{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the CSV file\n",
    "file_path = 'train_loss_nerf.csv'\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Plotting all loss columns\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "desired_order = [\n",
    "    'Site3_drone',\n",
    "    'Site2_drone',\n",
    "    'Site2_smartphone',\n",
    "    'Site1_drone',\n",
    "    'Site1_smartphone'\n",
    "]\n",
    "\n",
    "colors =  ['#e41a1c', '#377eb8', '#4daf4a', '#984ea3', '#ff7f00']\n",
    "\n",
    "for i, column in enumerate(desired_order):\n",
    "    plt.plot(df['Step'], df[column], label=column, color=colors[i])\n",
    "\n",
    "plt.xlabel('Step', fontsize=30)\n",
    "plt.ylabel('Loss', fontsize=30)\n",
    "plt.ylim(0, 0.04)  # Setting the y-axis limit\n",
    "plt.xlim(left=0)  # Move the y-axis to the 0 value of x\n",
    "plt.title('NeRF Training Loss', fontsize=30)\n",
    "plt.legend(loc='upper right', fontsize=24)\n",
    "plt.grid(True)\n",
    "\n",
    "plt.xticks(fontsize=24)\n",
    "plt.yticks(fontsize=24)\n",
    "\n",
    "# Save the plot as a PNG file\n",
    "plt.savefig('loss_graph.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 데이터\n",
    "years = ['2021', '2022', '2023']\n",
    "jaehaeja = [29943, 31245, 32353]\n",
    "samangja = [551, 539, 486]\n",
    "\n",
    "# 재해자 수 그래프\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.bar(years, jaehaeja, color='blue', alpha=0.7)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Incidents')\n",
    "plt.title('Number of Incidents by Year')\n",
    "plt.show()\n",
    "\n",
    "# 사망자 수 그래프\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.bar(years, samangja, color='orange', alpha=0.7)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Deaths')\n",
    "plt.title('Number of Deaths by Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nerfstudio2",
   "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": "3.8.19"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
