.1
 pyparsing==3.0.9
+pyrfr==0.8.3
 pyrsistent==0.19.3
 pytest==7.4.0
 python-crfsuite==0.9.9
@@ -292,13 +337,15 @@ ray==2.5.1
 regex==2020.11.13
 requests==2.28.2
 requests-file==1.5.1
+requests-oauthlib==1.3.1
 requests-toolbelt==0.10.1
 retrying==1.3.4
 rfc3339-validator==0.1.4
 rfc3986==1.5.0
 rfc3986-validator==0.1.1
 rich==13.3.2
 rich_argparse==1.0.0
+rsa==4.9
 ruamel.yaml==0.17.17
 runstats==2.0.0
 SALib==1.4.7
@@ -317,12 +364,15 @@ Send2Trash==1.8.2
 service-identity==21.1.0
 setproctitle==1.3.2
 shap==0.41.0
+shapely==2.0.1
 six==1.16.0
 skope-rules==1.0.1
 sktime==0.20.0
 slicer==0.0.7
+smac==1.4.0
 smmap==5.0.0
 sniffio==1.3.0
+sortedcontainers==2.4.0
 soupsieve==2.4.1
 SQLAlchemy==1.4.48
 SQLAlchemy-JSONField==1.0.1.post0
@@ -332,12 +382,21 @@ sqlparse==0.4.3
 stack-data==0.5.1
 statsforecast==1.5.0
 statsmodels==0.14.0
+sympy==1.12
 tabulate==0.9.0
 tangled-up-in-unicode==0.2.0
 tbats==1.1.3
 tbb==2021.9.0
+tblib==2.0.0
 tenacity==8.2.2
+tensorboard==2.13.0
+tensorboard-data-server==0.7.1
 tensorboardX==2.6.1
+tensorflow==2.13.0
+tensorflow-estimator==2.13.0
+tensorflow-hub==0.14.0
+tensorflow-io-gcs-filesystem==0.34.0
+tensorflow-text==2.13.0
 termcolor==2.2.0
 terminado==0.17.1
 testpath==0.6.0
@@ -349,12 +408,15 @@ tinycss2==1.2.1
 tldextract==3.4.0
 tomli==2.0.1
 toolz==0.12.0
+torch==2.0.1
+torchvision==0.15.2
 tornado==6.3.2
 tqdm==4.65.0
 trace-updater==0.0.9.1
 traitlets==5.9.0
 treeinterpreter==0.2.3
 triad==0.9.0
+triton==2.0.0
 tune-sklearn==0.4.5
 Twisted==22.10.0
 typeguard==2.13.3
@@ -387,6 +449,7 @@ xxhash==3.2.0
 yarl==1.8.2
 ydata-profiling==4.2.0
 yellowbrick==1.5
+zict==3.0.0
 zipp==3.15.0
 zope.event==5.0
 zope.interface==6.0