add shapey values

data_science_tools/shapey_values/shapey_values.ipynb

@@ -8,17 +8,12 @@
     "source_hash": "e47dc800",
     "execution_start": 1632428483538,
     "execution_millis": 9918,
+    "output_cleared": true,
     "deepnote_cell_type": "code"
    },
    "source": "!pip install shap patsy yellowbrick xgboost",
    "execution_count": 16,
-   "outputs": [
-    {
-     "name": "stdout",
-     "text": "Requirement already satisfied: shap in /root/venv/lib/python3.7/site-packages (0.39.0)\nRequirement already satisfied: patsy in /root/venv/lib/python3.7/site-packages (0.5.1)\nRequirement already satisfied: yellowbrick in /root/venv/lib/python3.7/site-packages (1.3.post1)\nCollecting xgboost\n  Downloading xgboost-1.4.2-py3-none-manylinux2010_x86_64.whl (166.7 MB)\n\u001b[K     |████████████████████████████████| 166.7 MB 84.9 MB/s \n\u001b[?25hRequirement already satisfied: scipy in /shared-libs/python3.7/py/lib/python3.7/site-packages (from shap) (1.7.1)\nRequirement already satisfied: cloudpickle in /root/venv/lib/python3.7/site-packages (from shap) (2.0.0)\nRequirement already satisfied: numpy in /shared-libs/python3.7/py/lib/python3.7/site-packages (from shap) (1.19.5)\nRequirement already satisfied: tqdm>4.25.0 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from shap) (4.62.3)\nRequirement already satisfied: scikit-learn in /shared-libs/python3.7/py/lib/python3.7/site-packages (from shap) (0.24.2)\nRequirement already satisfied: slicer==0.0.7 in /root/venv/lib/python3.7/site-packages (from shap) (0.0.7)\nRequirement already satisfied: pandas in /shared-libs/python3.7/py/lib/python3.7/site-packages (from shap) (1.2.5)\nRequirement already satisfied: numba in /root/venv/lib/python3.7/site-packages (from shap) (0.54.0)\nRequirement already satisfied: six in /shared-libs/python3.7/py-core/lib/python3.7/site-packages (from patsy) (1.16.0)\nRequirement already satisfied: matplotlib!=3.0.0,>=2.0.2 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from yellowbrick) (3.4.3)\nRequirement already satisfied: cycler>=0.10.0 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from yellowbrick) (0.10.0)\nRequirement already satisfied: pillow>=6.2.0 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (8.3.2)\nRequirement already satisfied: pyparsing>=2.2.1 in /shared-libs/python3.7/py-core/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.4.7)\nRequirement already satisfied: python-dateutil>=2.7 in /shared-libs/python3.7/py-core/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.8.2)\nRequirement already satisfied: kiwisolver>=1.0.1 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.3.2)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from scikit-learn->shap) (2.2.0)\nRequirement already satisfied: joblib>=0.11 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from scikit-learn->shap) (1.0.1)\nRequirement already satisfied: llvmlite<0.38,>=0.37.0rc1 in /root/venv/lib/python3.7/site-packages (from numba->shap) (0.37.0)\nRequirement already satisfied: setuptools in /root/venv/lib/python3.7/site-packages (from numba->shap) (58.0.4)\nRequirement already satisfied: pytz>=2017.3 in /shared-libs/python3.7/py/lib/python3.7/site-packages (from pandas->shap) (2021.1)\nInstalling collected packages: xgboost\nSuccessfully installed xgboost-1.4.2\n",
-     "output_type": "stream"
-    }
-   ]
+   "outputs": []
   },
   {
    "cell_type": "markdown",