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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5aabde2d-fdef-441d-8d95-c9adbf735609",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Antal rækker: 79890423\n",
      "Antal søjler: 14\n",
      "Kolonnenavne: ['LON', 'LAT', 'THICK', 'geometry', 'EAST', 'NORTH', 'vx', 'vy', 'v', 'ith_bm', 'smb', 'z', 's', 'temp']\n"
     ]
    }
   ],
   "source": [
    "import pyarrow.parquet as pq\n",
    "\n",
    "parquet_file = pq.ParquetFile(\"C:/Users/Jens Gorm Rytter/Final project/filer/bedmap_train2.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": 2,
   "id": "d7584438-b8a6-49fd-ae25-ee7fa4e8ed03",
   "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/bedmap_train2.parquet',\n",
    "   columns=['EAST','NORTH','THICK','v','ith_bm','smb','z','s','temp'])\n",
    "\n",
    "#print(df.head())\n",
    "#print(df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "54125bb9-831e-44f3-b74d-559059ccbb53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['THICK'].isna().any()\n",
    "(df['THICK'] == 0.0).any()\n",
    "df['THICK'].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d2ee7c24-0db0-4a2b-ac61-a4bda03a2754",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9dc61f1a-1e36-4f24-b6ed-f655e1cfd5a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df1 = df.iloc[::100]\n",
    "df2 = df.sample(frac=0.01, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2db7cd62-d418-4d67-abe8-711d54b1d155",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f00e42c0-359f-4750-bdc1-301fc1197b7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_data = df2[['EAST','NORTH','v', 'smb', 'z', 's','temp']]\n",
    "truth_data = df2[['THICK']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "0b2e2641-73e0-42d5-8469-d0baaffcb3c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#input_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "fc1a2ec4-9ce3-4e39-a89a-15dfb9cd5402",
   "metadata": {},
   "outputs": [],
   "source": [
    "#truth_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8e67e4d8-841e-4c80-8c68-e00dd122fe72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 60570.955155762575\n",
      "r^2: 0.9350229255697861\n",
      "Mean Absolute Error (MAE): 170.5370\n",
      "Time used by LightGBM: 34716.9 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(input_data, truth_data, test_size=0.25, 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",
    "\n",
    "# Parametre\n",
    "params = {\n",
    "    'objective': 'regression',\n",
    "    'metric': 'rmse',\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 = model.predict(x_test)\n",
    "print(\"MSE:\", mean_squared_error(y_test, y_pred))\n",
    "print(\"r^2:\", r2_score(y_test, y_pred))\n",
    "mae = mean_absolute_error(y_test, y_pred)\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": "efd0c77e-c8f9-49bd-b100-f771265a7539",
   "metadata": {},
   "outputs": [],
   "source": [
    "procent = abs((y_pred - y_test.values.squeeze())/y_test.values.squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0f6264e7-551b-4947-a671-1e9eb31716d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.23192858255130444"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "procent.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "790e9487-3d08-46ba-a63e-1ec65f74be5b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Antal værdier større end 10: 217\n"
     ]
    }
   ],
   "source": [
    "count = (procent > 10).sum()\n",
    "print(f\"Antal værdier større end 10: {count}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1f61a481-6c5e-4d8e-a3cf-4f6795bc8b0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "indices1 = np.where(procent > 10)[0]\n",
    "#print(indices1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "32741c7e-d6f8-45d2-8503-8a93ccfae426",
   "metadata": {},
   "outputs": [],
   "source": [
    "thickness = y_test['THICK']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5bd34f42-cf57-4a21-9478-aa788afffdfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Antal værdier mindre end 100: 774\n"
     ]
    }
   ],
   "source": [
    "count = (thickness < 100).sum()\n",
    "print(f\"Antal værdier mindre end 100: {count}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d4289a6c-b3e2-477a-a809-3cab0a166874",
   "metadata": {},
   "outputs": [],
   "source": [
    "indices2 = np.where(thickness < 100)[0]\n",
    "#print(indices2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "580f8c06-3454-44c9-95d8-64a82d385c86",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df2.iloc[indices1]['EAST']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "858e2100-b4ff-4918-8f8c-135a7833f558",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df2.iloc[indices1]['THICK']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0f4731ff-603c-4dea-aa15-04b432f4db97",
   "metadata": {},
   "outputs": [],
   "source": [
    "east = x_test['EAST']\n",
    "north = x_test['NORTH']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c0dff1c0-fbdd-4301-9a18-14e9d1d61306",
   "metadata": {},
   "outputs": [],
   "source": [
    "#y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "14235b7a-9fd4-4a1e-9838-f68918936cdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.scatter(df2['EAST'], df2['NORTH'], s=1, alpha=0.5, label='Alle punkter')\n",
    "plt.scatter(east.iloc[indices2], north.iloc[indices2],\n",
    "            color='green', s=5, alpha=0.7, label='THICK < 100')\n",
    "plt.scatter(east.iloc[indices1], north.iloc[indices1],\n",
    "            color='red', s=5, alpha=0.7, label='procent > 10')\n",
    "\n",
    "# Labels og titel\n",
    "plt.xlabel(\"Øst\")\n",
    "plt.ylabel(\"Nord\")\n",
    "plt.title(\"Punktplot med fremhævede punkter\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "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
}