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      {
       "cell_type": "markdown",
    
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       "metadata": {},
       "source": [
        "# Package Imports & Data Reading"
       ]
      },
    
       "execution_count": null,
    
       "metadata": {},
       "outputs": [],
       "source": [
        "# import any needed libraries\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "import xgboost as xgb\n",
    
        "import matplotlib.pyplot as plt\n",
    
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
    
        "from sklearn.decomposition import PCA\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn import tree\n",
        "from sklearn.metrics import mean_squared_error\n",
        "from sklearn.tree import plot_tree"
    
       "id": "eddf5627",
       "metadata": {},
       "outputs": [],
       "source": [
    
        "# Read in the data\n",
        "MLBData = pd.read_csv(\"MLBData.csv\")\n",
        "# Make sure pitch types are correct\n",
        "MLBData = MLBData[MLBData[\"pitch_type\"].isin([\"CH\", \"CU\", \"SL\", \"FF\", \"KC\", \"SI\", \"FS\", \"FA\", \"EP\", \"FC\", \"KN\", \"FT\", \"SC\"])]"
       ]
      },
      {
       "cell_type": "code",
    
       "id": "0d30357e",
       "metadata": {},
       "outputs": [],
       "source": [
        "# Convert the pfx_x and pfx_z columns into HorzBreak and InducedVertBreak\n",
        "# Scaling both columns by 12 results in their output being in inches, and multiplying pfx_x by -1\n",
        "# makes the data be oriented from behind the pitcher\n",
        "MLBData[\"HorzBreak\"], MLBData[\"InducedVertBreak\"] = MLBData[\"pfx_x\"] * -12, MLBData[\"pfx_z\"] * 12\n",
        "\n",
        "# Change the order of names from last, first to first last\n",
        "MLBData.player_name=MLBData.player_name.str.split(', ').map(lambda x : ' '.join(x[::-1]))\n",
        "\n",
        "# change name of first column in order to proper name\n",
    
        "MLBData.rename(columns = {'Unnamed: 0': 'row_number'}, inplace = True)"
    
       "id": "14d78b28",
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
    
           "count    1.719214e+06\n",
           "mean     3.652832e-06\n",
           "std      2.428943e-01\n",
    
           "min     -1.538000e+00\n",
           "25%     -6.700000e-02\n",
           "50%     -1.800000e-02\n",
           "75%      3.800000e-02\n",
           "max      3.653000e+00\n",
           "Name: delta_run_exp, dtype: float64"
    
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "# observe data structure\n",
        "MLBData.head()\n",
    
        "\n",
        "MLBData[\"delta_run_exp\"].describe()\n"
    
       "id": "7279e220",
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>game_date</th>\n",
           "      <th>player_name</th>\n",
           "      <th>primaryFB</th>\n",
           "      <th>nPitches</th>\n",
           "      <th>meanVelo</th>\n",
           "      <th>meanIVB</th>\n",
           "      <th>meanHB</th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
           "      <th>1</th>\n",
           "      <td>2020-07-23</td>\n",
           "      <td>Adam Kolarek</td>\n",
           "      <td>SI</td>\n",
           "      <td>8</td>\n",
           "      <td>87.887500</td>\n",
           "      <td>-2.280000</td>\n",
           "      <td>-17.340000</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>2</th>\n",
           "      <td>2020-07-23</td>\n",
           "      <td>Brusdar Graterol</td>\n",
           "      <td>SI</td>\n",
           "      <td>6</td>\n",
           "      <td>99.316667</td>\n",
           "      <td>8.400000</td>\n",
           "      <td>14.260000</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>4</th>\n",
           "      <td>2020-07-23</td>\n",
           "      <td>Caleb Ferguson</td>\n",
           "      <td>FF</td>\n",
           "      <td>4</td>\n",
           "      <td>94.950000</td>\n",
           "      <td>16.560000</td>\n",
           "      <td>-5.400000</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>5</th>\n",
           "      <td>2020-07-23</td>\n",
           "      <td>Conner Menez</td>\n",
           "      <td>FF</td>\n",
           "      <td>11</td>\n",
           "      <td>92.218182</td>\n",
           "      <td>16.952727</td>\n",
           "      <td>-4.625455</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>6</th>\n",
           "      <td>2020-07-23</td>\n",
           "      <td>Dany Jimenez</td>\n",
           "      <td>FF</td>\n",
           "      <td>13</td>\n",
           "      <td>93.300000</td>\n",
           "      <td>16.338462</td>\n",
           "      <td>0.230769</td>\n",
           "    </tr>\n",
           "  </tbody>\n",
           "</table>\n",
           "</div>"
          ],
          "text/plain": [
           "    game_date       player_name primaryFB  nPitches   meanVelo    meanIVB  \\\n",
           "1  2020-07-23      Adam Kolarek        SI         8  87.887500  -2.280000   \n",
           "2  2020-07-23  Brusdar Graterol        SI         6  99.316667   8.400000   \n",
           "4  2020-07-23    Caleb Ferguson        FF         4  94.950000  16.560000   \n",
           "5  2020-07-23      Conner Menez        FF        11  92.218182  16.952727   \n",
           "6  2020-07-23      Dany Jimenez        FF        13  93.300000  16.338462   \n",
           "\n",
           "      meanHB  \n",
           "1 -17.340000  \n",
           "2  14.260000  \n",
           "4  -5.400000  \n",
           "5  -4.625455  \n",
           "6   0.230769  "
          ]
         },
    
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "# For every outing that a pitcher has, count the number of various fastball types that they threw and the average velo and movement of those pitches\n",
        "primaryFastball = MLBData[MLBData[\"pitch_type\"].isin([\"FF\", \"SI\", \"FC\", \"FT\"])].groupby([\"game_date\", \"player_name\", \"pitch_type\"]).agg({\"pitch_number\":'size', 'release_speed':'mean', 'InducedVertBreak':'mean', \"HorzBreak\":'mean'}).reset_index()\n",
        "# Rename columns\n",
        "primaryFastball.rename(columns = {'pitch_number':'nPitches', 'release_speed':'meanVelo', 'InducedVertBreak':\"meanIVB\", 'HorzBreak':'meanHB', 'pitch_type':\"primaryFB\"}, inplace = True)\n",
        "# For each outing, select the fastball thrown most often\n",
        "primaryFastball = primaryFastball[primaryFastball[\"nPitches\"] == primaryFastball.groupby([\"game_date\", \"player_name\"])[\"nPitches\"].transform(max)]\n",
        "\n",
        "primaryFastball.head()"
       ]
      },
      {
       "cell_type": "code",
    
       "id": "4a32d7ec",
       "metadata": {},
       "outputs": [],
       "source": [
        "# Join the data onto the original dataset\n",
        "MLBData = pd.merge(MLBData, primaryFastball, on = [\"game_date\", \"player_name\"])"
       ]
      },
      {
       "cell_type": "code",
    
       "id": "ffe86dd6",
       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>row_number</th>\n",
           "      <th>X</th>\n",
           "      <th>pitch_type</th>\n",
           "      <th>game_date</th>\n",
           "      <th>release_speed</th>\n",
           "      <th>release_pos_x</th>\n",
           "      <th>release_pos_z</th>\n",
           "      <th>player_name</th>\n",
           "      <th>batter</th>\n",
           "      <th>pitcher</th>\n",
           "      <th>...</th>\n",
           "      <th>primaryFB</th>\n",
           "      <th>nPitches</th>\n",
           "      <th>meanVelo</th>\n",
           "      <th>meanIVB</th>\n",
           "      <th>meanHB</th>\n",
           "      <th>velo_diff</th>\n",
           "      <th>vmov_diff</th>\n",
           "      <th>hmov_diff</th>\n",
           "      <th>armAngle</th>\n",
           "      <th>armSlot</th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
           "      <th>0</th>\n",
           "      <td>1</td>\n",
           "      <td>195</td>\n",
           "      <td>SL</td>\n",
           "      <td>2022-11-05</td>\n",
           "      <td>89.2</td>\n",
           "      <td>-0.06</td>\n",
           "      <td>6.14</td>\n",
           "      <td>Ryan Pressly</td>\n",
           "      <td>592206</td>\n",
           "      <td>519151</td>\n",
           "      <td>...</td>\n",
           "      <td>FF</td>\n",
           "      <td>2</td>\n",
           "      <td>93.45</td>\n",
           "      <td>19.2</td>\n",
           "      <td>3.18</td>\n",
           "      <td>-4.25</td>\n",
           "      <td>-14.76</td>\n",
           "      <td>-8.10</td>\n",
           "      <td>1.771470</td>\n",
           "      <td>Overhand</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>1</th>\n",
           "      <td>2</td>\n",
           "      <td>202</td>\n",
           "      <td>FF</td>\n",
           "      <td>2022-11-05</td>\n",
           "      <td>93.9</td>\n",
           "      <td>-0.18</td>\n",
           "      <td>5.94</td>\n",
           "      <td>Ryan Pressly</td>\n",
           "      <td>547180</td>\n",
           "      <td>519151</td>\n",
           "      <td>...</td>\n",
           "      <td>FF</td>\n",
           "      <td>2</td>\n",
           "      <td>93.45</td>\n",
           "      <td>19.2</td>\n",
           "      <td>3.18</td>\n",
           "      <td>0.45</td>\n",
           "      <td>-0.36</td>\n",
           "      <td>0.78</td>\n",
           "      <td>5.906141</td>\n",
           "      <td>Overhand</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>2</th>\n",
           "      <td>3</td>\n",
           "      <td>212</td>\n",
           "      <td>FF</td>\n",
           "      <td>2022-11-05</td>\n",
           "      <td>93.0</td>\n",
           "      <td>-0.09</td>\n",
           "      <td>5.97</td>\n",
           "      <td>Ryan Pressly</td>\n",
           "      <td>592663</td>\n",
           "      <td>519151</td>\n",
           "      <td>...</td>\n",
           "      <td>FF</td>\n",
           "      <td>2</td>\n",
           "      <td>93.45</td>\n",
           "      <td>19.2</td>\n",
           "      <td>3.18</td>\n",
           "      <td>-0.45</td>\n",
           "      <td>0.36</td>\n",
           "      <td>-0.78</td>\n",
           "      <td>2.910838</td>\n",
           "      <td>Overhand</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>3</th>\n",
           "      <td>4</td>\n",
           "      <td>216</td>\n",
           "      <td>SL</td>\n",
           "      <td>2022-11-05</td>\n",
           "      <td>88.1</td>\n",
           "      <td>-0.15</td>\n",
           "      <td>6.03</td>\n",
           "      <td>Ryan Pressly</td>\n",
           "      <td>656555</td>\n",
           "      <td>519151</td>\n",
           "      <td>...</td>\n",
           "      <td>FF</td>\n",
           "      <td>2</td>\n",
           "      <td>93.45</td>\n",
           "      <td>19.2</td>\n",
           "      <td>3.18</td>\n",
           "      <td>-5.35</td>\n",
           "      <td>-16.68</td>\n",
           "      <td>-10.50</td>\n",
           "      <td>4.685900</td>\n",
           "      <td>Overhand</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>4</th>\n",
           "      <td>5</td>\n",
           "      <td>227</td>\n",
           "      <td>SL</td>\n",
           "      <td>2022-11-05</td>\n",
           "      <td>89.0</td>\n",
           "      <td>-0.25</td>\n",
           "      <td>6.06</td>\n",
           "      <td>Ryan Pressly</td>\n",
           "      <td>656555</td>\n",
           "      <td>519151</td>\n",
           "      <td>...</td>\n",
           "      <td>FF</td>\n",
           "      <td>2</td>\n",
           "      <td>93.45</td>\n",
           "      <td>19.2</td>\n",
           "      <td>3.18</td>\n",
           "      <td>-4.45</td>\n",
           "      <td>-13.44</td>\n",
           "      <td>-7.98</td>\n",
           "      <td>7.655167</td>\n",
           "      <td>Overhand</td>\n",
           "    </tr>\n",
           "  </tbody>\n",
           "</table>\n",
           "<p>5 rows × 106 columns</p>\n",
           "</div>"
          ],
    
           "   row_number    X pitch_type   game_date  release_speed  release_pos_x  \\\n",
           "0           1  195         SL  2022-11-05           89.2          -0.06   \n",
           "1           2  202         FF  2022-11-05           93.9          -0.18   \n",
           "2           3  212         FF  2022-11-05           93.0          -0.09   \n",
           "3           4  216         SL  2022-11-05           88.1          -0.15   \n",
           "4           5  227         SL  2022-11-05           89.0          -0.25   \n",
           "\n",
           "   release_pos_z   player_name  batter  pitcher  ... primaryFB nPitches  \\\n",
           "0           6.14  Ryan Pressly  592206   519151  ...        FF        2   \n",
           "1           5.94  Ryan Pressly  547180   519151  ...        FF        2   \n",
           "2           5.97  Ryan Pressly  592663   519151  ...        FF        2   \n",
           "3           6.03  Ryan Pressly  656555   519151  ...        FF        2   \n",
           "4           6.06  Ryan Pressly  656555   519151  ...        FF        2   \n",
           "\n",
           "   meanVelo  meanIVB  meanHB  velo_diff  vmov_diff hmov_diff  armAngle  \\\n",
           "0     93.45     19.2    3.18      -4.25     -14.76     -8.10  1.771470   \n",
           "1     93.45     19.2    3.18       0.45      -0.36      0.78  5.906141   \n",
           "2     93.45     19.2    3.18      -0.45       0.36     -0.78  2.910838   \n",
           "3     93.45     19.2    3.18      -5.35     -16.68    -10.50  4.685900   \n",
           "4     93.45     19.2    3.18      -4.45     -13.44     -7.98  7.655167   \n",
           "\n",
           "    armSlot  \n",
           "0  Overhand  \n",
           "1  Overhand  \n",
           "2  Overhand  \n",
           "3  Overhand  \n",
           "4  Overhand  \n",
           "\n",
           "[5 rows x 106 columns]"
    
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "# Calculate velo and movement differences\n",
        "MLBData[\"velo_diff\"], MLBData[\"vmov_diff\"], MLBData[\"hmov_diff\"] = MLBData[\"release_speed\"] - MLBData[\"meanVelo\"], MLBData[\"InducedVertBreak\"] - MLBData[\"meanIVB\"], MLBData[\"HorzBreak\"] - MLBData[\"meanHB\"]\n",
        "\n",
        "# Calculate arm angle for a given pitch\n",
        "MLBData[\"armAngle\"] = np.arctan2((MLBData[\"release_pos_z\"] - 4.2), MLBData[\"release_pos_x\"]) * 180/np.pi - 90\n",
        "# Assign a textual descriptor to the arm slot for each pitch\n",
        "MLBData[\"armSlot\"] = np.where(abs(MLBData[\"armAngle\"]) < 30, 'Overhand',\n",
        "                             np.where(abs(MLBData[\"armAngle\"]) < 70, 'Three-Quarters',\n",
        "                             np.where(abs(MLBData[\"armAngle\"]) < 90, 'Sidearm', 'Submarine')))\n",
        "MLBData.head()\n",
    
       "outputs": [
        {
         "data": {
          "text/plain": [
           "[(-5.0, 5.0)]"
          ]
         },
         "execution_count": 8,
         "metadata": {},
         "output_type": "execute_result"
        },
        {
         "data": {
    
          "image/png": 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",
    
          "text/plain": [
           "<Figure size 640x480 with 1 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
    
        "# Plot all of the arm angles in the dataset\n",
    
        "armAnglePlot = sns.scatterplot(x = \"release_pos_x\", y = \"release_pos_z\", data = MLBData, hue = \"armSlot\")\n",
        "armAnglePlot.set(xlim = (-5, 5))"
       ]
      },
      {
       "cell_type": "code",
    
       "id": "b378deb7",
       "metadata": {},
       "outputs": [
        {
         "data": {
    
          "image/png": 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",
    
          "text/plain": [
           "<Figure size 640x480 with 1 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
    
        "# Creates a plot for a given player that shows all of their individual pitch movements\n",
    
        "def playerMovementPlot(playerName):\n",
        "    palette_colors = sns.color_palette(\"bright\")\n",
        "    palette_dict = {pitch_type: color for pitch_type, color in zip(MLBData.pitch_type.unique(), palette_colors)}\n",
        "    playerData = MLBData[MLBData[\"player_name\"] == playerName]\n",
        "    # Create a scatter plot for a pitcher's pitch movement colored by pitch type\n",
        "    pitchPlot = sns.scatterplot(x = \"HorzBreak\", y = \"InducedVertBreak\", data = playerData, hue = \"pitch_type\", palette=palette_dict)\n",
        "    pitchPlot.set(xlabel = \"Horizontal Pitch Movement (inches)\",\n",
        "                 ylabel = \"Vertical Pitch Movement (inches)\",\n",
        "                 title = playerName + \" Pitch Movement Plot\")\n",
        "    pitchPlot.axhline(0, linestyle = '--', color = 'black')\n",
        "    pitchPlot.axvline(0, linestyle = '--', color = 'black')\n",
        "    \n",
        "    \n",
        "    \n",
    
        "playerMovementPlot(\"Spencer Strider\")"
    
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       "metadata": {},
       "outputs": [],
       "source": [
    
        "# Included features within the model\n",
    
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        "selectedFeatures = [\"release_speed\", \"InducedVertBreak\", \"HorzBreak\", \"armAngle\", \"release_spin_rate\", \"release_extension\", \"spin_axis\", \"velo_diff\", \"vmov_diff\", \"hmov_diff\", \"delta_run_exp\"]\n",
        "\n",
    
        "# Drop any missing values from the key features\n",
    
        "MLBData.dropna(subset = selectedFeatures, inplace=True)\n",
        "\n",
    
        "# Reduce dataset to just key features\n",
    
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        "MLBDataSelected = MLBData[selectedFeatures].dropna()\n",
        "\n",
        "#MLBDataSelected.head()\n",
        "\n",
        "np.random.seed(36)\n",
        "\n",
    
        "# Split the data into train/test split\n",
        "train, test = train_test_split(MLBDataSelected, test_size=0.25)\n",
    
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        "trainLabel, testLabel = train[\"delta_run_exp\"], test[\"delta_run_exp\"]\n",
        "\n",
    
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        "train, test = train.drop(\"delta_run_exp\", axis = 1), test.drop(\"delta_run_exp\", axis = 1)\n",
        "\n",
    
        "# Load the data to be able to be read by xgboost\n",
    
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        "dtrain = xgb.DMatrix(train, label=trainLabel)\n",
    
        "dtest = xgb.DMatrix(test, label=testLabel)\n",
        "dtotal = xgb.DMatrix(MLBDataSelected.drop(\"delta_run_exp\", axis = 1), MLBDataSelected[\"delta_run_exp\"])"
    
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       ]
      },
      {
       "cell_type": "code",
    
       "id": "1cb48fe5",
       "metadata": {},
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "[0]\ttrain-rmse:0.51119\teval-rmse:0.51152\n",
          "[1]\ttrain-rmse:0.47203\teval-rmse:0.47242\n",
    
          "[2]\ttrain-rmse:0.43775\teval-rmse:0.43820\n",
          "[3]\ttrain-rmse:0.40788\teval-rmse:0.40840\n",
          "[4]\ttrain-rmse:0.38197\teval-rmse:0.38256\n",
          "[5]\ttrain-rmse:0.35961\teval-rmse:0.36028\n",
          "[6]\ttrain-rmse:0.34044\teval-rmse:0.34117\n",
          "[7]\ttrain-rmse:0.32407\teval-rmse:0.32487\n",
          "[8]\ttrain-rmse:0.31018\teval-rmse:0.31104\n",
          "[9]\ttrain-rmse:0.29845\teval-rmse:0.29938\n",
          "[10]\ttrain-rmse:0.28861\teval-rmse:0.28959\n",
          "[11]\ttrain-rmse:0.28037\teval-rmse:0.28141\n",
          "[12]\ttrain-rmse:0.27353\teval-rmse:0.27461\n",
          "[13]\ttrain-rmse:0.26785\teval-rmse:0.26898\n",
          "[14]\ttrain-rmse:0.26316\teval-rmse:0.26433\n",
          "[15]\ttrain-rmse:0.25930\teval-rmse:0.26050\n",
          "[16]\ttrain-rmse:0.25613\teval-rmse:0.25736\n",
          "[17]\ttrain-rmse:0.25353\teval-rmse:0.25479\n",
          "[18]\ttrain-rmse:0.25141\teval-rmse:0.25269\n",
          "[19]\ttrain-rmse:0.24967\teval-rmse:0.25098\n",
          "[20]\ttrain-rmse:0.24826\teval-rmse:0.24958\n",
          "[21]\ttrain-rmse:0.24711\teval-rmse:0.24845\n",
          "[22]\ttrain-rmse:0.24617\teval-rmse:0.24753\n",
          "[23]\ttrain-rmse:0.24541\teval-rmse:0.24678\n",
          "[24]\ttrain-rmse:0.24479\teval-rmse:0.24617\n",
          "[25]\ttrain-rmse:0.24428\teval-rmse:0.24568\n",
          "[26]\ttrain-rmse:0.24387\teval-rmse:0.24528\n",
          "[27]\ttrain-rmse:0.24354\teval-rmse:0.24495\n",
          "[28]\ttrain-rmse:0.24327\teval-rmse:0.24469\n",
          "[29]\ttrain-rmse:0.24305\teval-rmse:0.24448\n",
          "[30]\ttrain-rmse:0.24287\teval-rmse:0.24431\n",
          "[31]\ttrain-rmse:0.24272\teval-rmse:0.24417\n",
          "[32]\ttrain-rmse:0.24261\teval-rmse:0.24406\n",
          "[33]\ttrain-rmse:0.24251\teval-rmse:0.24397\n",
          "[34]\ttrain-rmse:0.24243\teval-rmse:0.24389\n",
          "[35]\ttrain-rmse:0.24236\teval-rmse:0.24383\n",
          "[36]\ttrain-rmse:0.24231\teval-rmse:0.24379\n",
          "[37]\ttrain-rmse:0.24227\teval-rmse:0.24375\n",
          "[38]\ttrain-rmse:0.24223\teval-rmse:0.24372\n",
    
          "[39]\ttrain-rmse:0.24220\teval-rmse:0.24369\n"
    
         ]
        },
        {
         "data": {
          "text/plain": [
           "<AxesSubplot:title={'center':'Feature importance'}, xlabel='F score', ylabel='Features'>"
          ]
         },
    
         "metadata": {},
         "output_type": "execute_result"
        },
        {
         "data": {
    
          "image/png": 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",
    
          "text/plain": [
           "<Figure size 640x480 with 1 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
    
        "# Create parameters for model training, still need to do random grid search and cv to improve model\n",
    
        "param = {'max_depth': 4, 'eta': 0.1, 'objective': 'reg:squarederror', \"colsample_bytree\" : 0.8, \"min_child_weight\": 1, \"subsample\":1}\n",
    
        "param['nthread'] = 8\n",
        "\n",
        "evallist = [(dtrain, 'train'), (dtest, 'eval')]\n",
        "\n",
    
        "model = xgb.train(param, dtrain, num_round, evals = evallist, early_stopping_rounds = 10)\n",
    
        "xgb.plot_importance(model)"
       ]
      },
      {
       "cell_type": "code",
    
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>stuffGrade</th>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>grouped_pitch_type</th>\n",
           "      <th></th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
           "      <th>Breaking Ball</th>\n",
    
           "    </tr>\n",
           "    <tr>\n",
           "      <th>Fastball</th>\n",
    
           "    </tr>\n",
           "    <tr>\n",
           "      <th>Off Speed</th>\n",
    
           "    </tr>\n",
           "  </tbody>\n",
           "</table>\n",
           "</div>"
          ],
    
           "                    stuffGrade\n",
           "grouped_pitch_type            \n",
    
           "Breaking Ball        50.054432\n",
           "Fastball             49.957054\n",
           "Off Speed            50.062462"
    
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
    
        "# Create predictions for the whole dataset\n",
    
        "predictions = model.predict(dtotal)\n",
        "\n",
        "MLBData[\"expected_run_value\"] = predictions\n",
        "\n",
    
        "MLBData[\"expected_run_value\"].describe()\n",
        "\n",
    
        "# Create the grouping variable so pitches are all graded compared to similar pitch types\n",
    
        "MLBData[\"grouped_pitch_type\"] = np.where(MLBData[\"pitch_type\"].isin([\"FF\", \"FA\", \"FT\", \"SI\"]), \"Fastball\",\n",
        "                                        np.where(MLBData[\"pitch_type\"].isin([\"CU\", \"KC\", \"SL\", \"EP\", \"KN\"]), \"Breaking Ball\", \n",
        "                                                np.where(MLBData[\"pitch_type\"].isin([\"FS\", \"CH\", \"SC\"]), \"Off Speed\",\n",
        "                                                        np.where((MLBData[\"pitch_type\"].isin([\"FC\"])) & (MLBData[\"primaryFB\"] == \"FC\"), \"Fastball\", \"Breaking Ball\"))))\n",
        "\n",
    
        "# Convert predictions from normal distribution to 20-80 scale, another normal distribution\n",
        "# The mean and sd by group variables are used to calculate the z score of a given pitch\n",
        "# We then multiply by 10 to set the standard deviation to 10 and add 50 to set the mean to 50\n",
    
        "MLBData[\"meanByGroup\"] = MLBData.groupby([\"grouped_pitch_type\"])[\"expected_run_value\"].transform(\"mean\") * -1\n",
        "MLBData[\"sdByGroup\"] = MLBData.groupby([\"grouped_pitch_type\"])[\"expected_run_value\"].transform(\"std\")\n",
        "MLBData[\"stuffGrade\"] = (-MLBData.expected_run_value - (MLBData.meanByGroup))/(MLBData.sdByGroup) * 10 + 50\n",
    
        "# Some pitches receive outlier grades, so we push them back to the highest possible values on the scale\n",
    
        "MLBData[\"stuffGrade\"] = np.where(MLBData[\"stuffGrade\"] < 20, 20, np.where(MLBData[\"stuffGrade\"] > 80, 80, MLBData[\"stuffGrade\"]))\n",
        "\n",
    
        "# Checking to make sure that the mean of each group is ~ 50\n",
    
        "MLBData.groupby([\"grouped_pitch_type\"]).agg({\"stuffGrade\":\"mean\"})"
    
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
    
           "<matplotlib.lines.Line2D at 0x1d1cb4e8400>"
    
         "metadata": {},
         "output_type": "execute_result"
        },
        {
         "data": {
    
          "image/png": 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",
    
          "text/plain": [
           "<Figure size 500x400 with 2 Axes>"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [
    
        "# Filter down the dataset to just fastballs\n",
    
        "RHPFastballs = MLBData[MLBData[\"pitch_type\"].isin([\"FF\", \"SI\"])]\n",
        "\n",
    
        "# Filter down the fastballs to just pitches thrown by RHP\n",
    
        "RHPFastballs = RHPFastballs[RHPFastballs[\"p_throws\"] == \"R\"]\n",
    
        "# Filter the data down to just RHP fastballs thrown between 90-92 MPH\n",
        "RHPFastballs = RHPFastballs[RHPFastballs[\"release_speed\"].between(90,92)]\n",
    
        "RHPFastballs.head()\n",
        "\n",
    
        "# This plot will bin the horizontal and vertical pitch movement and find the mean of the pitch grade for the bin\n",
        "# Red indicates a higher grade (better pitch) and blue indicates a lower grade (worse pitch)\n",
    
        "counts, xbins, ybins = np.histogram2d(RHPFastballs[\"InducedVertBreak\"], RHPFastballs[\"HorzBreak\"], bins = (30,30))\n",
        "sums, _, _ = np.histogram2d(RHPFastballs[\"InducedVertBreak\"], RHPFastballs[\"HorzBreak\"], weights = RHPFastballs[\"stuffGrade\"], bins = (xbins, ybins))\n",
        "\n",
        "fig, ax = plt.subplots(ncols = 1, figsize = (5,4))\n",
        "\n",
        "with np.errstate(divide='ignore', invalid='ignore'):  # suppress possible divide-by-zero warnings\n",
    
        "    m = ax.pcolormesh(ybins, xbins, sums / counts, cmap='coolwarm', vmin = 20, vmax = 80)\n",
    
        "plt.colorbar(m, ax=ax)\n",
        "plt.xlabel(\"Horizontal Break\")\n",
        "plt.ylabel(\"Induced Vertical Break\")\n",
        "plt.title(\"Stuff Grade by Pitch Movement\")\n",
        "plt.axhline(0, linestyle = '--', color = 'black')\n",
        "plt.axvline(0, linestyle = '--', color = 'black')"
    
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/html": [
           "<div>\n",
           "<style scoped>\n",
           "    .dataframe tbody tr th:only-of-type {\n",
           "        vertical-align: middle;\n",
           "    }\n",
           "\n",
           "    .dataframe tbody tr th {\n",
           "        vertical-align: top;\n",
           "    }\n",
           "\n",
           "    .dataframe thead th {\n",
           "        text-align: right;\n",
           "    }\n",
           "</style>\n",
           "<table border=\"1\" class=\"dataframe\">\n",
           "  <thead>\n",
           "    <tr style=\"text-align: right;\">\n",
           "      <th></th>\n",
           "      <th>player_name</th>\n",
           "      <th>pitch_type</th>\n",
           "      <th>stuffGrade</th>\n",
           "      <th>release_speed</th>\n",
           "      <th>InducedVertBreak</th>\n",
           "      <th>HorzBreak</th>\n",
           "      <th>nPitches</th>\n",
           "    </tr>\n",
           "  </thead>\n",
           "  <tbody>\n",
           "    <tr>\n",
    
           "      <th>436</th>\n",
           "      <td>Felix Bautista</td>\n",
    
           "      <td>99.152961</td>\n",
           "      <td>19.675263</td>\n",
           "      <td>7.266908</td>\n",
           "      <td>608</td>\n",
    
           "      <th>1237</th>\n",
           "      <td>Trevor Bauer</td>\n",
    
           "      <td>93.698312</td>\n",
           "      <td>19.971994</td>\n",
           "      <td>9.761093</td>\n",
           "      <td>1244</td>\n",
    
           "      <th>886</th>\n",
           "      <td>Matt Bush</td>\n",
    
           "      <td>68.631157</td>\n",
           "      <td>97.139961</td>\n",
           "      <td>18.964211</td>\n",
           "      <td>6.752749</td>\n",
           "      <td>513</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>1027</th>\n",
           "      <td>Pete Fairbanks</td>\n",
           "      <td>FF</td>\n",
           "      <td>68.065789</td>\n",
           "      <td>97.716941</td>\n",
           "      <td>18.264505</td>\n",
           "      <td>-0.294505</td>\n",
           "      <td>1092</td>\n",
    
           "      <th>826</th>\n",
           "      <td>Liam Hendriks</td>\n",
           "      <td>FF</td>\n",
    
           "      <td>97.376000</td>\n",
           "      <td>18.819459</td>\n",
           "      <td>6.737647</td>\n",
           "      <td>1700</td>\n",
           "    </tr>\n",
           "    <tr>\n",
    
           "      <th>1108</th>\n",
           "      <td>Ryan Helsley</td>\n",
    
           "      <td>66.604543</td>\n",
           "      <td>98.510979</td>\n",
           "      <td>17.524501</td>\n",
           "      <td>3.055663</td>\n",
           "      <td>1093</td>\n",
    
           "      <th>469</th>\n",
           "      <td>Gerrit Cole</td>\n",
    
           "      <td>97.530853</td>\n",
           "      <td>18.135407</td>\n",
           "      <td>11.256979</td>\n",
           "      <td>4019</td>\n",
    
           "      <td>Dylan Cease</td>\n",
           "      <td>FF</td>\n",
    
           "      <td>96.860557</td>\n",
           "      <td>18.339715</td>\n",
           "      <td>3.869136</td>\n",
           "      <td>3159</td>\n",
    
           "      <th>204</th>\n",
           "      <td>Chad Green</td>\n",
           "      <td>FF</td>\n",
    
           "      <td>95.538719</td>\n",
           "      <td>19.141068</td>\n",
           "      <td>4.836641</td>\n",
           "      <td>1405</td>\n",
           "    </tr>\n",
           "    <tr>\n",
    
           "      <th>921</th>\n",
           "      <td>Michael Kopech</td>\n",
           "      <td>FF</td>\n",
           "      <td>65.367529</td>\n",
           "      <td>95.810636</td>\n",
           "      <td>18.610020</td>\n",
           "      <td>9.841551</td>\n",
           "      <td>2012</td>\n",
    
           "      <th>1179</th>\n",
           "      <td>Spencer Strider</td>\n",
    
           "      <td>65.359398</td>\n",
           "      <td>98.142750</td>\n",
           "      <td>17.735819</td>\n",
           "      <td>5.106817</td>\n",
           "      <td>1593</td>\n",
    
           "    </tr>\n",
           "    <tr>\n",
           "      <th>549</th>\n",
           "      <td>Jacob deGrom</td>\n",
           "      <td>FF</td>\n",
    
           "      <td>98.936491</td>\n",
           "      <td>16.708070</td>\n",
           "      <td>8.604632</td>\n",
           "      <td>1710</td>\n",
           "    </tr>\n",
           "    <tr>\n",
    
           "      <th>1280</th>\n",
           "      <td>Tyler Wells</td>\n",
    
           "      <td>64.455784</td>\n",
           "      <td>94.240315</td>\n",
           "      <td>19.901523</td>\n",
           "      <td>5.159901</td>\n",
           "      <td>1208</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>1204</th>\n",
           "      <td>Tanner Rainey</td>\n",
           "      <td>FF</td>\n",
           "      <td>64.360772</td>\n",
           "      <td>96.621187</td>\n",
           "      <td>18.077871</td>\n",
           "      <td>8.090358</td>\n",
           "      <td>977</td>\n",
    
           "      <th>578</th>\n",
           "      <td>James Karinchak</td>\n",
           "      <td>FF</td>\n",
    
           "      <td>95.610694</td>\n",
           "      <td>19.285836</td>\n",
           "      <td>4.025269</td>\n",
           "      <td>1412</td>\n",
           "    </tr>\n",
           "    <tr>\n",
    
           "      <th>529</th>\n",
           "      <td>J.P. Feyereisen</td>\n",
           "      <td>FF</td>\n",
           "      <td>63.249537</td>\n",
           "      <td>92.916861</td>\n",
           "      <td>20.632374</td>\n",
           "      <td>5.022412</td>\n",
           "      <td>771</td>\n",
           "    </tr>\n",
           "    <tr>\n",
           "      <th>765</th>\n",
           "      <td>Justin Verlander</td>\n",
           "      <td>FF</td>\n",
           "      <td>63.157823</td>\n",
           "      <td>95.069186</td>\n",
           "      <td>19.327519</td>\n",
           "      <td>9.563566</td>\n",
           "      <td>1548</td>\n",
           "    </tr>\n",