{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "27cde9e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "DAS = \"Diagnostics/BasicDiagnostics/Results/\"\n",
    "base_url = \"http://golem.fjfi.cvut.cz/shots/\"\n",
    "ds = np.DataSource(\"golem_cache\")\n",
    "\n",
    "shot_nos = [51040, 51039, 51041]\n",
    "identifier = \"U_loop.csv\"\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "for shot_no in shot_nos:\n",
    "    url = f\"{base_url}{shot_no}/{DAS}{identifier}\"\n",
    "    try:\n",
    "        with ds.open(url) as f:\n",
    "            data = np.loadtxt(f, delimiter=\",\")\n",
    "        plt.plot(data[:, 0], data[:, 1], label=str(shot_no))\n",
    "    except Exception as e:\n",
    "        print(f\"❌ Shot {shot_no}: failed to load {identifier} ({e})\")\n",
    "\n",
    "plt.xlabel(\"Time [ms]\")\n",
    "plt.ylabel(r\"$U_{loop}$ [V]\")\n",
    "plt.legend(title=\"Shot\")\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.savefig(\"compare_Ip_shots.jpg\", dpi=200, bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a8ec660f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1+1"
   ]
  }
 ],
 "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
