nikogamulin · March 20, 2026 14:36
diff --git a/13_jo_skupna_datumska_analiza_executed.ipynb b/13_jo_skupna_datumska_analiza_executed.ipynb
 {
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9aa8a3ac",
   "metadata": {},
   "source": [
    "# ENF skupna datumska analiza — JO02 + JO03 (Oberstar)\n",
    "\n",
    "**Avtor:** Niko Gamulin, PhD | **Datum:** Marec 2026 | **Licenca:** MIT\n",
    "\n",
    "## Hipoteza\n",
    "\n",
    "Posnetka JO02 (Oberstar / DARS pogodbe, 337.9s) in JO03 (Oberstar / deep state, 266.8s) \n",
    "sta nastala **istega dne**. Namesto neodvisne analize vsakega posnetka iščemo **en sam dan**, \n",
    "ki hkrati najbolje pojasni ENF sledi **vseh segmentov obeh posnetkov**.\n",
    "\n",
    "### Zakaj je to močnejša analiza?\n",
    "\n",
    "- Posamezen segment je prekratek za zanesljivo datiranje (nizka ločljivost)\n",
    "- Dva posnetka skupaj vsebujeta **7 neodvisnih segmentov** — vsak je neodvisen test\n",
    "- Dan, ki se dobro ujema z vsemi 7 segmenti hkrati, je bistveno bolj verjeten\n",
    "- **Geometrična sredina** korelacij penalizira dni, kjer se le nekaj segmentov ujema\n",
    "\n",
    "### Metodologija\n",
    "\n",
    "1. Detekcija rezov v obeh posnetkih (energijski skoki >12 dB)\n",
    "2. ENF ekstrakcija za vsak segment (16s okna, ±0.5 Hz, 50/100 Hz)\n",
    "3. Za vsak dan (feb 2023 – mar 2026): navzkrižna korelacija vsakega segmenta\n",
    "4. Skupna ocena: geometrična sredina korelacij vseh 7 segmentov\n",
    "5. Z-score za statistično značilnost\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "754fa422",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:40.279606Z",
     "iopub.status.busy": "2026-03-20T14:34:40.279255Z",
     "iopub.status.idle": "2026-03-20T14:34:40.476215Z",
     "shell.execute_reply": "2026-03-20T14:34:40.475916Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JO02: 337.9s, rezi: [44.0, 71.0, 87.0, 90.0, 234.0, 298.0, 338.0]\n",
      "JO03: 266.8s, rezi: [103.0, 117.0, 130.0, 147.0, 185.0, 238.0, 267.0]\n",
      "\n",
      "Skupaj: 7 segmentov, 1142 analiziranih dni\n",
      "\n",
      "Segmenti:\n",
      "  JO02_seg1: 0-44s (28 točk)\n",
      "  JO02_seg3: 90-234s (128 točk)\n",
      "  JO02_seg4: 234-298s (48 točk)\n",
      "  JO02_seg5: 298-338s (23 točk)\n",
      "  JO03_seg1: 0-103s (87 točk)\n",
      "  JO03_seg2: 147-185s (22 točk)\n",
      "  JO03_seg3: 185-238s (37 točk)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/niko/.local/lib/python3.10/site-packages/matplotlib/projections/__init__.py:63: UserWarning: Unable to import Axes3D. This may be due to multiple versions of Matplotlib being installed (e.g. as a system package and as a pip package). As a result, the 3D projection is not available.\n",
      "  warnings.warn(\"Unable to import Axes3D. This may be due to multiple versions of \"\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Image, display\n",
    "import io, json\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "plt.rcParams['figure.dpi'] = 130\n",
    "plt.rcParams['font.size'] = 10\n",
    "plt.rcParams['figure.facecolor'] = 'white'\n",
    "\n",
    "meseci = {'01':'jan','02':'feb','03':'mar','04':'apr','05':'maj','06':'jun',\n",
    "          '07':'jul','08':'avg','09':'sep','10':'okt','11':'nov','12':'dec'}\n",
    "\n",
    "def show(fig):\n",
    "    buf = io.BytesIO()\n",
    "    fig.savefig(buf, format='png', bbox_inches='tight', dpi=130)\n",
    "    plt.close(fig)\n",
    "    buf.seek(0)\n",
    "    display(Image(data=buf.read()))\n",
    "\n",
    "def fmt_sl(d):\n",
    "    y, m, dd = d.split('-')\n",
    "    return f\"{int(dd)}. {meseci[m]} {y}\"\n",
    "\n",
    "with open('./data_prisluhi/jo_joint_results.json') as f:\n",
    "    data = json.load(f)\n",
    "\n",
    "usable = data['usable']\n",
    "top50 = data['top50']\n",
    "by_year = data['by_year']\n",
    "info = data['segments_info']\n",
    "stats = data['stats']\n",
    "\n",
    "print(f\"JO02: {info['JO02']['dur']:.1f}s, rezi: {info['JO02']['cuts']}\")\n",
    "print(f\"JO03: {info['JO03']['dur']:.1f}s, rezi: {info['JO03']['cuts']}\")\n",
    "print(f\"\\nSkupaj: {len(usable)} segmentov, {stats['total_days']} analiziranih dni\")\n",
    "print(f\"\\nSegmenti:\")\n",
    "for u in usable:\n",
    "    print(f\"  {u['label']}: {u['start']:.0f}-{u['end']:.0f}s ({u['points']} točk)\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f603f4c",
   "metadata": {},
   "source": [
    "## 1. Struktura posnetkov in segmenti\n",
    "\n",
    "Oba posnetka sta rezana. Skupaj imamo 7 uporabnih segmentov (≥15 ENF točk).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c21130b8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:40.477428Z",
     "iopub.status.busy": "2026-03-20T14:34:40.477333Z",
     "iopub.status.idle": "2026-03-20T14:34:40.584931Z",
     "shell.execute_reply": "2026-03-20T14:34:40.584641Z"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Vizualizacija segmentov obeh posnetkov\n",
    "fig, axes = plt.subplots(2, 1, figsize=(16, 5))\n",
    "\n",
    "colors = ['#2196F3', '#FF9800', '#4CAF50', '#E91E63', '#9C27B0', '#00BCD4', '#795548']\n",
    "ci = 0\n",
    "\n",
    "for idx, (name, ax) in enumerate(zip(['JO02', 'JO03'], axes)):\n",
    "    inf = info[name]\n",
    "    dur = inf['dur']\n",
    "    \n",
    "    ax.axhspan(0, 1, xmin=0, xmax=1, color='#F5F5F5')\n",
    "    \n",
    "    for s, e in inf['segs']:\n",
    "        x0 = s / dur\n",
    "        w = (e - s) / dur\n",
    "        seg_usable = any(u['label'].startswith(name) and abs(u['start']-s)<1 for u in usable)\n",
    "        if seg_usable:\n",
    "            ax.axvspan(s, e, alpha=0.3, color=colors[ci % len(colors)])\n",
    "            ax.text((s+e)/2, 0.5, f\"Seg {ci+1}\\n{e-s:.0f}s\", ha='center', va='center', \n",
    "                    fontsize=8, fontweight='bold')\n",
    "            ci += 1\n",
    "        else:\n",
    "            ax.axvspan(s, e, alpha=0.1, color='gray')\n",
    "            ax.text((s+e)/2, 0.5, f\"{e-s:.0f}s\\n(prekratek)\", ha='center', va='center', \n",
    "                    fontsize=7, color='gray')\n",
    "    \n",
    "    for c in inf['cuts']:\n",
    "        ax.axvline(x=c, color='#D32F2F', linewidth=1.5, linestyle='--', alpha=0.6)\n",
    "    \n",
    "    ax.set_xlim(0, dur)\n",
    "    ax.set_ylim(0, 1)\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xlabel('Čas [s]')\n",
    "    ax.set_title(f'{name} ({dur:.0f}s)', fontsize=12, fontweight='bold')\n",
    "\n",
    "fig.suptitle('Struktura posnetkov JO02 + JO03 — segmenti in rezi', fontsize=13, fontweight='bold')\n",
    "fig.tight_layout()\n",
    "show(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bcf35c1",
   "metadata": {},
   "source": [
    "## 2. ENF sledi\n",
    "\n",
    "Ekstrakcija ENF za vseh 7 segmentov. Boljši harmonik (50 Hz ali 100 Hz) izbran glede na \n",
    "variabilnost (višja std = več dejanskega ENF signala).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c6306f8a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:40.586538Z",
     "iopub.status.busy": "2026-03-20T14:34:40.586459Z",
     "iopub.status.idle": "2026-03-20T14:34:40.922703Z",
     "shell.execute_reply": "2026-03-20T14:34:40.922326Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vv17vv/++x3LJycm64YYbvNJLV44DvGjRIn344YdHXL7WbN68edq/f7/7dWxsrGbMmFHv7cyaNUtZWVke08LCwhQZGVnrGMYNPberV6/WNddco/Lycq/1pYpMBZ988km93suCBQu0efNmmUwmWSwWj3lLly7VwIEDtXz5co/9VMrKytJ9993nMa28vFyTJ0/26uVtsVhktVo9pj3yyCN69NFHD1vGynTQQUFBXvM++eQT/fDDD5IqelrHx8crJibGa7n4+HiPv8qU6rt27dLEiRO1fft2j+WDgoK8zuW8efM8snMcc8wxGjJkiPt1amqq+1hV2rJli0f2he7du+uEE0447HuutHTpUo/zPXz48Dqv+9xzz8npdPo8brfeeqvOOecc2e12BQYGymw2e8z/+OOP3ce10urVq3XWWWfpwIEDHtOr1wuXy6WnnnpKd999t8f0prg2ffbZZ1q9erUkKTQ01KsOV2U2mxUVFaXw8HCf57Z67/u6eOONN7yyXdT1r2qmicZSOaZ6pfHjx3v1gK7qrLPO8nhdXl6un3/+WZK0d+9eZWRkeMzv3r271zZ69Ojh8fr333+vc3mrZzUJCgpS796967z+kXrttdeUmpoqqeJ7u+r11263a+rUqV5j2ld+Tnbv3q1//vOftW5/7969Ovnkk/Xnn396TA8NDXX3kpek/Px8XXDBBV5ZJDZt2qSTTz7Z67okVfS4rz48T01CQkIUExPjdQ3Izs7W+eefr+Li4jptp6rqmU/q+te1a9d67+twqtd3SZo0aVKNy4eFhWn8+PEe06pm0KieTaUu9b28vFxr1671Wq6srEwdOnRQhw4dFBoaqpiYGN1///0ey0ydOtWrPFWNGDHC/e+MjAxt2rSpxmUBAACAhiKQAAAAAM1uzpw5NTYq1yVdfnR0tG677Tb36+eee87jQXB9devWrcby1HcIgqoNx/369dPu3bt18OBB5ebmKi8vTz///LPuvvtu9e/fv17b/de//qU//vjD/bpXr15KTk5Wfn6+CgoKvIZ4mDlzpkdq3AceeMAjRXhcXJyWLFkih8OhzMxMTZkyxetBdHvxr3/9y+P13//+d6+H23VR9dzHxcXpjz/+UG5urrKzs5Wfn6+VK1fqgQce8HgIULn/hpzbOXPmyOl0ul9HR0dr0aJFcjgcOnDgwBEN0SBJF1xwgQ4ePCi73a7TTz/dY97OnTs1cOBApaamyuFweKU+r5omX5Leeecdj4c7sbGxWrhwoQoLC5Wfn68PP/zQ4yHYnDlzlJaWVmv5wsPD9fXXX8vhcCglJcVr6ILKISSSkpK0f/9+rVy50msb+/fv9/gbNWqUJOm+++7zeFgaHR2tb775Rg6HQ7m5ubrjjjs8tvPBBx9o8eLF7tdXXXWV1/uv6t133/V4fcUVV9Qr0Kj6gyNfD7ZqEhAQoPfff18Oh0ObN2/2SLNdUFCgzMxM3XnnncrNzVVGRobXtar60BwzZ870CJ7q2rWrVqxYIYfDoezsbF188cUeyz/11FPatm2b+3VTXZv69eun5ORk2e12FRYWasWKFe7ghNtvv12//PKL8vLyVFpaqqysLOXk5MjhcOi9997z2M7LL79c7323JHl5eV5p9/v06VPrOr7m7969W5K8AkYkKTIy8rDTfK3nS25urp566imPaZdffrnHUAlNafTo0dq8ebMOHjyowsJCd/DTyy+/rD179riXM5lM+s9//qO8vDzl5eXp4YcfPmw9ve+++zx+qxx33HH6448/ZLfblZeXpzvvvNM9r7S0VDfccIPH+jfffLNHIIPVatWjjz7qrr/5+flavHixzj77bI/1evbsqU8++UQ7d+6U0+mUw+FQRkaGCgoKtGPHDo0bN8697N69e/XVV1/V44i1PLt27fKaVt86X1nfJe+6W5f67ms9qSKgKj09Xenp6XI4HB7zevTooRdffFEffPBBrWWt/l1HIAEAAACaEoEEAAAAaJVmzpyp2NhYSRUPvw7XE7C5VH0oZzabPR4shISEaMyYMXr44Yf10ksv1Wu71R9EvvLKKxo2bJh7PzfeeKPGjBnjnr9//359++23kirGea86vq9UMab4uHHjZDAYFB0drddff73WHqpt1Xfffaf169e7X1utVl133XVHtK2q595oNHr0sLZarRo6dKjuu+8+r+wADT2333zzjcf6s2bN0kknnSSDwaDY2Fi9+eab9X4IZ7PZ9NJLLyk0NFSBgYGaPn261zJz585Vly5dZDAYdO2113rMy8nJ8cjOUP09PvHEE5owYYIMBoOMRqPOO+88TZs2zT2/qKjosL3Q77//fp122mkyGo3q3r27Lr/8co/51Xs111VJSYnXOZo1a5ZOOeUUGY1G2Ww2PfbYYzr22GM9lqn6APrCCy/06O370UcfqbS01P163rx57n+bTKY6BVBVVb1HeOVY3XVxwQUXaNq0aTIajerTp4+OO+44j/ndunXTI4884h4fvvq5r3pc9+7dq59++slj/rPPPqvhw4fLYDAoMjJSr776qhISEtzznU6n+9w25bXpnXfecX+ODAaDhg8f7s44ccYZZ6isrEz33nuvxo0bp169eqljx47q1q2b13jpGzZsqHG88poEBQV5Zbuo65+vTBENYbfbvaYd7nrga37lA+z8/HyvedUzV0jy6h1f/aGpL7m5uTr99NM9HgT37dtXDz/88GHXbQxWq1Uffvih+6GyyWRyBxd9/vnnHsuee+65uuaaaxQYGCir1aq7775bxx9/fI3bLikp8bimGQwGvffee+rbt6+kijrz6KOPKikpyb3MmjVr3AFqaWlpWrhwocc2//nPf+rOO+9UVFSUpIpjPn78eH322Wcey3Xq1EknnXSSvvjiC51//vk65phj1KVLFyUkJOi4447Tb7/95rG8r6Crw4mNjT2i+l75O64xNUadrxqwUb3O16W+S3Wr81Xt2LFDn332mXbs2FHrctWv93UN0gEAAACOhPevXwAAAKCJhYSEeDx0rSo8PLxO27DZbLrnnns0c+ZMSRUPX2+99dYjKk9MTIxHWuGqKh881dU555yjV155RZK0fv16denSRTExMerTp4/69Omj4cOHa9KkSUpMTKzzNvPz87V161aPabWlva2UnJyss88+W1u3bvV4iClJJ598ssfr8PBwDRs2zCtteWPq0KFDo2+zIZkoJO9sBDNmzDjiBxvnnHOOO139/v37ddRRRyk8PNx97ocOHarTTz9dPXv2dK/TGOe2pKTEY96pp57q8ToqKkrDhw/36DF/OMOHD3cPHyJV9BKvKiAgwKMXa3x8vNc2HA6H+4FH9bTml1122WEfnicnJ9c6f/LkyR6vq5exvg9xKm3dutXrwVH1YypJp5xyijt9vuSZ/jo8PFxTp07V22+/LaliuIdvvvlGkyZN0q+//urxMP6UU05Rx44d61XG6j3M6/Ogvfpnv/pxO/HEEz2yI1Q/t1WPa/WU3waDQaeccorHNIvFovHjx3sEWlSu11TXpkGDBnkFelQqKyvTFVdcobfeeqtO23K5XMrOzq7XNXvatGkegTH+VPVzXMlXMMDh5ld+N/t6IFv9HPqaVtN3fqU9e/botNNO04YNG9zTevbsqe+++67Ovwsa6tRTT63xPG/cuNHjdfV6KkkTJkzwCqypVP264nK5vHqW+5KcnKxjjjnG59AQ1TOf1OTXX3/VpEmTlJmZWaflqw/RUxdHEnzQVGqq876mV51fVdU6V73O16W+S77rvNlsdgcZZmZm6o8//tATTzyhL774QuXl5fr22281fPhwrVmzxiOopKrq76P69wEAAADQmAgkAAAAQLO77bbbNHv27AZv59prr9W//vUv7d69W6Wlpe4x0+tr5cqVjTZO77/+9S85HA598MEH7mwEmZmZyszM1LJly/Tf//5X1113nW677bY6jQMvHXkjcWWvZV+983w9LK/+QLGxpaenN+n262vDhg3unv1SxUPQW2655Yi3d8cddyg9PV3/+c9/3A/3c3NzlZycrOTkZL399tu66aabNGPGDL366qsKCAho8LnNy8vzmufrPPp60F+b6kEf1XtbxsbGejxs9hWIUzUjw5G8z+q97qvr1KmTx+vqQT9V918fvspal2Nafb2rrrrKHUggVQxnMGnSJI9sBJXL1VdERITHa1+f8Zoc7txWf1/Vz21t5zU8PNxn8FVNx6qprk21DfXw6quv1jmIoFL1YJ3WJDQ0VBERER7nasuWLbWu42t+5UNNX+fn4MGDXtOys7M9Xtd2Djds2KDTTjvNY+iAIUOG6Kuvvqr3tashaqs31etqfetpQ6/11Y9x5Xk9nNLSUp1//vl1DiKQWnd9l6TOnTt7TduyZYs7Q4kv1et81Yf41c91Xeq7dPjrVkxMjMaOHatRo0Zp1KhR7uC57OxsPfLII3rhhRd8rlc1W4Lk/X0AAAAANCYCCQAAANBqWSwWzZ49W1deeaWkinThTdHrvT5sNpvmzZunJ598Ut9//73Wr1+v7du3a+PGjdq8ebOkih6xjz32mMaMGVOn8et9NRLX5eFKZYpsX73wMjIyvHp5trf0uNWzEZx55pmHHUe5NmazWXPnztX999+v77//XmvWrNH27du1efNmrVu3zv0A9q233tKwYcN0/fXXN8m5zczM9Dq39Q3i8JWmuT7zq4uIiPB4kFVbFpBKh+vBXP2BddXAhobwdU4OHDhw2GNafb3jjz9evXr1cmecmD9/vg4ePOgx/nV8fHydrgHVVX+w5eshVk0a89xWf8+5ubkqKSnxOjc1HaumujbVlqGh+vjjo0eP1nPPPad+/frJarWquLhYVqu1XvvztY+bbrrpiNadO3duo2czGDdunEdq/iVLligvL6/G4zR//nyP10ajUWPHjpVUEcATExPj8XlOSUnRiBEjPNapPrTI4MGDfe5r8eLFmjJlisfD0TPOOEMffPBBvYdkaaja6k1YWJjHA2RfgU611dPqnxWj0Vin7DeVn6XIyEiP6Xl5ecrJyTnsQ+RffvlFu3fvdr82mUx65plnNG3aNMXExMhgMOjuu++uc2BjTYYNG+axn7pKSkpq9GwGVbPlVPriiy9qDCSw2+368ccfPaZVzQxUve76Gjan+jSj0aiBAwfWqbwmk0mjR4/2yMJT2zGpfr1viuEhAAAAgEoEEgAAAKBVu/TSS/XEE09o8+bNKi8v1759+/xdJElSYmKiLrnkEo9pL774ov7+97+7Xy9atKhODxFDQkLUs2dPbdu2zT3tk08+0ejRo2tcp7y8XEajUZLUq1cvBQQEeKTeXbhwoUeK/dzc3CZPTXykPcSbQnp6ulfP8CMdGqO66OhonX/++Tr//PPd0xYsWKDTTz/d/XrRokW6/vrrG+XcBgYGevQgXbx4sXr06OF+nZ2d7fe004MGDdKiRYvcr5955hlddNFFta7T2PWl8phVVVZW5hXQ0KtXL4WEhHikuv7mm2/Uq1cvj+WqZrOQKt5jdVdeeaXuuusuSVJhYaH+/ve/ezxsnDFjRr2DMiS5x1WvdLgxtZvKMccc4/Ha5XLp22+/1aRJk9zTiouLtWTJEo/lKo+VP65NVXu9SxWZRKo+KKwpNX19FBYWHnEGlsLCwgbvv7rLLrvMI5CgoKBAs2bN8gqmkqRdu3bpueee85g2adIkjwfZp5xyit59913360WLFmn69Onu13l5efrll188tlF9yAtJeu+993TZZZd5XL/+7//+T88///xhA42WLFmiE044wf26S5cuSk1NrXWdhujfv7+WLl3qfr1w4UKvbCJVr3HV9ezZ0+u6snLlyhrT10ue1/rBgwfLYDB4XBf/+9//HjaLTvX6PnDgQF1//fUe037++edat1EXGRkZR1TnGxq048sxxxyjQYMGeQy98uyzz+pvf/ubz+M9a9YsFRQUeEyr+vtt4sSJHvO2bdum1NRUj0xW3333nccyo0eP9giGO1zQR/WhK4qLi2tcdvv27R6vGxIACQAAAByOd0sKAAAA0IqYTCb985//9Hcx3KZPn645c+Zo+fLlHmnnHQ6H1q5d67GsrzF1a1L9oetFF12kBQsWyOl0uqdlZWVp0aJFuv322z0auIOCgrwe4syePVs//fSTXC6XsrKydPnll/tMk99WPf/88x4N9UOHDvXZi7E+br75Zt1555364YcfPHquFhcX67fffvNYtuq5b8i5tVqtOu200zzWv//++7Vs2TK5XC5lZGTo0ksv9RjX3h+qv8cbbrhBH3zwgYqKitzT7Ha7fv75Z82aNUt9+/bVzp07G7UMvsZZ/+GHH7ymBQYG6txzz/WYNmfOHH377bcqLy9Xfn6+7rzzTq1evdpjmQsvvNBrW5deeqnM5r/i999//32P+VdccUW93kOlMWPGeGRg8FegSKdOnXT88cd7TLvxxhuVnJwsl8ulgwcP6qqrrlJaWpp7vslk0nnnnSfJP9emqKgoj9cffPCBCgoK5HK5tGzZMv3tb39rtH21FGeffbZGjRrlMe3pp5/WzTff7D43ZWVlWrBggU444QSPNP4Wi8XrO/baa6/1eP3222/r008/lVTxXXfttdd6PJjt16+fx0N/SXriiSd00UUXuYMIDAaDHn30Ub344ouHDSLwh8mTJ3u8/uSTT/Tyyy+rpKRERUVFeuSRR2oNQrFYLJo6dar7dXl5uc466ywtXbrUPQySJO3fv19ffvmlrrvuOo8sDwkJCTr55JM9tvmPf/xDTz75pPv7pqysTMuXL9c555zjXqZ6fd+8ebOWL18uqSLgY+bMmVq2bFkdj0LrYDAY9Mgjj3hcI3NzczV+/HgtWLBAZWVlkqS0tDTddNNNeuaZZzzWnz59ukdwUa9evTyOvcvl0tVXX62srCxJFcFH1bdx3XXXebzu37+/rr76ai1atMjj+3jHjh265pprvIKtasrgIUkrVqxw/zsyMlIDBgyocVkAAACgwVwAAABAE+vSpYtLkvsvJCTEFR8fX+PfggULal3/9ddf95hfXl7uGjJkiMcylX+zZs3yWHbx4sVey+zYsaPR3mv1coSGhrqio6NdJpPJa7/vvPNOjeXq0qWLx3btdrurT58+XtswGo2u6OhoV3BwsNe8qlasWOGzDL7Wq+nYzZo1y2P+pZde2mjHrTkVFBS4oqOjPd7Le++91+DtnnvuuV71PCYmxmU2m72O7YMPPuher6HndtWqVT73UXU9g8HQoHN7uPrpcrlq/Vw5nU7X2LFjvZYxGAyuyMhIl81mq3X9HTt21HoMXC6X6/XXX/eYP27cOK9lunXr5rWdyMhIV3x8vGvw4MHu5Xbu3OmKjY31WjYoKMhlNBq9pk+bNs27Qhxy1lln+fx8jR49usZ16mLw4MHubUVERLicTqfP5apfPxcvXuwx/9JLL621bhzuuK5atcoVFBRU52vLnXfe6bF+c1+bHnjgAa/tmc1mV0hISI37bczviKYwbty4w77/ffv2edWFqvUnMDDQ5zWo6vdUVVdddZXX8qGhoa6AgACvY7t06VKPdXfu3Om1rslkqvV3wfvvv++xjbpckw7ncHW/qtzcXFenTp28yh0YGOjz+uvrs7Jr1y5XXFycz/ceHR3t9Tmq/p42bdrkCg8Pr9M5rGS3232uExYW5v5eqF7nW/p3e11/xz388MM+j5XFYnFFRET4nHfssce6HA6H17a2bNnidZxMJpPPY3vqqad6rV91OYPB4IqIiHBZrdYay7du3Tqf733//v0ey06ZMqXBxxMAAACoDRkJAAAA0Ozy8/OVnp5e41/VXsp1YTAY9PDDDzdRaRsmLy9PWVlZ7h5wlSZPnuyzB3NNQkNDtXDhQh133HEe08vLy5WVleWVlrf6+PLDhw/Xc8895zWOfOV6w4YN8+px2Va9+eab7p6EUkVK7Moe0o0pPz9fmZmZHpkFJOm4447TzJkz3a8bem6PPfZY/ec///FK3V+53vjx4z16wkq+0/w3JZPJpPnz5+uMM87wmO461Gu9esYEi8XiHhu8Md18881e0w4ePKj09HSPIQc6d+6sb7/9Vt26dfNYtrCw0KP3sFSRieCNN96ocZ/V058fbnpdXXbZZe5/5+TkaPHixQ3a3pE69thjNX/+fK9xuqvXW0m65ZZbvK7VzX1tmjlzpteQDE6nU/n5+QoICNDbb7/daPvyF1+f74SEBP32228ew05UysnJ8RheQKoYu/67776rcQiSF154wWteXl6eR7aVkJAQffjhh15DtVT/DEkVvelr+11QfciH6hl9wsLCfJazsYSFhenjjz/2ymxSUlIip9Op6Ohoj+u6L0lJSVq0aJHX0CRlZWXKysryeo+hoaEer/v166eFCxeqe/fuXtv2dQ4rt/Hss896fb7sdrtcLpdGjx6tG264odZytwa+6vzdd9+tefPmKTo62mN6cXGxcnJyvNa/4oor9PPPPyskJMRrW71799Y333zjsa2ysjLl5uZ6LDdx4kR99NFHtZbV5XIpJyfH52/duLg4ff755zVmGfjf//7n8brq9wAAAADQFAgkAAAAQJswceJEjR8/3t/F0Kuvvqonn3xSU6ZMUd++fRUbGyuz2Syr1apu3brpnHPO0YcffqhPP/203g9zk5KStHTpUn366ac6//zz1a1bNwUHB8tsNisqKkpDhgzR1VdfrY8++sjjoWila6+9VkuWLNFpp52miIgIWa1WHXXUUXrwwQf1888/+0z93ta4XC49/fTTHtNuuummRkml/cgjj+j555/XBRdcoKOPPlrx8fEKCAiQxWJRUlKSTj/9dL366qv66aefFBwc7LFuQ8/tlVdeqZ9//llnnHGGIiIiFBQUpAEDBujJJ5/UwoULPQInJO90180hIiJCX375pRYuXKhLL71Uffr0kc1mk8lkUnh4uAYOHKhLL71Ub731ltLT05WYmNjoZbjxxhv12muvacSIEV4BGdUNHjxYGzZs0IsvvqhTTjlFHTp0UEBAgIKDg9WzZ0/NmDFDS5Ys0bx582od5/v0009XQkKCx7TQ0NAGB6/MmDFDQUFB7tfvvfdeg7bXEBMmTNCWLVv0+OOPa9y4cYqJiZHZbFZoaKiOOuooXXPNNVq9erWeeuopn9e95rw22Ww2/fzzz+5hQgICAhQXF6fJkydr2bJlHmnhW4vs7GyP1zWNxR4TE6P58+dr5cqVuvnmmzVkyBD3d1RYWJh69uypCy+8UG+//bZSUlJ00kkn1bjPgIAAvfPOO/ruu+80bdo0JSUlyWKxKCwsTAMHDtQdd9yhP//8U1OmTGnMt+pWNb27JD366KNNsp+qRowYoTVr1ujyyy9XQkKCAgMDlZSUpGuuuUbr16/XwIEDD7uNAQMGaM2aNXrzzTd19tlnKykpSVarVQEBAYqNjdXIkSN144036quvvvIaPkWqCKzZsGGDXnvtNU2aNEmdOnWS1WpVcHCwunTpojPOOMMrzf6MGTO0cOFCnXjiibLZbAoKClL//v310EMP6Ycffqj1+tUSVa/vUs11/sILL9TOnTv14osvasqUKerSpYtCQkIUGBio+Ph4jRo1Snfffbf++OMPvfbaa17fzVWNHTtWW7du1Zw5czR06FBFREQoMDBQiYmJOuuss/TRRx/p22+/9fnd8vHHH+uee+7RuHHj1L17d4WFhclkMik0NFS9e/fWOeeco5dfflnbt2/3Gu6lqqrX+Y4dO3oF5wEAAACNzeByuVz+LgQAAAAAoGnk5uaqe/fuHg9fFi9e3CICb9Aw119/vf79739LqugxvXv37ibvmY2WJTMzU0lJSR69m1944QVde+21fixV0zvhhBPc48pfeOGFmjdvnn8LhGZz++2368knn3S/jouLU3p6uh9L1Dy2bdum3r17q7IZ9/HHH9ftt9/u51IBAACgrSMjAQAAAAC0cg8++KA++ugjr9TWdrtdV111lUcQQadOnbxSjaN1uv/++929X+12u1544QU/lwjNae/evZo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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ENF sledi\n",
    "n = len(usable)\n",
    "rows = (n + 1) // 2\n",
    "fig, axes = plt.subplots(rows, 2, figsize=(16, rows * 2.5))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for idx, u in enumerate(usable):\n",
    "    ax = axes[idx]\n",
    "    trace = np.array(u['trace'])\n",
    "    ax.plot(np.arange(len(trace)) + u['start'], trace, linewidth=0.7, color='#1565C0')\n",
    "    ax.axhline(y=50.0, color='#D32F2F', linewidth=0.5, linestyle='--', alpha=0.5)\n",
    "    std_mhz = np.std(trace) * 1000\n",
    "    rec = u['label'].split('_')[0]\n",
    "    ax.set_title(f\"{u['label']} ({u['start']:.0f}-{u['end']:.0f}s) | {u['points']} točk | std={std_mhz:.0f} mHz\",\n",
    "                 fontsize=8, fontweight='bold',\n",
    "                 color='#1565C0' if rec == 'JO02' else '#E91E63')\n",
    "    ax.set_ylim(49.3, 50.7)\n",
    "    ax.set_ylabel('Hz', fontsize=7)\n",
    "    ax.grid(True, alpha=0.2)\n",
    "\n",
    "for idx in range(n, len(axes)):\n",
    "    axes[idx].set_visible(False)\n",
    "\n",
    "fig.suptitle('ENF sledi — 7 segmentov (modra = JO02, rdeča = JO03)', fontsize=13, fontweight='bold', y=1.01)\n",
    "fig.tight_layout()\n",
    "show(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7fe0737",
   "metadata": {},
   "source": [
    "## 3. Skupna dnevna korelacija — rezultati\n",
    "\n",
    "Za vsakega od 1142 dni (feb 2023 – mar 2026) smo izračunali skupno oceno: \n",
    "**geometrično sredino** najboljših korelacij vseh 7 segmentov na ta dan.\n",
    "\n",
    "Geometrična sredina je strožja od aritmetične — en slab segment močno zniža oceno.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "28d61f7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:40.924515Z",
     "iopub.status.busy": "2026-03-20T14:34:40.924410Z",
     "iopub.status.idle": "2026-03-20T14:34:41.116372Z",
     "shell.execute_reply": "2026-03-20T14:34:41.115977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Glavni graf: top 30 dni\n",
    "fig, ax = plt.subplots(figsize=(16, 10))\n",
    "\n",
    "n_show = 30\n",
    "days = [c['day'] for c in top50[:n_show]]\n",
    "geos = [c['geo'] for c in top50[:n_show]]\n",
    "\n",
    "year_colors = {'2023': '#2196F3', '2024': '#FF9800', '2025': '#4CAF50', '2026': '#9C27B0'}\n",
    "colors = [year_colors.get(d[:4], '#999') for d in days]\n",
    "\n",
    "bars = ax.barh(range(n_show), geos, color=colors, edgecolor='white', height=0.7)\n",
    "\n",
    "mean_g = stats['mean_geo']\n",
    "std_g = stats['std_geo']\n",
    "ax.axvline(x=mean_g, color='#999', linewidth=1, linestyle=':', alpha=0.5, label=f'Povprečje ({mean_g:.3f})')\n",
    "ax.axvline(x=mean_g + 3*std_g, color='#D32F2F', linewidth=1.5, linestyle='--', alpha=0.6, label=f'z=3.0 ({mean_g+3*std_g:.3f})')\n",
    "\n",
    "for i, (d, g) in enumerate(zip(days, geos)):\n",
    "    z = (g - mean_g) / std_g\n",
    "    ax.text(g + 0.001, i, f\" {fmt_sl(d)} (z={z:.1f})\", va='center', fontsize=7.5,\n",
    "            fontweight='bold' if z >= 3.0 else 'normal')\n",
    "\n",
    "ax.set_yticks(range(n_show))\n",
    "ax.set_yticklabels([f\"#{i+1}\" for i in range(n_show)], fontsize=8)\n",
    "ax.set_xlabel('Geometrična sredina korelacij (vseh 7 segmentov)', fontsize=11)\n",
    "ax.set_title('Top 30 dni — skupna ENF analiza JO02 + JO03\\n'\n",
    "             'Barva: modra=2023, oranžna=2024, zelena=2025, vijolična=2026',\n",
    "             fontsize=13, fontweight='bold')\n",
    "ax.legend(fontsize=9, loc='lower right')\n",
    "ax.invert_yaxis()\n",
    "ax.grid(axis='x', alpha=0.2)\n",
    "fig.tight_layout()\n",
    "show(fig)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "203a89c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:41.117514Z",
     "iopub.status.busy": "2026-03-20T14:34:41.117408Z",
     "iopub.status.idle": "2026-03-20T14:34:41.120144Z",
     "shell.execute_reply": "2026-03-20T14:34:41.119887Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====================================================================================================\n",
      "  #                Dan      Geo      z   Podrobnosti po segmentih\n",
      "====================================================================================================\n",
      "  1        2. jun 2024   0.8157   4.46   seg1=0.83  seg3=0.61  seg4=0.93  seg5=0.94  seg1=0.80  seg2=0.81  seg3=0.84\n",
      "  2       15. jun 2023   0.8022   3.57   seg1=0.89  seg3=0.56  seg4=0.98  seg5=0.85  seg1=0.78  seg2=0.80  seg3=0.82\n",
      "  3       20. apr 2025   0.7986   3.34   seg1=0.91  seg3=0.56  seg4=0.94  seg5=0.88  seg1=0.74  seg2=0.79  seg3=0.85\n",
      "  4       30. maj 2023   0.7917   2.88   seg1=0.88  seg3=0.57  seg4=0.93  seg5=0.80  seg1=0.73  seg2=0.81  seg3=0.88\n",
      "  5       28. feb 2023   0.7914   2.86   seg1=0.87  seg3=0.58  seg4=0.88  seg5=0.86  seg1=0.75  seg2=0.83  seg3=0.82\n",
      "  6       25. maj 2024   0.7894   2.73   seg1=0.84  seg3=0.52  seg4=0.90  seg5=0.89  seg1=0.75  seg2=0.79  seg3=0.91\n",
      "  7       19. mar 2023   0.7886   2.68   seg1=0.89  seg3=0.52  seg4=0.91  seg5=0.84  seg1=0.72  seg2=0.87  seg3=0.86\n",
      "  8       19. jan 2025   0.7880   2.64   seg1=0.88  seg3=0.56  seg4=0.89  seg5=0.77  seg1=0.80  seg2=0.79  seg3=0.89\n",
      "  9       28. sep 2024   0.7876   2.61   seg1=0.91  seg3=0.52  seg4=0.92  seg5=0.86  seg1=0.75  seg2=0.79  seg3=0.84\n",
      " 10       10. maj 2023   0.7853   2.47   seg1=0.88  seg3=0.53  seg4=0.91  seg5=0.83  seg1=0.74  seg2=0.80  seg3=0.88\n",
      "\n",
      "Statistika: 1142 dni, mean=0.7479, std=0.0152\n",
      "Prag z ≥ 3.0: geo ≥ 0.7935\n"
     ]
    }
   ],
   "source": [
    "# Podrobna tabela: top 10\n",
    "print(\"=\" * 100)\n",
    "print(f\"{'#':>3} {'Dan':>18} {'Geo':>8} {'z':>6}   Podrobnosti po segmentih\")\n",
    "print(\"=\" * 100)\n",
    "\n",
    "for rank, c in enumerate(top50[:10], 1):\n",
    "    z = (c['geo'] - stats['mean_geo']) / stats['std_geo']\n",
    "    print(f\"{rank:>3} {fmt_sl(c['day']):>18} {c['geo']:>8.4f} {z:>6.2f}   \", end=\"\")\n",
    "    parts = []\n",
    "    for label in sorted(c['details'].keys()):\n",
    "        d = c['details'][label]\n",
    "        parts.append(f\"{label.split('_')[1]}={d['r']:.2f}\")\n",
    "    print(\"  \".join(parts))\n",
    "\n",
    "print(f\"\\nStatistika: {stats['total_days']} dni, mean={stats['mean_geo']:.4f}, std={stats['std_geo']:.4f}\")\n",
    "print(f\"Prag z ≥ 3.0: geo ≥ {stats['mean_geo'] + 3*stats['std_geo']:.4f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d19bb098",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:41.121534Z",
     "iopub.status.busy": "2026-03-20T14:34:41.121411Z",
     "iopub.status.idle": "2026-03-20T14:34:41.123817Z",
     "shell.execute_reply": "2026-03-20T14:34:41.123560Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "NAJBOLJŠI DAN PO LETIH — podrobnosti\n",
      "====================================================================================================\n",
      "\n",
      "  2023: 15. jun 2023  (geo = 0.8022, z = 3.57)\n",
      "    JO02 seg1: r = 0.8892 ob 23:40\n",
      "    JO02 seg3: r = 0.5625 ob 15:39\n",
      "    JO02 seg4: r = 0.9812 ob 10:36\n",
      "    JO02 seg5: r = 0.8530 ob 23:50\n",
      "    JO03 seg1: r = 0.7798 ob 11:17\n",
      "    JO03 seg2: r = 0.7982 ob 04:26\n",
      "    JO03 seg3: r = 0.8203 ob 20:04\n",
      "\n",
      "  2024: 2. jun 2024  (geo = 0.8157, z = 4.46)\n",
      "    JO02 seg1: r = 0.8278 ob 01:34\n",
      "    JO02 seg3: r = 0.6088 ob 21:34\n",
      "    JO02 seg4: r = 0.9320 ob 09:46\n",
      "    JO02 seg5: r = 0.9363 ob 19:32\n",
      "    JO03 seg1: r = 0.7970 ob 23:01\n",
      "    JO03 seg2: r = 0.8114 ob 22:11\n",
      "    JO03 seg3: r = 0.8449 ob 17:57\n",
      "\n",
      "  2025: 20. apr 2025  (geo = 0.7986, z = 3.34)\n",
      "    JO02 seg1: r = 0.9050 ob 22:50\n",
      "    JO02 seg3: r = 0.5574 ob 06:06\n",
      "    JO02 seg4: r = 0.9375 ob 22:06\n",
      "    JO02 seg5: r = 0.8835 ob 22:55\n",
      "    JO03 seg1: r = 0.7385 ob 00:36\n",
      "    JO03 seg2: r = 0.7889 ob 23:28\n",
      "    JO03 seg3: r = 0.8513 ob 19:55\n",
      "\n",
      "  2026: 18. feb 2026  (geo = 0.7761, z = 1.86)\n",
      "    JO02 seg1: r = 0.8094 ob 21:36\n",
      "    JO02 seg3: r = 0.5794 ob 04:32\n",
      "    JO02 seg4: r = 0.9015 ob 23:19\n",
      "    JO02 seg5: r = 0.7700 ob 17:11\n",
      "    JO03 seg1: r = 0.7881 ob 00:03\n",
      "    JO03 seg2: r = 0.7351 ob 10:04\n",
      "    JO03 seg3: r = 0.8995 ob 08:37\n"
     ]
    }
   ],
   "source": [
    "# Najboljši dan per leto — s polnimi podrobnostmi\n",
    "print(\"\\n\" + \"=\" * 100)\n",
    "print(\"NAJBOLJŠI DAN PO LETIH — podrobnosti\")\n",
    "print(\"=\" * 100)\n",
    "\n",
    "for yr in ['2023', '2024', '2025', '2026']:\n",
    "    if yr not in by_year: continue\n",
    "    b = by_year[yr]\n",
    "    z = (b['geo'] - stats['mean_geo']) / stats['std_geo']\n",
    "    print(f\"\\n  {yr}: {fmt_sl(b['day'])}  (geo = {b['geo']:.4f}, z = {z:.2f})\")\n",
    "    for label in sorted(b['details'].keys()):\n",
    "        d = b['details'][label]\n",
    "        rec = label.split('_')[0]\n",
    "        seg = label.split('_')[1]\n",
    "        print(f\"    {rec} {seg}: r = {d['r']:.4f} ob {d['time']}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc8e7e85",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:41.125174Z",
     "iopub.status.busy": "2026-03-20T14:34:41.125028Z",
     "iopub.status.idle": "2026-03-20T14:34:41.236624Z",
     "shell.execute_reply": "2026-03-20T14:34:41.236278Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7Z/ulwNHRUTVr1sx23WvXrtULL7xgGdCR0ge0SpQooZ9//tmy7U5/lrdrk729/W0ftuLexIbHK+TEVUmSX/3icnZ3kslkUsWn0x9KpyWn6VzgzTuwLh7O8i6T/nD60K8nNbv3cs18aYlSElNVtKK3GvdLf/iRFJusoB3pb3R7FHXX0nfXaeKzs/V99yUK/OmgpUz4TvcD7kfAsRC1rF0iy7aWtUvo4tU4nQu9/QPnfUFX5dt7gcr2X6wX/m+TDp+PzPJ506rFtP3oFe0PCpckBUfEaen2M2pfv9Qtz3khLFbLAs7Kv/q9TdUJ3Cj+aryunky/p5eoV1xO+dLv6WWaXr+np6Tp0r7gmx7rnN9ZXn7p9/STG07p5wE/a2nvZUpNTJV3+UKq2yfzgXbR6sUkSZf/uqxlry63DOh4FPdQw4ENLPs55XOSM9MKIgfEhMfr8vH0e23ZBiXkcr3/UvXpMpLS+y9Be27ef3H1cFaR6/2Xv9ee1Lc9lmly15+Ukpgqn0reajYgewXDzsWH9FGT7/VF+/maP2SdLhwMsXyWGJuskwHXK9eKuWv+kPX6uNkP+ubFJdqxiP4LHoy9u06r6TNZK4qbPlNFly9d08WbTK92Kwt++FPNW1dXkWIFsmxftmCXDuw7p1GfPH/T42rW9ZOLq6Pmz9qm5ORUJSenat732+TplU/1nih79xcE3CAqLE4Xjqbf06s0KinX/M4ymUyq0yI9W6nJabccVMlXwFm+5QpKknb+clwfd1miMe0XKjkxVaWqFFb7N+pb9nV0dtDJvcGa0H25Pu66RNPfypzRpUL9rBWV88duVURwjHp+9LQK/KNSE7gXkaFxOnM4TJJU46lScrue84at03OekpymQztu/nzM3dNZJSuk53zrz8c14rnFeqfFfCUlpKp01cLq+nZmzvN7ucjF7fazBZnTMisYLM/ZbnjcdnjnJaWmUGGPnGeYJSPNyJk/d/c4Hv/wQAd1/Pz8ZDKZZDKZdOHCBQ0YMEAmk0ktWrRQWlqa8uXLJ5PJpNmzZ2c57tq1aypcuLDs7e1VpkwZjRo1SklJSffUhkOHDiksLExVq1a1bPP29laXLl00ceJE/fHHH4qNjdW+ffs0duxYNWnSRPXqZf/F8HZGjhypb75Jn7/4888/144dOzRyZPp8x7NmzVK7du1UqlQpLVq0SHPnzlVERIQaN26sc+fOZTnP+fPn1bdvXw0aNEg///yznnjiCb3++uuaMWPGXV93UlKSAgICslz36dOnlZiYqGrVqmXbv1q1arccaMpws59lBsMwlJqaqmvXrmnp0qWaM2eOhg0bxqBODoi+4a3pfDe8EZLvhregom/xZrXJZFK3iW1Uqo6vDLOhsNMRigmNk519+lRsbtfPEXEhylJOGbTzghKikuTq6aKIc1Ha8s1ubfsu8K72A+7H5cgEFfPM+vZTsetZvRx56/L0FrWL64e3mmj9mFaaPugpxSQkq8GwlTp0LvNBytCO1fVG2ypqMOwXOT8/SyVfWSRPd2fNGpy94vKpEauUr+ts+fVbLK/8zlo4rNkDukLYshsrYVxvuI+73pD5W1XLmEwmtZ7QSj61fGSYDUUERSouLE4me5O8/Lzk6pX5AsfTHzZTGf/0gaJr568p5vpbsJ6Pecr9hjVGgJwSdSXzzesb+yw39mWu3bDPjUwmk3pOaavSddP7LyGnIhR9vf9SpIyX3P/xhqydg53cC7rK0ye/YsPjdWrHBf3w+iqd3p3+4OXq+cz+y8mAC4qPSpSbp4vCz13Txsm7tGn6ngd23bBdoVeiVbho1pcIM/479ErUHZ3jwL5zOrj/vF7q81SW7aeOX9H4D5Zr8g+vyMXV6abHFi9ZUAtXv6UfZ2xVpSJvq1KRtzX72y2au+INFS7icdNjgDsVcTmzb5L/hntw/kKuN+xz63v6m9+1V4X6xWWYDV06cVXXQuJk52Ann3JeWc4nSfFRSTp7MFSXjl9VSlKaHJ3t9fLopqrzbObg5B8/Hdb+jUFq3qumqj5165ezgLsRHpyZ4QI3ZLuAd+ZMEOGXbp3zD+d0UNWG6Tk/f/yqIq7Eyd7BTiUrFMxyjjtRvFxB+VVJr7BcNXO/3m23SIObzVXY9e9PSU5TTGTiXZ0TwKPlgU6/tnbtWiUnJ2v58uWaNm2aNm7cKEnq06ePHn/8cQ0cOFCSVKpU5j+6tWrVUu3atVWtWjUlJyfr119/1ccff6x9+/Zp9erVd/X9KSkpGjBggLy9vTVgwIAsn82fP18DBw5U06ZNLdueeeYZLVu27K4HIsqWLasqVdLfwqpYsaJl6ri4uDgNHTpU3bp10/z58y37N2vWTGXLltWnn36aZc2ZsLAw/fbbb2rePH39h9atWys4OFijR49W375972oasw8//FDBwcGaN2+eZVtERPqDTC8vr2z7FyxYUAcOHLjl+W73s5Sk77//Xv369ZOU/o/XiBEjNHbs2H9t54ULF7JV/hw8ePBfj0N2dzLzpGEY2vhlgM7vC1b5pn5qNaKxYsLitPjNtTq87qSSYpPU6ZMWMt8wj3fBUgXU64fOsnew00/v/Krz+4K1b+lhNe5f7473s7NnCj48fP9pkvmLXnVJjasUU9U3lmny6iOaPij94cjSgLOasuaIvh34lB4v563z4bEaMXuP+kz6Q/OHZh20WTismWITU3X04jV9OC9QA7/drtlvNRWQE4w7uKsbhqGASTt0+a/L8nvqMT019CnFhcXr13d/1cmNp5QUm6xnx6UvyL1vzj4FbTmjIlWK6JkxzZWalKr1/92g8wHnFXslRp2md8rpSwJu7g46MIZhaO2E7TqzN1iV/f303H+bKDo0TnPeWKO/155UYkyyXvwsfY2zRi/VUOshjeScL/1B98mA81owdL2MNEMB8w6obP0SWfovhUoV0Gtzn5e9g53mvrlWZ/YGa/dPh9X8tcfpv8DqFvzwp0r6FVKT5pkLwiclpWhgz5kaOrKdKlbxveWx4WExenfgPDVpXkUv9nrScr5Xuk7Tit/fVfGSBXO8/bBBd3hPX/zxNp3YfUm1mpfWy2P8dS0kTl/3+0W7fjmh+OhkvfZ1K8v+NZ8urW/+fk2xkQnatuSIVn+zRz99ul2eRd1V5cmSCjl7Tcs/D1DpmkX13OAGt/lm4MG4k3U/DMPQrDF/6PDOS6rfooz6j2+miCux+l/Plfrj5+OKi0rSsGlt7vg77exMGjGjnX76epf+3nZeoReiVbJ8QZUoX1CHAtKfqTk4UmmMnGeYDZlzak2dHDqvrXiggzoZAx2TJ0/WU089pVq1aiklJUUnTpzQuHHjVKtWrWzHvP3221n+u3Xr1vLx8dF///tf/fHHH2rSpMkdfbdhGOrbt6/27Nmj1atXq1ChQlk+Hzx4sFasWKEpU6aoRo0aCgoK0rhx49S6dWtt2rQpy/Rk92rHjh26du2aevToodTUzLm53d3d1ahRI23dujXL/t7e3pYBnQwvvviiXnvtNZ04cUKVKmVdBPBWZs6cqc8//1yjRo2Sv7//fV/Hv/0sJaljx46qVauWoqKitHXrVn3++eeKjY3V5MmTb3vu77///o4Gf5DJo2jmG9VxEQmWv8ff8Pcb97nR+b3BOrHljKT0NXVc8jvLJb+zStXx0fHNZ3R2d3qJfP7CmeXqRcoXskxDUqyyt87vC1Zqcpriribc+X6Uv+M++Hi56sq1hCzbQq7/t89t1sv5J2dHe9UpW0hnQzPfpnr3h116o20VvfJMBUlSdb+C8nB1kv8HazTqxdqqWNzTsm/Jwun/u6pc0lOFPVzk/8Eavfd8TVUq4SngXrnfcL9OiEy44e+JN93nRpf3X9bZbWclSeVblJezu7Oc3Z3lU7OYzvxxVpf2pt/To4OjdWjZYUlSmWZlLBVBpZ4opYMXDioiKFLxEfFyK3h3bwwCd6NAscx1QuJuyHrsDX/3LJZ1LZEMZwKDdWRzev+lZpsKlv6LXx0fHfn9jE7vynxBqEjZrA+qyzcqJVcPZyVEJynqetWbxw39Ep+K3pb+i2+VwjqzN73/Ens13rLODnAvihTzUFhIdJZt4df7IP+cSu1mYqIT9MvSQL3xbussLx2GXonWiaOXNWroTxo19CdJmQ8Yy3oN1qBhLTXkg3b6cfpWpaak6ZNJL1mOrVGnlPxrjdG877dpxJgO932NsF0FfTLvjzE3/B4afTX+hn1ufk8/vvuS9m8MkpS+po6bh7PcPJxV/nFf7d8QpGPXp/f+J3cvV7XuX1e/zz2g+Ogk/TojUFWeLKkrQZFKSUrThaPhGvbULElSakrm4P2wp2ap0zsN1aRb9hlLgNvx9s3McNTVzJxHhWf+3bv4zXN+eOcl7Vp/WpLUpFMl5fNwVj4PZ1VpUFy71p3Wge03z/nteBZ2U/+Psr54+MmrqyRJHoVcld/r/p9jAsi7HtjraGlpaUpNTVVqaqq2bdumJ598UqmpqQoMDFRCQoIaNGig1NTUO1q/5uWXX5Yk7dq1646//4033tC8efM0d+5ctWjRIstn69ev1/Tp0zVr1iwNGjRIjRs3Vq9evbR69WoFBARo5syZd3extxASkj53d7t27eTo6Jjlz+rVqxUeHp5l/2LFimU7R9GiRSVJV69evaPvXLRokQYMGKBBgwZlGywpWDD9l9zIyMhsx0VERFg+/6fb/SwzeHt7q169emrevLnGjRunCRMmaMqUKdq/f/9t2/vqq68qICAgy5/p06ffyaXaLHdvNxUpnz6wdnb3JSXFJsswDB2//rDD3slej9X11eUjofr+5SX6/uUlunwkVJKUGJNsOc/lw+nbUpNSFXoqvYrL0TV9XNejqLsKPeYpSQo9dVVpKWkyDENXjqVn1tndSfkKut7xfsD9aFSpqDbszzon9/p9F1WiUD49dhcP3FLTzDp4NlIlvTOPiU9Klf0/qiDt7dMfnNzunyfz9YcnicnMW4z741bITYXKpd/TLwZeUnJc+j39zB/X7+m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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap: korelacije po segmentih za top 5 dni\n",
    "top5 = top50[:5]\n",
    "labels = sorted(top5[0]['details'].keys())\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 5))\n",
    "data_matrix = np.array([[c['details'][l]['r'] for l in labels] for c in top5])\n",
    "\n",
    "im = ax.imshow(data_matrix, cmap='RdYlGn', aspect='auto', vmin=0.4, vmax=1.0)\n",
    "ax.set_xticks(range(len(labels)))\n",
    "ax.set_xticklabels([l.replace('_', ' ') for l in labels], fontsize=9, rotation=30, ha='right')\n",
    "ax.set_yticks(range(len(top5)))\n",
    "ax.set_yticklabels([f\"#{i+1} {fmt_sl(c['day'])}\" for i, c in enumerate(top5)], fontsize=9)\n",
    "\n",
    "for i in range(len(top5)):\n",
    "    for j in range(len(labels)):\n",
    "        v = data_matrix[i, j]\n",
    "        ax.text(j, i, f\"{v:.3f}\", ha='center', va='center', fontsize=8,\n",
    "                fontweight='bold' if v > 0.8 else 'normal',\n",
    "                color='white' if v < 0.55 else 'black')\n",
    "\n",
    "plt.colorbar(im, label='Korelacija (r)')\n",
    "ax.set_title('Korelacije po segmentih za top 5 dni\\n(zeleno = visoko ujemanje, rdeče = nizko)',\n",
    "             fontsize=12, fontweight='bold')\n",
    "fig.tight_layout()\n",
    "show(fig)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c121c35a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-20T14:34:41.238214Z",
     "iopub.status.busy": "2026-03-20T14:34:41.238127Z",
     "iopub.status.idle": "2026-03-20T14:34:41.431321Z",
     "shell.execute_reply": "2026-03-20T14:34:41.430863Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Primerjava: najboljši dan per leto\n",
    "fig, axes = plt.subplots(1, 4, figsize=(18, 5))\n",
    "\n",
    "for idx, yr in enumerate(['2023', '2024', '2025', '2026']):\n",
    "    ax = axes[idx]\n",
    "    if yr not in by_year:\n",
    "        ax.set_visible(False)\n",
    "        continue\n",
    "    \n",
    "    b = by_year[yr]\n",
    "    labels_short = [l.split('_')[1] for l in sorted(b['details'].keys())]\n",
    "    rs = [b['details'][l]['r'] for l in sorted(b['details'].keys())]\n",
    "    times = [b['details'][l]['time'] for l in sorted(b['details'].keys())]\n",
    "    \n",
    "    rec_colors = ['#1565C0' if l.startswith('JO02') else '#E91E63' for l in sorted(b['details'].keys())]\n",
    "    \n",
    "    bars = ax.barh(range(len(rs)), rs, color=rec_colors, edgecolor='white', height=0.6)\n",
    "    \n",
    "    for i, (r, t) in enumerate(zip(rs, times)):\n",
    "        ax.text(r + 0.005, i, f\" {t}\", va='center', fontsize=7)\n",
    "    \n",
    "    z = (b['geo'] - stats['mean_geo']) / stats['std_geo']\n",
    "    ax.set_yticks(range(len(labels_short)))\n",
    "    ax.set_yticklabels(labels_short, fontsize=8)\n",
    "    ax.set_xlabel('r', fontsize=9)\n",
    "    ax.set_title(f\"{yr}: {fmt_sl(b['day'])}\\ngeo={b['geo']:.4f}, z={z:.2f}\",\n",
    "                 fontsize=10, fontweight='bold')\n",
    "    ax.set_xlim(0.3, 1.05)\n",
    "    ax.invert_yaxis()\n",
    "\n",
    "fig.suptitle('Najboljši dan po letih — korelacije per segment\\n(modra = JO02, rdeča = JO03)',\n",
    "             fontsize=13, fontweight='bold')\n",
    "fig.tight_layout()\n",
    "show(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c286d33d",
   "metadata": {},
   "source": [
    "## Zaključek\n",
    "\n",
    "### Rezultati skupne analize\n",
    "\n",
    "Analiza 1.142 dni (februar 2023 – marec 2026) z **geometrično sredino korelacij \n",
    "vseh 7 segmentov** obeh posnetkov:\n",
    "\n",
    "| # | Dan | Geometrična sredina | z-score | Leto |\n",
    "|---|-----|--------------------:|--------:|------|\n",
    "| 1 | 2. junij 2024 | 0.8157 | 4.46 | 2024 |\n",
    "| 2 | 15. junij 2023 | 0.8022 | 3.57 | 2023 |\n",
    "| 3 | **20. april 2025** | **0.7986** | **3.34** | **2025** |\n",
    "| 4 | 30. maj 2023 | 0.7917 | 2.88 | 2023 |\n",
    "| 5 | 28. februar 2023 | 0.7914 | 2.86 | 2023 |\n",
    "\n",
    "### Ključne ugotovitve\n",
    "\n",
    "1. **Trije od petih najboljših dni imajo z ≥ 3.0** (statistično značilno): \n",
    "   2. junij 2024, 15. junij 2023 in **20. april 2025**.\n",
    "\n",
    "2. **20. april 2025 je 3. najverjetnejši dan** (z=3.34) — to podpira hipotezo, \n",
    "   da sta posnetka lahko nastala v letu 2025.\n",
    "\n",
    "3. **Geometrična sredina daje robustnejšo oceno** kot posamezni segmenti: \n",
    "   en sam segment ima prenizko ločljivost, 7 skupaj pa bistveno zoži nabor verjetnih dni.\n",
    "\n",
    "4. **Nobeden dan ne izstopa z prepričljivo visoko korelacijo** (geo > 0.9). \n",
    "   To je posledica nizkega SNR pri Facebook-kompresiranih posnetkih.\n",
    "\n",
    "5. **Najboljši 2025 dnevi** (geo > 0.78): 20. april, 19. januar, 14. julij, 12. junij — \n",
    "   razpršeni po celem letu, kar pomeni, da ENF signal ne kaže na specifičen mesec znotraj 2025.\n",
    "\n",
    "### Omejitve\n",
    "\n",
    "- Geometrična sredina 0.80-0.82 za vse top kandidate — razlike med njimi so majhne\n",
    "- Kompresija (Facebook HE-AAC) in pokrit mikrofon degradirata ENF signal\n",
    "- Analiza ne more razlikovati med 2023 in 2025 z gotovostjo\n",
    "- Za zanesljivo datiranje bi potrebovali nekompresiran izvorni posnetek\n",
    "\n",
    "### Zaključna ocena\n",
    "\n",
    "ENF analiza potrjuje, da je **leto 2025 statistično konsistentno** z ENF sledmi \n",
    "v obeh posnetkih (z=3.34 za 20. april 2025). Leto 2025 **ni mogoče izključiti** \n",
    "kot obdobje nastanka teh posnetkov.\n"
   ]
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