{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# 🔎 SHAP 🤏 EDA 🧂 PCA 🍋 XGB","metadata":{}},{"cell_type":"markdown","source":"In this notebook we see that training on principle components as features yields compareable results (submission score of 0.20022 (original features) vs. 0.20771 (principal component features)) while only incooperating 85% of datasets variance and thereby reducing size by ~40%.\n\nAlso I included SHAP value analysis which allows to see which Features are worth keeping and which aren't. Also, you can see if the performed Feature Engineering was worth it.\n\n![test.png](attachment:bcab3817-3768-45e4-bc2d-a949475109a9.png)\n\nReference to understand SHAP value plot can be found [here](https://www.aidancooper.co.uk/a-non-technical-guide-to-interpreting-shap-analyses/).\n\n\nThis Notebook can be used as a starting point to\n- understand PCA and experiment when only using principal components as features\n- XGBoost hyperparameter tuning (not implemented yet)\n- Feature Engineering and optimization as SHAP values allow to see what works and what does not\n\n**I hope it helps and is insightful. Love to everyone who gives a +1:D** 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"}}},{"cell_type":"markdown","source":"*Credits to:*\n- [🚀 Rocket League | XGBoost + Feat Engineering + CV](https://www.kaggle.com/code/chazzer/rocket-league-xgboost-feat-engineering-cv) by [marcociav](https://www.kaggle.com/chazzer)\n- [A simple LightGBM baseline with PCA](https://www.kaggle.com/code/ryanluoli2/a-simple-lightgbm-baseline-with-pca) by [Ryan Li](https://www.kaggle.com/ryanluoli2)\n- [🚀 TPS Oct 22 - Rocket League EDA](https://www.kaggle.com/code/samuelcortinhas/tps-oct-22-rocket-league-eda) by [Samuel Cortinhas](https://www.kaggle.com/samuelcortinhas)","metadata":{}},{"cell_type":"markdown","source":"# 📦 Import Packages","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport os\nimport gc\nimport datatable as dt\n\nfrom tqdm import tqdm \n\n# visualization\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport plotly.express as px\n\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.decomposition import PCA\nfrom sklearn.model_selection import cross_validate\n\nfrom xgboost import XGBClassifier\n\nfrom tensorflow.config import list_physical_devices","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-10-05T08:42:39.006574Z","iopub.execute_input":"2022-10-05T08:42:39.006961Z","iopub.status.idle":"2022-10-05T08:42:44.308148Z","shell.execute_reply.started":"2022-10-05T08:42:39.006929Z","shell.execute_reply":"2022-10-05T08:42:44.307125Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"GPU = list_physical_devices('GPU') != []","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:42:44.310163Z","iopub.execute_input":"2022-10-05T08:42:44.310750Z","iopub.status.idle":"2022-10-05T08:42:44.482966Z","shell.execute_reply.started":"2022-10-05T08:42:44.310719Z","shell.execute_reply":"2022-10-05T08:42:44.481401Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🚚 Import Dataset","metadata":{}},{"cell_type":"code","source":"def load_train(load_subset = False):\n    \"\"\" Load dataset. In case flag is set only a subset is loaded which allows faster image\n        rendering for EDA. \"\"\"\n    dtypes_dict = {\n        'game_num': 'int8', 'event_id': 'int8', 'event_time': 'float16',\n        'ball_pos_x': 'float16', 'ball_pos_y': 'float16', 'ball_pos_z': 'float16',\n        'ball_vel_x': 'float16', 'ball_vel_y': 'float16', 'ball_vel_z': 'float16',\n        'p0_pos_x': 'float16', 'p0_pos_y': 'float16', 'p0_pos_z': 'float16',\n        'p0_vel_x': 'float16', 'p0_vel_y': 'float16', 'p0_vel_z': 'float16',\n        'p0_boost': 'float16', 'p1_pos_x': 'float16', 'p1_pos_y': 'float16',\n        'p1_pos_z': 'float16', 'p1_vel_x': 'float16', 'p1_vel_y': 'float16',\n        'p1_vel_z': 'float16', 'p1_boost': 'float16', 'p2_pos_x': 'float16',\n        'p2_pos_y': 'float16', 'p2_pos_z': 'float16', 'p2_vel_x': 'float16',\n        'p2_vel_y': 'float16', 'p2_vel_z': 'float16', 'p2_boost': 'float16',\n        'p3_pos_x': 'float16', 'p3_pos_y': 'float16', 'p3_pos_z': 'float16',\n        'p3_vel_x': 'float16', 'p3_vel_y': 'float16', 'p3_vel_z': 'float16',\n        'p3_boost': 'float16', 'p4_pos_x': 'float16', 'p4_pos_y': 'float16',\n        'p4_pos_z': 'float16', 'p4_vel_x': 'float16', 'p4_vel_y': 'float16',\n        'p4_vel_z': 'float16', 'p4_boost': 'float16', 'p5_pos_x': 'float16',\n        'p5_pos_y': 'float16', 'p5_pos_z': 'float16', 'p5_vel_x': 'float16',\n        'p5_vel_y': 'float16', 'p5_vel_z': 'float16', 'p5_boost': 'float16',\n        'boost0_timer': 'float16', 'boost1_timer': 'float16', 'boost2_timer': 'float16',\n        'boost3_timer': 'float16', 'boost4_timer': 'float16', 'boost5_timer': 'float16',\n        'player_scoring_next': 'O', 'team_scoring_next': 'O', 'team_A_scoring_within_10sec': 'O',\n        'team_B_scoring_within_10sec': 'O'\n    }\n    \n    if load_subset:\n        N = 4\n    else:\n        N = 10\n\n    path_to_data = '../input/tabular-playground-series-oct-2022'\n    df_train = pd.DataFrame({}, columns=dtypes_dict.keys())\n    for i in tqdm(range(N)):\n        dt_read = dt.fread(f'{path_to_data}/train_{i}.csv').to_pandas()\n        dt_read = dt_read.astype(dtypes_dict)\n        dt_read = dt_read.sample(frac=0.1, replace=False, random_state=1)\n        df_train = pd.concat([df_train, dt_read])\n        df_train = df_train.dropna()\n        del dt_read\n        gc.collect()\n\n    print(df_train.shape)\n    return df_train\n    \ndef load_test():\n    df_test = pd.read_csv(\"../input/tabular-playground-series-oct-2022/test.csv\")\n    df_test = df_test.fillna(value=df_test.mean())\n    return df_test\n\ndef load_submission():\n    submission = pd.read_csv('../input/tabular-playground-series-oct-2022/sample_submission.csv')\n    return submission","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-10-05T08:42:44.485033Z","iopub.execute_input":"2022-10-05T08:42:44.485971Z","iopub.status.idle":"2022-10-05T08:42:44.502311Z","shell.execute_reply.started":"2022-10-05T08:42:44.485928Z","shell.execute_reply":"2022-10-05T08:42:44.501299Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"vdf_train = load_train(load_subset = True)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:44:26.953772Z","iopub.execute_input":"2022-10-05T06:44:26.954183Z","iopub.status.idle":"2022-10-05T06:45:11.186173Z","shell.execute_reply.started":"2022-10-05T06:44:26.954149Z","shell.execute_reply":"2022-10-05T06:45:11.184942Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🔎 Column Selection\n\nLeave out some columns which are only available in training data \n\n\n**For reference**\n- game_num (train only): Unique identifier for the game from which the event was taken.\n- event_id (train only): Unique identifier for the sequence of consecutive frames.\n- event_time (train only): Time in seconds before the event (e.g. goal or game end) ended.\n- ballpos[xyz]: Ball's position as a 3d vector.\n- ballvel[xyz]: Ball's velocity as a 3d vector.\n- p{i}pos[xyz]: Player i's position as a 3d vector.\n- p{i}vel[xyz]: Player i's velocity as a 3d vector.\n- p{i}_boost: Player i's boost remaining, in [0, 100]. Boost temporarily increases player speed.\n- boost{i}_timer: Time in seconds until big boost orb (resets boost to 100) i respawns, or 0 if it's available.\n- player_scoring_next (train only): Which player scores at end of event, in [0, 5], or -1 if no goal.\n- team_scoring_next (train only): Which team scores at the end of event (A or B), or NaN if no goal.\n- team_[A|B]_scoring_within_10sec (train only): 1 if team [A|B] scores in next 10 seconds, 0 otherwise.\n- id (test and submission only): Unique identifier for each test row.","metadata":{}},{"cell_type":"code","source":"features = ['ball_pos_x', 'ball_pos_y', 'ball_pos_z', 'ball_vel_x', 'ball_vel_y', 'ball_vel_z', \n        'p0_pos_x', 'p0_pos_y', 'p0_pos_z', 'p0_vel_x', 'p0_vel_y', 'p0_vel_z', \n        'p1_pos_x', 'p1_pos_y', 'p1_pos_z', 'p1_vel_x', 'p1_vel_y', 'p1_vel_z',\n        'p2_pos_x', 'p2_pos_y', 'p2_pos_z', 'p2_vel_x', 'p2_vel_y', 'p2_vel_z',\n        'p3_pos_x', 'p3_pos_y', 'p3_pos_z', 'p3_vel_x', 'p3_vel_y', 'p3_vel_z',\n        'p4_pos_x', 'p4_pos_y', 'p4_pos_z', 'p4_vel_x', 'p4_vel_y', 'p4_vel_z',\n        'p5_pos_x', 'p5_pos_y', 'p5_pos_z', 'p5_vel_x', 'p5_vel_y', 'p5_vel_z',\n        'p0_boost', 'p1_boost',  'p2_boost', 'p3_boost', 'p4_boost', 'p5_boost',\n        'boost0_timer', 'boost1_timer', 'boost2_timer', 'boost3_timer', 'boost4_timer', 'boost5_timer'\n           ]\n\ntargets = ['team_A_scoring_within_10sec', 'team_B_scoring_within_10sec']\n\ndef select_cols(df, is_test = False):\n    if is_test:\n        df = df[features]\n    else:\n        df = df[features + targets]\n    return df","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:42:51.961381Z","iopub.execute_input":"2022-10-05T08:42:51.961790Z","iopub.status.idle":"2022-10-05T08:42:51.969698Z","shell.execute_reply.started":"2022-10-05T08:42:51.961754Z","shell.execute_reply":"2022-10-05T08:42:51.968505Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"vdf_train = select_cols(vdf_train)\nvdf_train.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T05:50:28.138315Z","iopub.execute_input":"2022-10-05T05:50:28.138713Z","iopub.status.idle":"2022-10-05T05:50:28.454071Z","shell.execute_reply.started":"2022-10-05T05:50:28.138678Z","shell.execute_reply":"2022-10-05T05:50:28.452900Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🥅 Show features when the target is True","metadata":{}},{"cell_type":"code","source":"def plot_ball_position(df):\n    fig, ax = plt.subplots(figsize=(16,8))\n    teamA_scoring = df[df[\"team_A_scoring_within_10sec\"] == True]\n    teamB_scoring = df[df[\"team_B_scoring_within_10sec\"] == True]\n    ax.scatter(teamA_scoring['ball_pos_y'], teamA_scoring['ball_pos_x'], alpha=0.2, s=0.01, label='Team A scoring ball position (blue)', color='blue');\n    ax.scatter(teamB_scoring['ball_pos_y'], teamB_scoring['ball_pos_x'], alpha=0.2, s=0.01, label='Team B scoring ball position (red)', color='red');\n    ax.legend()\n\ndef plot_ppos_A_scores(df, ids):\n    fig, ax = plt.subplots(figsize=(16,8))\n    teamA_scoring = df[df[\"team_A_scoring_within_10sec\"] == True]\n    ax.scatter(teamA_scoring[f'p{ids[0]}_pos_y'], teamA_scoring[f'p{ids[0]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (blue)', color='blue');\n    ax.scatter(teamA_scoring[f'p{ids[1]}_pos_y'], teamA_scoring[f'p{ids[1]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (red)', color='red');\n    ax.scatter(teamA_scoring[f'p{ids[2]}_pos_y'], teamA_scoring[f'p{ids[2]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (green)', color='green');\n    ax.legend()\n    \ndef plot_ppos_B_scores(df, ids):\n    fig, ax = plt.subplots(figsize=(16,8))\n    teamA_scoring = df[df[\"team_A_scoring_within_10sec\"] == True]\n    ax.scatter(teamA_scoring[f'p{ids[0]}_pos_y'], teamA_scoring[f'p{ids[0]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (blue)', color='blue');\n    ax.scatter(teamA_scoring[f'p{ids[1]}_pos_y'], teamA_scoring[f'p{ids[1]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (red)', color='red');\n    ax.scatter(teamA_scoring[f'p{ids[2]}_pos_y'], teamA_scoring[f'p{ids[2]}_pos_x'], alpha=0.1, s=0.1, label=f'Player {ids[0]} position (green)', color='green');\n    ax.legend()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:45:44.149879Z","iopub.execute_input":"2022-10-05T06:45:44.150329Z","iopub.status.idle":"2022-10-05T06:45:44.166174Z","shell.execute_reply.started":"2022-10-05T06:45:44.150293Z","shell.execute_reply":"2022-10-05T06:45:44.164910Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Ball position when team scores**","metadata":{}},{"cell_type":"code","source":"plot_ball_position(vdf_train)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:45:45.468914Z","iopub.execute_input":"2022-10-05T06:45:45.469717Z","iopub.status.idle":"2022-10-05T06:45:50.562956Z","shell.execute_reply.started":"2022-10-05T06:45:45.469672Z","shell.execute_reply":"2022-10-05T06:45:50.561779Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Position of Players in Team A when they score**","metadata":{}},{"cell_type":"code","source":"plot_ppos_A_scores(vdf_train, [0,1,2])","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:45:50.564857Z","iopub.execute_input":"2022-10-05T06:45:50.566096Z","iopub.status.idle":"2022-10-05T06:45:57.707050Z","shell.execute_reply.started":"2022-10-05T06:45:50.566044Z","shell.execute_reply":"2022-10-05T06:45:57.705963Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Position of Players from Team B when Team A scores**","metadata":{}},{"cell_type":"code","source":"plot_ppos_A_scores(vdf_train, [3,4,5])","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:45:57.708399Z","iopub.execute_input":"2022-10-05T06:45:57.708748Z","iopub.status.idle":"2022-10-05T06:46:04.789429Z","shell.execute_reply.started":"2022-10-05T06:45:57.708716Z","shell.execute_reply":"2022-10-05T06:46:04.788519Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Position of Players in Team B when they score**","metadata":{}},{"cell_type":"code","source":"plot_ppos_B_scores(vdf_train, [3,4,5])","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:46:04.791450Z","iopub.execute_input":"2022-10-05T06:46:04.791981Z","iopub.status.idle":"2022-10-05T06:46:12.045483Z","shell.execute_reply.started":"2022-10-05T06:46:04.791948Z","shell.execute_reply":"2022-10-05T06:46:12.044318Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Position of Players from Team A when Team B scores**","metadata":{}},{"cell_type":"code","source":"plot_ppos_B_scores(vdf_train, [0,1,2])","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:46:12.047109Z","iopub.execute_input":"2022-10-05T06:46:12.047759Z","iopub.status.idle":"2022-10-05T06:46:19.108816Z","shell.execute_reply.started":"2022-10-05T06:46:12.047719Z","shell.execute_reply":"2022-10-05T06:46:19.107771Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🧑‍🍳 Prepare data","metadata":{}},{"cell_type":"code","source":"gc.collect()\ndel vdf_train","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:13:46.111940Z","iopub.execute_input":"2022-10-05T08:13:46.112321Z","iopub.status.idle":"2022-10-05T08:13:46.285533Z","shell.execute_reply.started":"2022-10-05T08:13:46.112290Z","shell.execute_reply":"2022-10-05T08:13:46.284128Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load full dataset\ndf_train = load_train()\ndf_train = select_cols(df_train, is_test = False)\ndf_train.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:42:58.023916Z","iopub.execute_input":"2022-10-05T08:42:58.024330Z","iopub.status.idle":"2022-10-05T08:45:19.342028Z","shell.execute_reply.started":"2022-10-05T08:42:58.024296Z","shell.execute_reply":"2022-10-05T08:45:19.340667Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_test = load_test()\ndf_test = select_cols(df_test, is_test = True)\ndf_test.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:19.344465Z","iopub.execute_input":"2022-10-05T08:45:19.344872Z","iopub.status.idle":"2022-10-05T08:45:31.056302Z","shell.execute_reply.started":"2022-10-05T08:45:19.344835Z","shell.execute_reply":"2022-10-05T08:45:31.055240Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Check for NaN values in train set\ndf_train[df_train.isna().any(axis=1)]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:31.058070Z","iopub.execute_input":"2022-10-05T08:45:31.059214Z","iopub.status.idle":"2022-10-05T08:45:31.527308Z","shell.execute_reply.started":"2022-10-05T08:45:31.059174Z","shell.execute_reply":"2022-10-05T08:45:31.526293Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Check for NaN values in train set\ndf_test[df_test.isna().any(axis=1)]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:31.530105Z","iopub.execute_input":"2022-10-05T08:45:31.530762Z","iopub.status.idle":"2022-10-05T08:45:31.586478Z","shell.execute_reply.started":"2022-10-05T08:45:31.530723Z","shell.execute_reply":"2022-10-05T08:45:31.585320Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"n_test = df_test.shape[0]\nn_train = df_train.shape[0]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:31.587914Z","iopub.execute_input":"2022-10-05T08:45:31.593086Z","iopub.status.idle":"2022-10-05T08:45:31.597884Z","shell.execute_reply.started":"2022-10-05T08:45:31.593055Z","shell.execute_reply":"2022-10-05T08:45:31.596634Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ⚙️ Feature Engineering\n\nConvert ball speed into absolute value and direction indicating variable only considering 2d plane.\n\n- The absolute speed is simply the vector L2 Norm\n\n\n$$\\left\\|(v)\\right\\| = \\sqrt{(v_x)^2 + (v_y)^2 + (v_z)^2}$$\n\n\n- The angle is indicated by a value between 0 and 1. If the ball is moving into direction of the positive y-axis it should be 1. If it was shot into the opposite direction it should be -1. If the velocity vector has no y-component the indicator value should be 0\n\n\n\n$$\\angle v = \\begin{cases} sin(atan(\\frac{y}{x + \\epsilon})),& \\text{if} y >= 0 \\\\ sin(-atan(\\frac{y}{x + \\epsilon})),& \\text{if } y < 0 \\end{cases}$$\n\n- For reference (If I understood correctly):","metadata":{}},{"cell_type":"markdown","source":"![Dashboard.jpg](attachment:9ece6050-6d88-4afb-b3d3-ba4476ebf808.jpg)","metadata":{},"attachments":{"9ece6050-6d88-4afb-b3d3-ba4476ebf808.jpg":{"image/jpeg":"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"}}},{"cell_type":"code","source":"def calculate_indicator(x_comp, y_comp, epsilon=0.001):\n    if y_comp > 0:\n        return np.sin(np.arctan(np.abs(y_comp)/(np.abs(x_comp) + epsilon)))\n    else:\n        return np.sin(- np.arctan(np.abs(y_comp)/(np.abs(x_comp) + epsilon)))\n\ndef engineer_features(df):\n    df[\"v_abs\"] = np.linalg.norm(df[['ball_vel_x','ball_vel_y','ball_vel_z']].values,axis=1)\n    df[\"v_indicator\"] = df.apply(lambda x: calculate_indicator(x.ball_vel_x, x.ball_vel_y), axis=1)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:31.599578Z","iopub.execute_input":"2022-10-05T08:45:31.600163Z","iopub.status.idle":"2022-10-05T08:45:31.610536Z","shell.execute_reply.started":"2022-10-05T08:45:31.600121Z","shell.execute_reply":"2022-10-05T08:45:31.609429Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"engineer_features(df_train)\ndf_train.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:45:31.612117Z","iopub.execute_input":"2022-10-05T08:45:31.612741Z","iopub.status.idle":"2022-10-05T08:46:29.894339Z","shell.execute_reply.started":"2022-10-05T08:45:31.612701Z","shell.execute_reply":"2022-10-05T08:46:29.893126Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Check for NaN values in train set\ndf_train[df_train.isna().any(axis=1)]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:46:29.896141Z","iopub.execute_input":"2022-10-05T08:46:29.896788Z","iopub.status.idle":"2022-10-05T08:46:30.374206Z","shell.execute_reply.started":"2022-10-05T08:46:29.896746Z","shell.execute_reply":"2022-10-05T08:46:30.373187Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🪜 2D PCA","metadata":{}},{"cell_type":"code","source":"# Separating out the features\nx = df_train[features + [\"v_abs\" , \"v_indicator\"]].values\n\n# Standardizing the features\nx = StandardScaler().fit_transform(x)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:51:30.857058Z","iopub.execute_input":"2022-10-05T06:51:30.857982Z","iopub.status.idle":"2022-10-05T06:51:38.387320Z","shell.execute_reply.started":"2022-10-05T06:51:30.857927Z","shell.execute_reply":"2022-10-05T06:51:38.386089Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pca = PCA(n_components=2)\nprincipalComponents = pca.fit_transform(x)\n\ndf_train[\"pc_1\"] = principalComponents[:,0]\ndf_train[\"pc_2\"] = principalComponents[:,1]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T06:51:45.035862Z","iopub.execute_input":"2022-10-05T06:51:45.036271Z","iopub.status.idle":"2022-10-05T06:52:02.108782Z","shell.execute_reply.started":"2022-10-05T06:51:45.036239Z","shell.execute_reply":"2022-10-05T06:52:02.107755Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def plot_2d_pca_A_scores(df):\n    tmp = df.sample(frac=0.05, replace=False, random_state=1)\n    fig = plt.figure(figsize = (8,8))\n    ax = fig.add_subplot(1,1,1) \n    ax.set_xlabel('PC 1', fontsize = 15)\n    ax.set_ylabel('PC 2', fontsize = 15)\n    ax.set_title('2D PCA when team A scores', fontsize = 20)\n    goal_a = tmp[tmp['team_A_scoring_within_10sec'] == True]\n    no_goal_a = tmp[tmp['team_A_scoring_within_10sec'] == False]\n    ax.scatter(goal_a['pc_1'], goal_a['pc_2'],alpha=0.5, s=1, label=f'Goal Team A (blue)', color='blue')\n    ax.scatter(no_goal_a['pc_1'], no_goal_a['pc_2'],alpha=0.1, s=0.25, label=f'No Goal Team A (red)', color='red')\n    ax.legend(targets)\n    ax.grid()\n\ndef plot_2d_pca_B_scores(df):\n    tmp = df.sample(frac=0.05, replace=False, random_state=1)\n    fig = plt.figure(figsize = (8,8))\n    ax = fig.add_subplot(1,1,1) \n    ax.set_xlabel('PC 1', fontsize = 15)\n    ax.set_ylabel('PC 2', fontsize = 15)\n    ax.set_title('2D PCA when team B scores', fontsize = 20)\n    goal_b = tmp[tmp['team_B_scoring_within_10sec'] == True]\n    no_goal_b = tmp[tmp['team_B_scoring_within_10sec'] == False]\n    ax.scatter(goal_b['pc_1'], goal_b['pc_2'],alpha=0.5, s=1, label=f'Goal Team B (blue)', color='blue')\n    ax.scatter(no_goal_b['pc_1'], no_goal_b['pc_2'],alpha=0.1, s=0.25, label=f'No Goal Team B (red)', color='red')\n    ax.legend(targets)\n    ax.grid()\n    \ndef plot_2d_pca_A_and_B_score(df):\n    tmp = df.sample(frac=0.05, replace=False, random_state=1)\n    fig = plt.figure(figsize = (8,8))\n    ax = fig.add_subplot(1,1,1) \n    ax.set_xlabel('PC 1', fontsize = 15)\n    ax.set_ylabel('PC 2', fontsize = 15)\n    ax.set_title('2D PCA when team A or B score', fontsize = 20)\n    goal_a = tmp[tmp['team_A_scoring_within_10sec'] == True]\n    goal_b = tmp[tmp['team_B_scoring_within_10sec'] == True]\n    ax.scatter(goal_a['pc_1'], goal_a['pc_2'],alpha=0.5, s=1, label=f'Goal Team A (blue)', color='blue')\n    ax.scatter(goal_b['pc_1'], goal_b['pc_2'],alpha=0.5, s=1, label=f'Goal Team B (red)', color='red')\n    ax.legend(targets)\n    ax.grid()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T07:00:44.681759Z","iopub.execute_input":"2022-10-05T07:00:44.682415Z","iopub.status.idle":"2022-10-05T07:00:44.704801Z","shell.execute_reply.started":"2022-10-05T07:00:44.682363Z","shell.execute_reply":"2022-10-05T07:00:44.703474Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plot_2d_pca_A_scores(df_train)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T07:00:17.359021Z","iopub.execute_input":"2022-10-05T07:00:17.359428Z","iopub.status.idle":"2022-10-05T07:00:22.641961Z","shell.execute_reply.started":"2022-10-05T07:00:17.359396Z","shell.execute_reply":"2022-10-05T07:00:22.640672Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plot_2d_pca_B_scores(df_train)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T07:00:22.644386Z","iopub.execute_input":"2022-10-05T07:00:22.644856Z","iopub.status.idle":"2022-10-05T07:00:27.894290Z","shell.execute_reply.started":"2022-10-05T07:00:22.644809Z","shell.execute_reply":"2022-10-05T07:00:27.893126Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plot_2d_pca_A_and_B_score(df_train)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T07:00:47.335212Z","iopub.execute_input":"2022-10-05T07:00:47.335663Z","iopub.status.idle":"2022-10-05T07:00:48.357109Z","shell.execute_reply.started":"2022-10-05T07:00:47.335628Z","shell.execute_reply":"2022-10-05T07:00:48.355851Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pca.explained_variance_ratio_","metadata":{"execution":{"iopub.status.busy":"2022-10-05T07:01:31.448015Z","iopub.execute_input":"2022-10-05T07:01:31.448531Z","iopub.status.idle":"2022-10-05T07:01:31.455958Z","shell.execute_reply.started":"2022-10-05T07:01:31.448492Z","shell.execute_reply":"2022-10-05T07:01:31.454863Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 👀 Quick 2D PCA analysis\n- As was to be expected the 2 principal components (PC) can't represent all of the information contained in the dataset (variance). \n- Nevertheless about 15 % can be explained with only 2 components. \n- From the plots we can see a seperation of the teams in the PC1 direction. But nothing useful for classification yet. 2D is simply too low of a representation for the data matrix.","metadata":{}},{"cell_type":"markdown","source":"# 📙 Multidimensional PCA","metadata":{}},{"cell_type":"code","source":"# Add features to test dataset\nengineer_features(df_test)\ndf_test.head()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:46:30.375750Z","iopub.execute_input":"2022-10-05T08:46:30.376804Z","iopub.status.idle":"2022-10-05T08:46:49.027841Z","shell.execute_reply.started":"2022-10-05T08:46:30.376763Z","shell.execute_reply":"2022-10-05T08:46:49.026627Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Check for NaN values in test set\ndf_test[df_test.isna().any(axis=1)]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:46:49.031245Z","iopub.execute_input":"2022-10-05T08:46:49.031957Z","iopub.status.idle":"2022-10-05T08:46:49.309739Z","shell.execute_reply.started":"2022-10-05T08:46:49.031914Z","shell.execute_reply":"2022-10-05T08:46:49.308576Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Combine both to one dataset\ndf = pd.concat([df_train[features + [\"v_abs\" , \"v_indicator\"]], df_test])\n\n# extract the targets\ny = df_train[targets]\n\ngc.collect()\ndel df_train\ndel df_test\n\n# Standardizing the features\nx = StandardScaler().fit_transform(df.values)\n\n# Set standardised features\ndf[features + [\"v_abs\" , \"v_indicator\"]] = x","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:46:49.311190Z","iopub.execute_input":"2022-10-05T08:46:49.311858Z","iopub.status.idle":"2022-10-05T08:46:54.615458Z","shell.execute_reply.started":"2022-10-05T08:46:49.311820Z","shell.execute_reply":"2022-10-05T08:46:54.614051Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Calculate PC components for train and test at the same time**","metadata":{}},{"cell_type":"code","source":"# PCA that explains 80% of variance\npca = PCA(0.8)\nprincipalComponents = pca.fit_transform(x)\n\nn_pcs = principalComponents.shape[1]\n# Add pcs to dataframe\nfor idx in range(n_pcs):\n    df[f\"pc_{idx + 1}\"] = principalComponents[:,idx]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:00.479317Z","iopub.execute_input":"2022-10-05T08:47:00.479826Z","iopub.status.idle":"2022-10-05T08:47:20.927065Z","shell.execute_reply.started":"2022-10-05T08:47:00.479781Z","shell.execute_reply":"2022-10-05T08:47:20.926074Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Split to train and test set\ndf.reset_index(inplace=True)\n\ndf_test = df.tail(n_test)\nprint(\"Train dataset shape: \", df_test.shape)\nassert n_test == df_test.shape[0]\n\ndf_train = df.drop(df.tail(n_test).index)\nprint(\"Test dataset shape: \", df_train.shape)\nassert n_train == df_train.shape[0]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:20.933169Z","iopub.execute_input":"2022-10-05T08:47:20.936189Z","iopub.status.idle":"2022-10-05T08:47:24.532514Z","shell.execute_reply.started":"2022-10-05T08:47:20.936151Z","shell.execute_reply":"2022-10-05T08:47:24.531325Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"gc.collect()\ndel df","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:24.534062Z","iopub.execute_input":"2022-10-05T08:47:24.538285Z","iopub.status.idle":"2022-10-05T08:47:24.732836Z","shell.execute_reply.started":"2022-10-05T08:47:24.538237Z","shell.execute_reply":"2022-10-05T08:47:24.731561Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 📋 Store data\n\n- Store and download in case script crashes due to memory problems","metadata":{}},{"cell_type":"code","source":"df_train.to_csv(\"/kaggle/working/df_train_prepared.csv\", index=False)\ndf_test.to_csv(\"/kaggle/working/df_test_prepared.csv\", index=False)\ny.to_csv(\"/kaggle/working/target.csv\", index=False)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:18:51.034012Z","iopub.execute_input":"2022-10-05T08:18:51.034406Z","iopub.status.idle":"2022-10-05T08:23:58.256911Z","shell.execute_reply.started":"2022-10-05T08:18:51.034374Z","shell.execute_reply":"2022-10-05T08:23:58.255902Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 💃 Model Training","metadata":{}},{"cell_type":"markdown","source":"- We'll be predicting the probability of team A scoring and team B scoring with 2 separate models to make my life easier.\n- Also we test what performs better with an XGBoost model: Original features or PC features.","metadata":{}},{"cell_type":"code","source":"# Define features\nog_features = features + [\"v_abs\" , \"v_indicator\"]\npc_features = [f\"pc_{idx + 1}\" for idx in range(n_pcs)]","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:29.265561Z","iopub.execute_input":"2022-10-05T08:47:29.266585Z","iopub.status.idle":"2022-10-05T08:47:29.272789Z","shell.execute_reply.started":"2022-10-05T08:47:29.266521Z","shell.execute_reply":"2022-10-05T08:47:29.271628Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"N_ESTIMATORS = 800\nMAX_DEPTH = 6\nLEARNING_RATE = 0.1\nFOLDS = 3","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:32.096571Z","iopub.execute_input":"2022-10-05T08:47:32.096972Z","iopub.status.idle":"2022-10-05T08:47:32.102634Z","shell.execute_reply.started":"2022-10-05T08:47:32.096938Z","shell.execute_reply":"2022-10-05T08:47:32.101419Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Model A","metadata":{}},{"cell_type":"code","source":"# used to encode the binary classes\nle_a = LabelEncoder()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:34.766280Z","iopub.execute_input":"2022-10-05T08:47:34.767008Z","iopub.status.idle":"2022-10-05T08:47:34.771655Z","shell.execute_reply.started":"2022-10-05T08:47:34.766968Z","shell.execute_reply":"2022-10-05T08:47:34.770533Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_a = XGBClassifier(\n    n_estimators=N_ESTIMATORS,\n    max_depth=MAX_DEPTH,\n    learning_rate=LEARNING_RATE,\n    objective='binary:logistic',\n    tree_method='gpu_hist'\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:35.332140Z","iopub.execute_input":"2022-10-05T08:47:35.333025Z","iopub.status.idle":"2022-10-05T08:47:35.339110Z","shell.execute_reply.started":"2022-10-05T08:47:35.332978Z","shell.execute_reply":"2022-10-05T08:47:35.337968Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# original features\ncv_a_og_features = cross_validate(\n    model_a, \n    X=df_train[og_features].values,\n    y=le_a.fit_transform(y['team_A_scoring_within_10sec'].values),\n    scoring=\"neg_log_loss\",\n    cv=FOLDS,\n    verbose=2,\n    return_estimator=True,\n    return_train_score=True\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:47:37.404689Z","iopub.execute_input":"2022-10-05T08:47:37.405155Z","iopub.status.idle":"2022-10-05T08:49:57.730449Z","shell.execute_reply.started":"2022-10-05T08:47:37.405114Z","shell.execute_reply":"2022-10-05T08:49:57.729287Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# principal component features\ncv_a_pc_features = cross_validate(\n    model_a, \n    X=df_train[pc_features].values,\n    y=le_a.fit_transform(y['team_A_scoring_within_10sec'].values),\n    scoring=\"neg_log_loss\",\n    cv=FOLDS,\n    verbose=2,\n    return_estimator=True,\n    return_train_score=True\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:49:57.732725Z","iopub.execute_input":"2022-10-05T08:49:57.734551Z","iopub.status.idle":"2022-10-05T08:51:54.923949Z","shell.execute_reply.started":"2022-10-05T08:49:57.734499Z","shell.execute_reply":"2022-10-05T08:51:54.921135Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Model B","metadata":{}},{"cell_type":"code","source":"# used to encode the binary classes\nle_b = LabelEncoder()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:51:54.925699Z","iopub.execute_input":"2022-10-05T08:51:54.926381Z","iopub.status.idle":"2022-10-05T08:51:54.931743Z","shell.execute_reply.started":"2022-10-05T08:51:54.926340Z","shell.execute_reply":"2022-10-05T08:51:54.930495Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model_b = XGBClassifier(\n    n_estimators=N_ESTIMATORS,\n    max_depth=MAX_DEPTH,\n    learning_rate=LEARNING_RATE,\n    objective='binary:logistic',\n    tree_method='gpu_hist'\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:51:54.934884Z","iopub.execute_input":"2022-10-05T08:51:54.935373Z","iopub.status.idle":"2022-10-05T08:51:54.942789Z","shell.execute_reply.started":"2022-10-05T08:51:54.935293Z","shell.execute_reply":"2022-10-05T08:51:54.941595Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# original features\ncv_b_og_features = cross_validate(\n    model_b, \n    X=df_train[og_features].values,\n    y=le_b.fit_transform(y['team_B_scoring_within_10sec'].values),\n    scoring=\"neg_log_loss\",\n    cv=FOLDS,\n    verbose=2,\n    return_estimator=True\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:51:54.944584Z","iopub.execute_input":"2022-10-05T08:51:54.944940Z","iopub.status.idle":"2022-10-05T08:53:09.771209Z","shell.execute_reply.started":"2022-10-05T08:51:54.944905Z","shell.execute_reply":"2022-10-05T08:53:09.770057Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# principal component features\ncv_b_pc_features = cross_validate(\n    model_b, \n    X=df_train[pc_features].values,\n    y=le_b.fit_transform(y['team_B_scoring_within_10sec'].values),\n    scoring=\"neg_log_loss\",\n    cv=FOLDS,\n    verbose=2,\n    return_estimator=True\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:53:09.772681Z","iopub.execute_input":"2022-10-05T08:53:09.773637Z","iopub.status.idle":"2022-10-05T08:54:09.154458Z","shell.execute_reply.started":"2022-10-05T08:53:09.773595Z","shell.execute_reply":"2022-10-05T08:54:09.153325Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ✔️ Model Evaluation","metadata":{}},{"cell_type":"markdown","source":"## Cross Validation Test Score","metadata":{}},{"cell_type":"markdown","source":"Let's visualize the log loss score on each of our folds, for both our models","metadata":{}},{"cell_type":"code","source":"df_cv_a_og = pd.DataFrame(\n    {\n        \"model\": \"Model A - Original Features\",\n        \"fold\": list(range(FOLDS)),\n        \"test_log_loss\": - cv_a_og_features[\"test_score\"]\n    }\n)\n\ndf_cv_a_pc = pd.DataFrame(\n    {\n        \"model\": \"Model A - PC Features\",\n        \"fold\": list(range(FOLDS)),\n        \"test_log_loss\": - cv_a_pc_features[\"test_score\"]\n    }\n)\n\ndf_cv_b_og = pd.DataFrame(\n    {\n        \"model\": \"Model B - Original Features\",\n        \"fold\": list(range(FOLDS)),\n        \"test_log_loss\": - cv_b_og_features[\"test_score\"]\n    }\n)\n\ndf_cv_b_pc = pd.DataFrame(\n    {\n        \"model\": \"Model B - PC Features\",\n        \"fold\": list(range(FOLDS)),\n        \"test_log_loss\": - cv_b_pc_features[\"test_score\"]\n    }\n)\n\ndf_cv = pd.concat([df_cv_a_og, df_cv_a_pc, df_cv_b_og, df_cv_b_pc])\n\ndel df_cv_a_og\ndel df_cv_a_pc\ndel df_cv_b_og\ndel df_cv_b_pc\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:54:25.207093Z","iopub.execute_input":"2022-10-05T08:54:25.207490Z","iopub.status.idle":"2022-10-05T08:54:25.444318Z","shell.execute_reply.started":"2022-10-05T08:54:25.207454Z","shell.execute_reply":"2022-10-05T08:54:25.443392Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"px.bar(\n    df_cv, x='fold', y='test_log_loss', color='model', \n    barmode='group', title='Cross Validation Log Loss'\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T08:54:44.008910Z","iopub.execute_input":"2022-10-05T08:54:44.009328Z","iopub.status.idle":"2022-10-05T08:54:45.644087Z","shell.execute_reply.started":"2022-10-05T08:54:44.009293Z","shell.execute_reply":"2022-10-05T08:54:45.643095Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 💌 Submission","metadata":{}},{"cell_type":"markdown","source":"Let's use the original and pc features and see what gets the best submission results","metadata":{}},{"cell_type":"code","source":"df_test.reset_index(inplace=True)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:00:09.867113Z","iopub.execute_input":"2022-10-05T09:00:09.867683Z","iopub.status.idle":"2022-10-05T09:00:09.883203Z","shell.execute_reply.started":"2022-10-05T09:00:09.867647Z","shell.execute_reply":"2022-10-05T09:00:09.882278Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\n# take the mean of the predictions made by the k models gotten out of the k-fold cross validation\npred_a = np.zeros(df_test.shape[0])\nfor estimator in cv_a_pc_features['estimator']:\n    pred_a += estimator.predict_proba(df_test[pc_features].values)[:, 1]\n\npred_a /= FOLDS","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:08:38.760733Z","iopub.execute_input":"2022-10-05T09:08:38.761780Z","iopub.status.idle":"2022-10-05T09:09:09.780083Z","shell.execute_reply.started":"2022-10-05T09:08:38.761732Z","shell.execute_reply":"2022-10-05T09:09:09.778801Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%%time\n# take the mean of the predictions made by the k models gotten out of the k-fold cross validation\npred_b = np.zeros(df_test.shape[0])\nfor estimator in cv_b_pc_features['estimator']:\n    pred_b += estimator.predict_proba(df_test[pc_features].values)[:, 1]\n\npred_b /= FOLDS","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:10:05.686395Z","iopub.execute_input":"2022-10-05T09:10:05.687366Z","iopub.status.idle":"2022-10-05T09:10:35.360279Z","shell.execute_reply.started":"2022-10-05T09:10:05.687327Z","shell.execute_reply":"2022-10-05T09:10:35.359349Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_submission = pd.DataFrame(\n    {\n        \"id\": df_test.index,\n        \"team_A_scoring_within_10sec\": pred_a,\n        \"team_B_scoring_within_10sec\": pred_b\n    }\n)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:10:48.153825Z","iopub.execute_input":"2022-10-05T09:10:48.154328Z","iopub.status.idle":"2022-10-05T09:10:48.175243Z","shell.execute_reply.started":"2022-10-05T09:10:48.154285Z","shell.execute_reply":"2022-10-05T09:10:48.174321Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_submission","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:10:49.462807Z","iopub.execute_input":"2022-10-05T09:10:49.463908Z","iopub.status.idle":"2022-10-05T09:10:49.483039Z","shell.execute_reply.started":"2022-10-05T09:10:49.463856Z","shell.execute_reply":"2022-10-05T09:10:49.481888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_submission.to_csv('submission_pc_features.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:10:56.621761Z","iopub.execute_input":"2022-10-05T09:10:56.622176Z","iopub.status.idle":"2022-10-05T09:10:58.866276Z","shell.execute_reply.started":"2022-10-05T09:10:56.622139Z","shell.execute_reply":"2022-10-05T09:10:58.865234Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 🔍 Analyse results using SHAP\n\nIt is good to know which features bring value to the model and which don't. Also this allows to see if the Feature Engineering was a success or useless.\n\n- Test your understanding on PCA: What should be one or of the / the most important feature for the XGBoost model given only principal components as input?","metadata":{}},{"cell_type":"code","source":"import shap\nshap.initjs()","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:20:40.291038Z","iopub.execute_input":"2022-10-05T09:20:40.291494Z","iopub.status.idle":"2022-10-05T09:20:40.317091Z","shell.execute_reply.started":"2022-10-05T09:20:40.291456Z","shell.execute_reply":"2022-10-05T09:20:40.310115Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_sampled_og = df_test[og_features].sample(300, random_state=10)\nX_sampled_pc = df_test[pc_features].sample(300, random_state=10)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:32:05.313736Z","iopub.execute_input":"2022-10-05T09:32:05.314449Z","iopub.status.idle":"2022-10-05T09:32:05.523776Z","shell.execute_reply.started":"2022-10-05T09:32:05.314408Z","shell.execute_reply":"2022-10-05T09:32:05.522645Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def summary_plot_shap(model, samples):\n    explainer = shap.TreeExplainer(model)\n    shap_values = explainer.shap_values(samples)\n    shap.summary_plot(shap_values, samples)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:40:34.988444Z","iopub.execute_input":"2022-10-05T09:40:34.988850Z","iopub.status.idle":"2022-10-05T09:40:34.994641Z","shell.execute_reply.started":"2022-10-05T09:40:34.988815Z","shell.execute_reply":"2022-10-05T09:40:34.993181Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Original feature importance for Team A**","metadata":{}},{"cell_type":"code","source":"summary_plot_shap(cv_a_og_features['estimator'][0], X_sampled_og)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:40:35.938886Z","iopub.execute_input":"2022-10-05T09:40:35.939508Z","iopub.status.idle":"2022-10-05T09:40:38.671828Z","shell.execute_reply.started":"2022-10-05T09:40:35.939468Z","shell.execute_reply":"2022-10-05T09:40:38.668807Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Original feature importance for Team B**","metadata":{}},{"cell_type":"code","source":"summary_plot_shap(cv_b_og_features['estimator'][0], X_sampled_og)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:40:38.673807Z","iopub.execute_input":"2022-10-05T09:40:38.674866Z","iopub.status.idle":"2022-10-05T09:40:41.471375Z","shell.execute_reply.started":"2022-10-05T09:40:38.674823Z","shell.execute_reply":"2022-10-05T09:40:41.470284Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Principal component feature importance for Team A**","metadata":{}},{"cell_type":"code","source":"summary_plot_shap(cv_a_pc_features['estimator'][0], X_sampled_pc)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:40:58.348971Z","iopub.execute_input":"2022-10-05T09:40:58.349391Z","iopub.status.idle":"2022-10-05T09:41:01.009174Z","shell.execute_reply.started":"2022-10-05T09:40:58.349355Z","shell.execute_reply":"2022-10-05T09:41:01.008201Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Principal component feature importance for Team B**","metadata":{}},{"cell_type":"code","source":"summary_plot_shap(cv_b_pc_features['estimator'][0], X_sampled_pc)","metadata":{"execution":{"iopub.status.busy":"2022-10-05T09:41:07.150995Z","iopub.execute_input":"2022-10-05T09:41:07.151414Z","iopub.status.idle":"2022-10-05T09:41:09.800261Z","shell.execute_reply.started":"2022-10-05T09:41:07.151372Z","shell.execute_reply":"2022-10-05T09:41:09.799183Z"},"trusted":true},"execution_count":null,"outputs":[]}]}