{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "191a5d22-bc45-4f45-a6cd-6d305e29c06e", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "#df = pd.read_parquet('C:/Users/Jens Gorm Rytter/Final project/filer/bedmap_train.parquet', columns=['ith_bm'])\n", "#print(df.head())\n", "\n", "df = pd.read_parquet(\n", " 'C:/Users/Jens Gorm Rytter/Final project/filer/grid_300km_30M.parquet',\n", " columns=['EAST','NORTH','THICK','v','ith_bm','smb','z','s','temp','gridCellId'])\n", "\n", "#print(df.head())\n", "#print(df.tail())" ] }, { "cell_type": "code", "execution_count": 2, "id": "7e5d8ea7-bbf6-41df-81c7-8f59d87539c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " EAST NORTH THICK v ith_bm smb \\\n", "0 1.082323e+06 1.179464e+05 2193.7041 1.721265 2225.768378 28.600311 \n", "1 6.780533e+05 -1.755376e+06 2899.8000 0.870523 2487.617401 83.017294 \n", "2 5.012288e+05 -8.708590e+05 1819.1100 85.419531 1827.670487 21.117418 \n", "3 -8.666767e+05 3.561459e+05 1124.9400 3.918445 1130.303771 136.581627 \n", "4 -6.848977e+05 6.913987e+04 2122.4100 7.894785 2105.888247 108.577022 \n", "\n", " z s temp gridCellId \n", "0 3890.095924 0.004726 221.131235 137 \n", "1 2348.626277 0.000567 235.855494 28 \n", "2 1771.083276 0.004876 239.003074 82 \n", "3 216.134166 0.006954 246.742698 149 \n", "4 1400.136807 0.002945 243.399524 132 \n" ] } ], "source": [ "print(df.head())" ] }, { "cell_type": "code", "execution_count": 5, "id": "a8f0080c-9ac8-4a55-a2a7-711d91863091", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Antal rækker: 30000000\n", "Antal søjler: 13\n", "Kolonnenavne: ['THICK', 'geometry', 'EAST', 'NORTH', 'vx', 'vy', 'v', 'ith_bm', 'smb', 'z', 's', 'temp', 'gridCellId']\n" ] } ], "source": [ "import pyarrow.parquet as pq\n", "\n", "parquet_file = pq.ParquetFile(\"C:/Users/Jens Gorm Rytter/Final project/filer/grid_300km_30M.parquet\")\n", "print(f\"Antal rækker: {parquet_file.metadata.num_rows}\")\n", "print(f\"Antal søjler: {parquet_file.metadata.num_columns}\")\n", "schema = parquet_file.schema\n", "column_names = schema.names\n", "print(\"Kolonnenavne:\", column_names)" ] }, { "cell_type": "code", "execution_count": 4, "id": "c44f5b51-0b91-4cf5-aeb3-1ca14455e675", "metadata": {}, "outputs": [], "source": [ "#df2 = df.iloc[::100]\n", "df2 = df.sample(frac=0.1, random_state=42)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8b330fe0-da84-4b30-aed0-22c1080e6f5d", "metadata": {}, "outputs": [], "source": [ "#df2 = df2.groupby(['EAST', 'NORTH'], as_index=False).mean()" ] }, { "cell_type": "code", "execution_count": 5, "id": "a9341f03-75b4-487e-8bf1-05f7d05f8d22", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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EASTNORTHTHICKvith_bmsmbzstempgridCellId
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1541833 rows × 10 columns

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EASTNORTHTHICKvith_bmsmbzstempgridCellId
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1421911 rows × 10 columns

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" ], "text/plain": [ " THICK\n", "26562643 800.000000\n", "13260984 896.300000\n", "14345082 954.600000\n", "2037232 764.410000\n", "7535672 2636.000000\n", "... ...\n", "10766745 859.992000\n", "18818953 208.970000\n", "15490952 1628.155022\n", "184493 2652.000000\n", "15674412 2462.700000\n", "\n", "[1421911 rows x 1 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test" ] }, { "cell_type": "code", "execution_count": 10, "id": "fc61526f-dc69-43ab-a18c-fb3bcefd6631", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 214038.55\n", "R^2 Score: 0.75\n", "Mean Absolute Error (MAE): 320.6578\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.metrics import r2_score\n", "\n", "model = DecisionTreeRegressor(random_state=42)\n", "model.fit(X_train, y_train)\n", "\n", "y_pred_dt = model.predict(X_test)\n", "\n", "mse = mean_squared_error(y_test, y_pred_dt)\n", "r2 = r2_score(y_test, y_pred_dt)\n", "mae = mean_absolute_error(y_test, y_pred_dt)\n", "\n", "print(f\"Mean Squared Error: {mse:.2f}\")\n", "print(f\"R^2 Score: {r2:.2f}\")\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "ed451960-5b67-4f90-ad5b-78d8eb1806da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE: 84725.89365966791\n", "r^2: 0.9013379918147141\n", "Mean Absolute Error (MAE): 204.7979\n", "Time used by LightGBM: 165259.7 ms\n" ] } ], "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "from sklearn.model_selection import train_test_split\n", "import lightgbm as lgb\n", "from lightgbm import early_stopping\n", "import time\n", "\n", "start=time.time()\n", "\n", "# Split data set into training and test set. We choose a 75:25 division here. \n", "\n", "# Dataset is shuffeled before the split (to avoid any ordering). By using a fixed\n", "# random seed number (42), we can rerun and obtain the same result (for reproducibility!).\n", "\n", "#X_train, x_test, Y_train, y_test = \\\n", " # train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "\n", "# Feed the datasets to LightGBM:\n", "lgb_train = lgb.Dataset(X_train, y_train)\n", "lgb_eval = lgb.Dataset(X_test, y_test, reference=lgb_train)\n", "\n", "# Parametre\n", "params = {\n", " 'objective': 'regression',\n", " 'metric': 'rmse',\n", " 'boosting_type': 'gbdt', \n", " 'max_depth': 20, \n", " 'learning_rate': 0.1528, \n", " 'min_child_samples': 27, \n", " 'n_estimators': 262, \n", " 'num_leaves': 84,\n", " 'verbosity': -1\n", "}\n", "\n", "# Træn model\n", "model = lgb.train(params, lgb_train, valid_sets=[lgb_eval])\n", "\n", "# Forudsig\n", "y_pred_lgbm = model.predict(X_test)\n", "print(\"MSE:\", mean_squared_error(y_test, y_pred_lgbm))\n", "print(\"r^2:\", r2_score(y_test, y_pred_lgbm))\n", "mae = mean_absolute_error(y_test, y_pred_lgbm)\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", "\n", "\n", "# Print the time usage:\n", "end = time.time()\n", "print(f\"Time used by LightGBM: {(end-start)*1000:.1f} ms\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "1b0725f6-ab87-45e7-ab06-69f882eca50a", "metadata": {}, "outputs": [], "source": [ "benchmark = test_df2[['ith_bm']]" ] }, { "cell_type": "code", "execution_count": 13, "id": "d97cadd8-7ff0-46f4-80a3-d81649819436", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ith_bm\n", "7416703 1872.272055\n", "23890874 2318.404431\n", "23317003 2704.831963\n", "23197163 2359.059125\n", "26562643 801.448965\n", "... ...\n", "7440855 1961.284527\n", "22726437 468.976002\n", "18818953 158.828422\n", "184493 2633.841978\n", "10380913 1980.466861\n", "\n", "[1541833 rows x 1 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "benchmark" ] }, { "cell_type": "code", "execution_count": 15, "id": "f9386757-8762-4725-852c-7809cccaac10", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "y_pred_lgbm = np.maximum(y_pred_lgbm, 0)\n", "y_pred_dt = np.maximum(y_pred_dt, 0)" ] }, { "cell_type": "code", "execution_count": 18, "id": "88474d4c-f351-4137-8711-b038c2b2858b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "y_pred_benchmark = benchmark\n", "\n", "# Sørg for at y_test er en Series\n", "if isinstance(y_test, pd.DataFrame):\n", " y_test_series = y_test.iloc[:, 0]\n", "else:\n", " y_test_series = y_test\n", "\n", "# Sørg for at benchmark også er en Series\n", "if isinstance(y_pred_benchmark, pd.DataFrame):\n", " y_pred_benchmark_series = y_pred_benchmark.iloc[:, 0]\n", "else:\n", " y_pred_benchmark_series = y_pred_benchmark\n", "\n", "# Kombiner alle i én DataFrame\n", "df_plot = pd.DataFrame({\n", " 'y_test': y_test_series,\n", " 'y_pred_lgbm': y_pred_lgbm,\n", " 'y_pred_benchmark': y_pred_benchmark_series\n", "})\n", "\n", "# Sample 10% af dataene\n", "df_sample = df_plot.sample(frac=0.1, random_state=42)\n", "\n", "# Plot\n", "plt.figure(figsize=(6, 6))\n", "\n", "# LGBM scatter\n", "plt.scatter(df_sample['y_test'], df_sample['y_pred_lgbm'],\n", " alpha=0.2, edgecolors='none', s=10, label='LGBM')\n", "\n", "# Benchmark scatter\n", "plt.scatter(df_sample['y_test'], df_sample['y_pred_benchmark'],\n", " alpha=0.2, edgecolors='none', s=10, label='Bedmachine')\n", "\n", "# Perfekt linje\n", "min_val = df_sample['y_test'].min()\n", "max_val = df_sample['y_test'].max()\n", "plt.plot([min_val, max_val], [min_val, max_val], 'r--')\n", "\n", "# Akser og layout\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.legend(loc='upper left')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "3f1dd484-1738-4a42-a5de-bbbcfe5d8d89", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if isinstance(y_test, pd.DataFrame):\n", " y_test_series = y_test.iloc[:, 0]\n", "else:\n", " y_test_series = y_test\n", "\n", "# Sørg for at benchmark også er en Series\n", "if isinstance(y_pred_benchmark, pd.DataFrame):\n", " y_pred_benchmark_series = y_pred_benchmark.iloc[:, 0]\n", "else:\n", " y_pred_benchmark_series = y_pred_benchmark\n", "\n", "# Beregn residualer (True - Predicted)\n", "residuals_lgbm = y_test_series - y_pred_lgbm\n", "residuals_benchmark = y_test_series - y_pred_benchmark_series\n", "\n", "# Plot histogram\n", "plt.figure(figsize=(6, 6))\n", "plt.hist(residuals_lgbm, bins=100, alpha=0.5, label='LGBM', color='blue')\n", "plt.hist(residuals_benchmark, bins=100, alpha=0.5, label='Bedmachine', color='orange')\n", "\n", "plt.xlabel('Residuals (True - Predicted)')\n", "plt.ylabel('NUmber')\n", "plt.title('Residual distribution')\n", "plt.legend(loc='upper right')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "5a71107a-b364-4a3a-b67c-aaaf9abeb68d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "y_pred_benchmark = benchmark\n", "\n", "# Sørg for at y_test er en Series\n", "if isinstance(y_test, pd.DataFrame):\n", " y_test_series = y_test.iloc[:, 0]\n", "else:\n", " y_test_series = y_test\n", "\n", "# Sørg for at benchmark også er en Series\n", "if isinstance(y_pred_benchmark, pd.DataFrame):\n", " y_pred_benchmark_series = y_pred_benchmark.iloc[:, 0]\n", "else:\n", " y_pred_benchmark_series = y_pred_benchmark\n", "\n", "# Kombiner alle i én DataFrame\n", "df_plot = pd.DataFrame({\n", " 'y_test': y_test_series,\n", " 'y_pred_dt': y_pred_lgbm,\n", " 'y_pred_benchmark': y_pred_benchmark_series\n", "})\n", "\n", "# Sample 10% af dataene\n", "df_sample = df_plot.sample(frac=0.1, random_state=42)\n", "\n", "# Plot\n", "plt.figure(figsize=(6, 6))\n", "\n", "# LGBM scatter\n", "plt.scatter(df_sample['y_test'], df_sample['y_pred_dt'],\n", " alpha=0.2, edgecolors='none', s=10, label='DecisionTree')\n", "\n", "# Benchmark scatter\n", "plt.scatter(df_sample['y_test'], df_sample['y_pred_benchmark'],\n", " alpha=0.2, edgecolors='none', s=10, label='Bedmachine')\n", "\n", "# Perfekt linje\n", "min_val = df_sample['y_test'].min()\n", "max_val = df_sample['y_test'].max()\n", "plt.plot([min_val, max_val], [min_val, max_val], 'r--')\n", "\n", "# Akser og layout\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.legend(loc='upper left')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "7e8b5d07-17fb-4285-a483-aab339bcb323", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if isinstance(y_test, pd.DataFrame):\n", " y_test_series = y_test.iloc[:, 0]\n", "else:\n", " y_test_series = y_test\n", "\n", "# Sørg for at benchmark også er en Series\n", "if isinstance(y_pred_benchmark, pd.DataFrame):\n", " y_pred_benchmark_series = y_pred_benchmark.iloc[:, 0]\n", "else:\n", " y_pred_benchmark_series = y_pred_benchmark\n", "\n", "# Beregn residualer (True - Predicted)\n", "residuals_lgbm = y_test_series - y_pred_dt\n", "residuals_benchmark = y_test_series - y_pred_benchmark_series\n", "\n", "# Plot histogram\n", "plt.figure(figsize=(6, 6))\n", "plt.hist(residuals_lgbm, bins=100, alpha=0.5, label='DecisionTree', color='blue')\n", "plt.hist(residuals_benchmark, bins=100, alpha=0.5, label='Bedmachine', color='orange')\n", "\n", "plt.xlabel('Residuals (True - Predicted)')\n", "plt.ylabel('Number')\n", "plt.title('Residual distribution')\n", "plt.legend(loc='upper right')\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "1aecc58a-dd2c-4095-9192-f571afcd6a9a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.17" } }, "nbformat": 4, "nbformat_minor": 5 }