{ "cells": [ { "cell_type": "code", "execution_count": 3, "id": "270559a0-196d-4d83-9a64-ebb677d253aa", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", "import matplotlib.pyplot as plt\n", "from tensorflow.keras import layers\n", "from tensorflow import keras\n", "import keras_tuner as kt" ] }, { "cell_type": "code", "execution_count": 5, "id": "67672e5d-73c6-46e5-8b76-2f41ed4f167d", "metadata": {}, "outputs": [], "source": [ "#data = pd.read_parquet('bedmap_train.parquet', engine='fastparquet') #Full data read.\n", "import pyarrow.parquet as pq\n", "import pandas as pd\n", "import random\n", "\n", "#Only loading 10% of data\n", "# Open the Parquet file\n", "\n", "from pathlib import Path\n", "import pyarrow.parquet as pq\n", "\n", "# Go back one directory and into\n", "file_path = Path.cwd().parent / 'finalprojectdata' / 'grid_300km_30M.parquet'\n", "parquet_file = pq.ParquetFile(file_path)\n", "#parquet_file = pq.ParquetFile('bedmap_train.parquet')\n", "\n", "# Get number of row groups\n", "num_row_groups = parquet_file.num_row_groups\n", "\n", "# Select 10% of row groups randomly\n", "sample_size = max(1, int(num_row_groups * 0.1))\n", "selected_groups = random.sample(range(num_row_groups), sample_size)\n", "\n", "# Read only the selected row groups\n", "dfs = []\n", "for i in selected_groups:\n", " table = parquet_file.read_row_group(i)\n", " df = table.to_pandas()\n", " dfs.append(df)\n", "\n", "# Combine into one DataFrame\n", "data = pd.concat(dfs, ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "9539e51c-1d84-49a6-88a4-8d6572f6ef61", "metadata": {}, "outputs": [ { "data": { "image/png": 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Ro0ftz3VSz71795oc5xr41MD2yy+/LFWrVjXB7NGjR0vZsmWlU6dOpnyNGjWkbdu20qdPH5k3b54Jlg8cONBM/qnlVNeuXU2e8t69e8vw4cPlwIEDMmPGDJk2bZr9fQcNGiQPPPCATJkyRdq3by/Lli2TnTt3yltvvWXWR0VFua0L/EeD6HGlq0gwyEi9LGKzeRzcTzm2Uy5ued8vdQMARwTSAcDPDh065FX5kiVL+mz0BwAAAEKbBqtbtGhhf27lE+/evbssXLhQhg0bJleuXJG+ffuakef33XefrF27VuLj4+3bLF682ATPH3roIZP+okuXLjJz5kz7+qJFi5rJPQcMGGBGrevx6ZgxY8w+LU2bNpUlS5bIqFGj5KWXXjLB8pUrV0qtWrXsZTypCyKXp8F9HSUPAIFAIB0A/CSntyx6k5MQAAAAkaV58+Zis9myXa8jwSdMmGCW7OjodQ2Cu1KnTh3ZsmWLyzKPP/64WXJTFwAAghWBdAAI0lsW/ZWTEAAAAAAAAK4RSAeACM5HCCD40jp5m/4JAAD4T6SmaeQ4BgAIpAMAAARlWicAABA8gjVNY1JSkrl71VPeBro5jgGA/0MgHQAAIIjSOqUc2ykXt7zvl7oBAADfp2nU3PI1atTI8xHsGkSvVr2GXEu5Kr7CcQwA/B8C6QAAAEGU1klPugEAQOinaczJaG5vRrDrSHQNonsT3M9poJvjGAAgkA4AAAAAABDw0dzWCHYNkHuTCsab4D6BbsD/vE3BFE7zK4QbAukAAAAAAAA+4k2gG0B4yWkKJl/Pr4CcIZAOAAAAAAAQJFxNCJqRkWEe9+3bJ0eOHPFjrUKftxOtpqSk2Ns6OjrabXlGECOvUjDl9O4U+B6BdAAAAAAAgADzJKd6QkKCLF26VJo1a2YP9CLvc9WrhAIFZemSxR63dVxcvPz973+TMmXKeLR/Au+RhTtTwgOBdAAAAAAAgBDIqR4fE2UeE7u+Kue//SpHE4dGGm9z1VuTsl7f+Xd7W19Ls7ksf+2ng3JhwzvSoUMHj+tF6g4g9OR5IH3SpEnyj3/8Qw4fPmyulDZt2lRee+01qVatmr1M8+bNZdOmTU7b/eEPf5B58+Y55RDq37+/fP7551KoUCHp3r272XdMzP9VeePGjfLCCy/IwYMHpXz58jJq1Cjp0aOH037nzJkjr7/+upw6dUrq1q0rs2bNkkaNGuX1xwYAAF7wpn9+++235b333pMDBw6Y5w0aNJC//OUv9OcAACDiRq7G5tOAbrrEJt4uMclJfq9bKPN2Utbr//23trUtPcpt+ZxMLLtlyxapUaOGR3VKTU2VuLg4t+Uc0/+UKlWKQD0QzIF0DZAPGDBA7r77bklLS5OXXnpJWrduLd98840ULFjQXq5Pnz4yYcIE+/MCBQrY/52eni7t27eX0qVLy7Zt2+TkyZPy7LPPSv78+c2Jszp+/Lgp069fP1m8eLGsX79ennvuOXMLTZs2bUyZ5cuXm0C7BugbN24s06dPN+s0j5j+mABAOObz4xZBBDtv+2e9cP7UU0+Zi/Px8fHmAr0eW+iF9Ntuuy0gnwEAAADIabA+R+lmoqJFbL8FyV1xTP9jkyhGvQPBHEhfu3at0/OFCxeak+Jdu3aZP2LHwLkGyrOybt06E3j/7LPPJDExUerVqycTJ06U4cOHy7hx4yQ2NtacfFeuXFmmTJlittEreFu3bpVp06bZA+lTp041AfuePXua57rN6tWrZf78+TJixIi8/ugAkOdycoDFLYIIdt72z3rB3NE777wjf//7381FdL3QDgAAAIRzuhlNNaNpfDwpb6X/Kd72eTnx4WSvRr0zKAsIcI70ixcvmsfixYvfdFL8/vvvm2B6x44dZfTo0fZR6du3b5fatWubILpFg+Oa6kVHn911112mTMuWLZ32qWUGDx5s/n39+nUTvB85cqR9vc6yrNvottndJqOL5dKlS+bxxo0bZskNa/s9e/Z4NNuzjsrTq4j6A/jbrVuupeXP51X5nGzj6/LZbRMX7fwYDHUKZHlvtrHaLD6I6hSs5TNv4+p759c6ZaRIQny8OQjKX9z9yNsb507IubWz5PTp0x5PcpPXrN+73P5uhqtIb5ec9M+ZXb161bRj5mMLf/Tpequs/h27+33w529FVEyUKa9189f3i79z2sBCO9AGkdoGkfRZAQR+BLtJHeNheSv9T3RcQa8HZTFhKhDAQLqe0Glg+95775VatWrZX+/atatUrFhRypYtK/v37zcjzTVwrLnVleZLdQyiK+u5rnNVRk+UdTbl8+fPmxQxWZXR/O1Z0Rzs48ePz3KEvGPqmdzQNDWe0LzweivOb9Ldb9CoqUj3pp6Xz8k2vi7vZpuJDTOCrk4BKZ+DbaZ0bSzSNcK+T7n+DBnZf+8CVidPVDTlT5w4YZZA+vTTTwP6/sFKg8CR7MyZM173z5npcYMeQ2S+oO6vPl1Hzrv9ffDrb0VFkY5LA/J3z985bWChHWiDSGuDSO/PAQS/jNQrXo16Z8JUIMCBdM2VrhODacoVR3379rX/W0ee65Wuhx56SL7//nu54447JFB0dJzmbLVoUF4nMdU8rEWKFMnVvnUkugbRX1zypaQXzjqljaOUH/bIpW3LzezQOrGFO1cObTGjUD0tn5NtfF0+u210xJ8GK0bvjJbUjKigqFMgy3uzjdV2+r37+ePpQVGnYC2feZvCZSpn+70LVJ082eZ68jFJXjJCNm/ebCZwDNQILT2RbtWqlZnbAs6skdHImVdffVWWLVtm8qZrvnR/9+k6aZPeAafBdFe/D/78rQjE3z1/57SBhXagDSK1DejPAYTlqPccTJiqA2UIpCNS+CyQPnDgQFm1apU5qStXrpzLsjrRmDp69KgJpGu6lx07djiVSU5ONo9WXnV9tF5zLKMnx3p7c758+cySVZnscrPr7MdZzYCsB4O5PSC00rloEN1W0v3FgrTkJDOy/lqaze3s0OrajXSvyudkG1+Xd7eNBitSM70W6DoFojx18s9niP1vcCyr712g6uTJNqlpNlNef3MCfSKbF7+d4SjS20Rv//S2f7a88cYbJpCuc6jUqVPHZVlf9en6t6V/Y+5+H/z5WxHIv3v+zmkDC+1AG0RaG0TK5wQQeTwNvFsOHTrk1f5JB4NQlueBdJvNJs8//7x8+OGHZrSYTgjqzt69e82jlYOpSZMm8sorr5gcvzpRqdIRDhokv/POO+1l1qxZ47QfLaOvK52QtEGDBmYisk6dOtlTzehzDfIDAAD/y2n/PHnyZHNs8Mknn0jDhg39WGMAAAAAmaVfPu91Dvbs8rDr+YB192fmeQUJvCOsA+mazmXJkiXy0UcfSeHChe05zYsWLWpGimv6Fl3/8MMPS4kSJUyO9CFDhkizZs3so8v0tmsNmD/zzDPmxFn3MWrUKLNva3RZv379ZPbs2TJs2DDp1auXbNiwQT744ANZvXq1vS56S3f37t3NCXejRo1k+vTpcuXKFenZs2def2wAAOAhd/3zs88+K7fddpvJc65ee+01GTNmjDl+qFSpkv3YQucT0QUAAACAf2WkXvYqFYyrPOwaL9R5AjU2aN39aSEPO8I6kD537lzz2Lx5c6fXFyxYID169DAj0fSWbOukWfOVdunSxQTKLXrLt6aF6d+/vxlhXrBgQXPCPWHCBHsZHemuQXMNws+YMcOkj3nnnXdM3lLLE088Ib/88os5+daT7nr16snatWtvmuAMAAD4j7v+OSkpyWkkih5bXL9+XR577DGn/YwdO1bGjRvn9/oDAAAA8D4VTHZ52ONjfktnqHMEaXpDx/LkYUfYp3ZxRQPnmzZtcrufihUr3pS6JTMN1usknq7obeKkcgEAILi46p81NZyjH374wU+1AgAAAODv4HtsPo0lpkts4u0ezycGhNVkowAAAPAfJnoCAABApB/ncowLXyKQDgAAEIETPZFvEgAAAOF2nMsxLnyJQDoAhCGu2AORIycTPZFvEgAAAOF2nOuvY1yd00nfIyMjwzzft2+f0xxPublrFMGNQDoAhBGu2AORy5uJngAAAIBQEUzHuRpEr1a9hlxLuSoJCQmydOlSadasmaSkpAS6avADAukAEEaC9Yo9AAAAAAD+4O0o8NTUVImLi/N43xpE13Puwom/nUMndn1VrqXphKk3Szm2Uy5ued+r+iB4EUgHgDDk7RV7JikEAAAAAETi3EESFS1i+y1Nizfn3LGJt+u7mkdbelS2g9cQPgikA0AEy+mBRlxcvPz973+TMmXK3LQuqzxxBN4BAAAAAME2d5A1YtzTbRhhHtkIpANABMvJgca1nw7KhQ3vSIcOHbJcn1WeOPKwAwAAAACC7Q5ta8S4p9sE6whzawJUd6yBbz/99JNUrlzZDzULLwTSAQDeH2i4CL7Hx0Q55YkjDzsAAAAAAL6fANUda+Bbg4Z3y949uzlH9xKBdABAngbfY/PZ3OaJAxAcvJkfgRRNAAAAQPDRQWvWBKju7jS3Br5p+S1btkiNGjV8MilruJ4/EEgHAACIMDmZH4EUTQAAAEBo32luDXzzx6Ss8V6eP7hKT5PVXGyBCNYTSAcAAIgw3s6PQIomAAAAIIz4eFLWG/89f/B01PvJkyely2OPS+q13+ZZ82QutkAM9iGQDgAAEKG8mR8BAAAAQPClYfQmXaO/JmVNz8EdsMrTudgCNdiHQDoAwC/IxQyEz99xdrdWOuLvGAAAAPBeToPQoXwHbMp/R7wH+1xsBNIBAD5FLmYg/P6Os7u10hF/xwAAAID/gtDBKL+HI9itEe/BjkA6AMCnyMUMhN/fcVa3Vjri7xgAAADInXALQocDAukAAL8gFzMQPn/Hnt5a6W2+RtLBAAAAAAhWBNIBAAAQFHkdSQcDAAAAIFgRSAcAAEBAUzo5poPZsmWL1KhRw6NtGMEOAAAAwF+iJQLMmTNHKlWqJPHx8dK4cWPZsWNHoKsEAEBE87ZvXrFihVSvXt2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Set the figure size\n", "data.hist(bins=30, figsize=(15, 10), edgecolor='black')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 51, "id": "a43a772e-5385-4fec-8f5a-e72caa73ef83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['THICK' 'geometry' 'EAST' 'NORTH' 'vx' 'vy' 'v' 'ith_bm' 'smb' 'z' 's'\n", " 'temp' 'gridCellId']\n", " Variables used for training: ['EAST' 'NORTH' 'v' 'smb' 'z' 's' 'temp']\n" ] } ], "source": [ "# Read the data and print the variables:\n", "from sklearn.model_selection import train_test_split\n", "variables = data.columns\n", "print(variables.values)\n", "\n", "#Get rid of correlated data by only training on odd gridid's and testing on even grid ids.\n", "\n", "#IMPORTANT: Minus of this method is that we get equal test and training data, but due to the large amount of data (and we don't train on all of it) this is not currently a problem.\n", "#It only becomes a problem if we at some point want to start training on more than 50% of all the data.\n", "\n", "mask = data['gridCellId'] % 2 == data['gridCellId'] // 15 % 2\n", "\n", "training_data = data[mask]\n", "test_data = data[~mask]\n", "\n", "# Decide on which variables to use for input (X) and what defines the label (Y):\n", "input_variables = variables[(variables != 'ith_bm') & (variables != 'LON') & (variables != 'LAT') & (variables != 'geometry') & (variables != 'THICK') & (variables != 'gridCellId')& (variables != 'vx')& (variables != 'vy')]\n", "input_data = training_data[input_variables]\n", "truth_data = training_data['THICK']\n", "print(\" Variables used for training: \", input_variables.values)" ] }, { "cell_type": "code", "execution_count": 53, "id": "773af2c6-d815-4c86-8f1e-38ce5026d845", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
DecisionTreeRegressor(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "DecisionTreeRegressor(random_state=42)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#DTR\n", "from sklearn.tree import DecisionTreeRegressor\n", "import lightgbm\n", "input_train, input_valid, truth_train, truth_valid = \\\n", " train_test_split(input_data, truth_data, test_size=0.25, random_state=42)\n", "\n", "model = DecisionTreeRegressor(random_state=42)\n", "model.fit(input_train,truth_train)\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "4767970e-9aed-4bda-8a08-3881b7c4c303", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) BDT: 309.6556\n", "Mean Absolute Error (MAE) BedMachine: 74.5642\n" ] } ], "source": [ "#Testing on Uncorrelated Data:\n", "#Test size:\n", "N = int(1e5)\n", "benchmark_data = test_data['ith_bm'][:N]\n", "test_input_data = test_data[input_variables][:N]\n", "test_truth_data = test_data['THICK'][:N]\n", "\n", "input_test = test_input_data\n", "truth_test = test_truth_data\n", "benchmark_test = benchmark_data\n", "\n", "# Scatter plot: predicted vs true\n", "truth_score = model.predict(input_test)\n", "\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(truth_test, truth_score, alpha=0.2, label='NN')\n", "plt.scatter(truth_test, benchmark_test, alpha=0.2, label='BedMachine')\n", "plt.plot([truth_test.min(), truth_test.max()], [truth_test.min(), truth_test.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Residual plot: true - predicted\n", "residuals = truth_test - truth_score\n", "residualsbenchmark = truth_test - benchmark_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='NN')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(truth_test, truth_score)\n", "maebenchmark = mean_absolute_error(truth_test, benchmark_test)\n", "print(f\"Mean Absolute Error (MAE) BDT: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")" ] }, { "cell_type": "code", "execution_count": 200, "id": "278a97cf-2667-475f-ac85-64adaedd619d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 333.950650\n", "3 2468.628460\n", "4 1085.404468\n", "7 335.672398\n", "8 920.244282\n", " ... \n", "2097143 3135.887026\n", "2097144 1129.274081\n", "2097146 1303.514051\n", "2097147 518.388742\n", "2097150 1254.547930\n", "Name: ith_bm, Length: 994327, dtype: float64\n" ] } ], "source": [] }, { "cell_type": "code", "execution_count": 50, "id": "cb7e4f85-bf4a-4657-8aed-0e20718bab1a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(input_variables)" ] }, { "cell_type": "code", "execution_count": null, "id": "a87fa457-19cc-43af-83eb-d6490bd0dd9c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "appmlenv", "language": "python", "name": "appmlenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 5 }