diff --git a/project/Final_Report.ipynb b/project/Final_Report.ipynb index 8654afe..b83f6a0 100644 --- a/project/Final_Report.ipynb +++ b/project/Final_Report.ipynb @@ -53,8 +53,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-12-10T17:52:06.150813Z", - "start_time": "2024-12-10T17:52:06.138180Z" + "end_time": "2024-12-10T18:38:06.152974Z", + "start_time": "2024-12-10T18:38:06.139745Z" } }, "source": [ @@ -62,14 +62,18 @@ "import sys\n", "import pandas as pd\n", "import numpy as np\n", - "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", + "import random\n", "import os\n", "\n", "import fastf1\n", "import fastf1.plotting\n", "from fastf1.ergast.structure import FastestLap\n", "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "from matplotlib.collections import LineCollection\n", + "\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.metrics import mean_squared_error, r2_score\n", @@ -111,7 +115,7 @@ ] } ], - "execution_count": 38 + "execution_count": 56 }, { "cell_type": "markdown", @@ -2584,6 +2588,171 @@ "cell_type": "markdown", "metadata": {}, "source": "" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-12-10T18:44:29.913967Z", + "start_time": "2024-12-10T18:44:21.633458Z" + } + }, + "cell_type": "code", + "source": [ + "# Select a random event\n", + "random_event = random.choice(merged_data['Event'].unique())\n", + "random_year = random.randint(2021, 2024)\n", + "\n", + "# Prepare the data for the selected event\n", + "event_data = merged_data[merged_data['Event'] == random_event].copy()\n", + "\n", + "base_features = [\n", + " 'TrackTemp', 'AirTemp', 'Humidity', 'WindSpeed',\n", + " 'TyreLife', 'TyreDeg', 'TempDelta', 'GripCondition',\n", + " 'TrackEvolution', 'TempInteraction', 'TempInteractionSquared',\n", + " 'WeatherComplexity', 'DesertEffect', 'WetWeatherEffect', 'AltitudeEffect',\n", + " 'WeatherStability', 'TrackCondition', 'WeatherChangeRate',\n", + " 'WindSpeed_Rolling', 'Humidity_Rolling', 'TrackTemp_Rolling'\n", + "]\n", + "\n", + "X = event_data[base_features]\n", + "y = event_data['LapTime_seconds']\n", + "\n", + "mask = ~y.isna()\n", + "X = X[mask]\n", + "y = y[mask]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "preprocessor = Pipeline([\n", + " ('imputer', SimpleImputer(strategy='median')),\n", + " ('scaler', StandardScaler())\n", + "])\n", + "\n", + "X_train_processed = preprocessor.fit_transform(X_train)\n", + "X_test_processed = preprocessor.transform(X_test)\n", + "\n", + "# Define the model\n", + "model = LGBMRegressor(\n", + " n_estimators=300,\n", + " max_depth=7,\n", + " learning_rate=0.005,\n", + " min_child_samples=25,\n", + " subsample=0.8,\n", + " colsample_bytree=0.8,\n", + " num_leaves=35,\n", + " bagging_freq=5,\n", + " reg_alpha=0.2,\n", + " reg_lambda=1.5,\n", + " random_state=42,\n", + " verbose=-1,\n", + " min_data_in_leaf=1\n", + ")\n", + "\n", + "# Fit the model\n", + "model.fit(X_train_processed, y_train)\n", + "\n", + "# Predict lap times\n", + "y_pred = model.predict(X_test_processed)\n", + "\n", + "# Plot the track speed and time, but have the year be random\n", + "session = fastf1.get_session(random_year,random_event, 'R') # Example session, adjust as needed\n", + "session.load()\n", + "lap = session.laps.pick_fastest()\n", + "\n", + "# Get telemetry data\n", + "x = lap.telemetry['X'] # values for x-axis\n", + "y = lap.telemetry['Y'] # values for y-axis\n", + "color = lap.telemetry['Speed'] # value to base color gradient on\n", + "\n", + "# Create a set of line segments\n", + "points = np.array([x, y]).T.reshape(-1, 1, 2)\n", + "segments = np.concatenate([points[:-1], points[1:]], axis=1)\n", + "\n", + "# Create a plot with title and adjust some settings\n", + "fig, ax = plt.subplots(sharex=True, sharey=True, figsize=(12, 6.75))\n", + "fig.suptitle(f'{random_event} - Speed', size=24, y=0.97)\n", + "\n", + "# Adjust margins and turn off axis\n", + "plt.subplots_adjust(left=0.1, right=0.9, top=0.9, bottom=0.12)\n", + "ax.axis('off')\n", + "\n", + "# Create background track line\n", + "ax.plot(lap.telemetry['X'], lap.telemetry['Y'],\n", + " color='black', linestyle='-', linewidth=16, zorder=0)\n", + "\n", + "# Create a continuous norm to map from data points to colors\n", + "norm = plt.Normalize(color.min(), color.max())\n", + "lc = LineCollection(segments, cmap=mpl.cm.plasma, norm=norm,\n", + " linestyle='-', linewidth=5)\n", + "\n", + "# Set the values used for colormapping\n", + "lc.set_array(color)\n", + "\n", + "# Merge all line segments together\n", + "line = ax.add_collection(lc)\n", + "\n", + "# Create a color bar as a legend\n", + "cbaxes = fig.add_axes([0.25, 0.05, 0.5, 0.05])\n", + "normlegend = mpl.colors.Normalize(vmin=color.min(), vmax=color.max())\n", + "legend = mpl.colorbar.ColorbarBase(cbaxes, norm=normlegend, cmap=mpl.cm.plasma,\n", + " orientation=\"horizontal\")\n", + "\n", + "# Show the plot\n", + "plt.show()\n", + "\n", + "#Print Event\n", + "print(f\"Event: {random_event} Year: {random_year}\")\n", + "#print predictions and actual lap times\n", + "print(f\"Predicted Lap Time: {y_pred[0]:.3f} seconds\")\n", + "print(f\"Actual Lap Time: {y_test.iloc[0]:.3f} seconds\")\n" + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "core INFO \tLoading data for Saudi Arabian Grand Prix - Race [v3.4.4]\n", + "req INFO \tUsing cached data for session_info\n", + "req INFO \tUsing cached data for driver_info\n", + "req INFO \tUsing cached data for session_status_data\n", + "req INFO \tUsing cached data for lap_count\n", + "req INFO \tUsing cached data for track_status_data\n", + "req INFO \tUsing cached data for _extended_timing_data\n", + "req INFO \tUsing cached data for timing_app_data\n", + "core INFO \tProcessing timing data...\n", + "req INFO \tUsing cached data for car_data\n", + "req INFO \tUsing cached data for position_data\n", + "req INFO \tUsing cached data for weather_data\n", + "req INFO \tUsing cached data for race_control_messages\n", + "core INFO \tFinished loading data for 20 drivers: ['11', '1', '14', '63', '44', '55', '16', '31', '10', '20', '22', '27', '24', '21', '81', '2', '4', '77', '23', '18']\n", + "core WARNING \tFailed to preserve data type for column 'X' while merging telemetry.\n", + "core WARNING \tFailed to preserve data type for column 'Y' while merging telemetry.\n", + "core WARNING \tFailed to preserve data type for column 'Z' while merging telemetry.\n" + ] + }, + { + "data": { + "text/plain": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Event: Saudi Arabian Grand Prix Year: 2023\n", + "Predicted Lap Time: 98.525 seconds\n", + "Actual Lap Time: 94.173 seconds\n" + ] + } + ], + "execution_count": 58 } ], "metadata": {