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Časovna korelacija — JO Deep State
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{
"cells": [
{
"cell_type": "markdown",
"id": "3957f7c0",
"metadata": {},
"source": [
"# ENF segmentna analiza — JO03 Oberstar / deep state\n",
"\n",
"**Avtor:** Niko Gamulin, PhD | **Datum:** Marec 2026 | **Licenca:** MIT\n",
"\n",
"## Hipoteza\n",
"\n",
"Posnetek JO03 (Oberstar / deep state, 266.8s) je **rezan in sestavljen** iz več delov. \n",
"Namesto analize celotnega posnetka kot enotnega bloka analiziramo vsak segment posebej, \n",
"kar omogoča:\n",
"\n",
"1. Ugotoviti, ali segmenti izvirajo iz **različnih časovnih obdobij**\n",
"2. Preveriti, ali je kateri segment konsistenten z letom **2025**\n",
"3. Oceniti razlikovalno moč ENF pri kratkih segmentih\n",
"\n",
"### Metodologija\n",
"\n",
"- **Detekcija rezov:** Energijski skoki (>12 dB), spektralni flux, tišina\n",
"- **ENF ekstrakcija:** 16s okna, +-0.5 Hz, 50 Hz in 100 Hz harmonik\n",
"- **Korelacija:** Vsak segment neodvisno proti 38 mesecem referenčnih podatkov\n",
"- **Referenca:** Netztransparenz.de, feb 2023 - mar 2026\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6beafc34",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:25.321727Z",
"iopub.status.busy": "2026-03-20T14:14:25.321297Z",
"iopub.status.idle": "2026-03-20T14:14:25.515461Z",
"shell.execute_reply": "2026-03-20T14:14:25.515214Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"JO03 Oberstar / deep state: 266.8s\n",
"Segmentov: 5\n",
"Točke rezov: [103.0, 117.0, 130.0, 147.0, 185.0, 238.0, 267.0]\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",
"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",
"with open('./data_prisluhi/jo03_embedded.json') as f:\n",
" data = json.load(f)\n",
"\n",
"seg_traces = {k: {**v, 'trace': np.array(v['trace'])} for k, v in data['seg_traces'].items()}\n",
"corr = data['corr_results']\n",
"energy_t = np.array(data['energy_t'])\n",
"energy_db = np.array(data['energy_db'])\n",
"cuts = data['cut_points']\n",
"segments = data['segments']\n",
"dur = data['dur']\n",
"\n",
"print(f\"JO03 Oberstar / deep state: {dur:.1f}s\")\n",
"print(f\"Segmentov: {len(segments)}\")\n",
"print(f\"Točke rezov: {cuts}\")\n"
]
},
{
"cell_type": "markdown",
"id": "855fb9e1",
"metadata": {},
"source": [
"## 1. Detekcija rezov\n",
"\n",
"Uporabljamo tri neodvisne metode za identifikacijo točke reza:\n",
"- **Energijski skoki** >12 dB med zaporednimi okvirji\n",
"- **Spektralni flux** anomalije (>4 sigma)\n",
"- **Tisina** >50ms\n",
"\n",
"Kombinirane točke rezov so gručene (znotraj 2s) in definirane kot meje segmentov.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "37e7dff3",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:25.516680Z",
"iopub.status.busy": "2026-03-20T14:14:25.516555Z",
"iopub.status.idle": "2026-03-20T14:14:25.624573Z",
"shell.execute_reply": "2026-03-20T14:14:25.624249Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Identificirani segmenti:\n",
" Segment 1: 0s - 103s (103s) — ENF uporaben: DA\n",
" Segment 2: 130s - 147s (17s) — ENF uporaben: DA\n",
" Segment 3: 147s - 185s (38s) — ENF uporaben: DA\n",
" Segment 4: 185s - 238s (53s) — ENF uporaben: DA\n",
" Segment 5: 238s - 267s (29s) — ENF uporaben: DA\n"
]
}
],
"source": [
"# Energijski profil z označenimi rezi\n",
"fig, ax = plt.subplots(figsize=(16, 4))\n",
"ax.plot(energy_t, energy_db, linewidth=0.4, color='#1565C0')\n",
"\n",
"colors_seg = ['#E8F5E9', '#FFF3E0', '#E3F2FD', '#FCE4EC', '#F3E5F5']\n",
"for i, (s, e) in enumerate(segments):\n",
" ax.axvspan(s, e, alpha=0.2, color=colors_seg[i % len(colors_seg)], \n",
" label=f'Seg {i+1} ({s:.0f}-{e:.0f}s)')\n",
"\n",
"for c in cuts:\n",
" ax.axvline(x=c, color='#D32F2F', linewidth=1, linestyle='--', alpha=0.6)\n",
"\n",
"ax.set_xlabel('Čas [s]')\n",
"ax.set_ylabel('Energija [dB]')\n",
"ax.set_title('Energijski profil z označenimi rezi in segmenti', fontsize=13, fontweight='bold')\n",
"ax.legend(fontsize=7, loc='upper right', ncol=3)\n",
"ax.grid(True, alpha=0.2)\n",
"fig.tight_layout()\n",
"show(fig)\n",
"\n",
"print(\"Identificirani segmenti:\")\n",
"for i, (s, e) in enumerate(segments):\n",
" dur_s = e - s\n",
" usable = \"DA\" if dur_s >= 15 else \"NE (prekratek)\"\n",
" print(f\" Segment {i+1}: {s:.0f}s - {e:.0f}s ({dur_s:.0f}s) — ENF uporaben: {usable}\")\n"
]
},
{
"cell_type": "markdown",
"id": "da8bce8c",
"metadata": {},
"source": [
"## 2. ENF ekstrakcija po segmentih\n",
"\n",
"Za vsak segment neodvisno izvlečemo ENF sled (16s okna). Segment 2 (130-147s, 17s) \n",
"ima le 1 ENF točko in ni uporaben za korelacijo.\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "098faf00",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:25.625764Z",
"iopub.status.busy": "2026-03-20T14:14:25.625685Z",
"iopub.status.idle": "2026-03-20T14:14:25.902889Z",
"shell.execute_reply": "2026-03-20T14:14:25.902564Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ENF sledi po segmentih\n",
"usable = [(k, v) for k, v in sorted(seg_traces.items()) if v['points'] >= 10 and k != 'full']\n",
"\n",
"fig, axes = plt.subplots(len(usable) + 1, 1, figsize=(16, (len(usable)+1) * 2.5))\n",
"\n",
"# Segments\n",
"for idx, (key, info) in enumerate(usable):\n",
" ax = axes[idx]\n",
" trace = info['trace']\n",
" t = np.arange(len(trace)) + info['start']\n",
" ax.plot(t, trace, linewidth=0.8, 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",
" ax.set_title(f\"Segment {key[-1]} ({info['start']:.0f}-{info['end']:.0f}s) | \"\n",
" f\"{info['points']} točke | {info['harm']} | std={std_mhz:.0f} mHz\",\n",
" fontsize=9, fontweight='bold')\n",
" ax.set_ylim(49.3, 50.7)\n",
" ax.set_ylabel('Hz', fontsize=8)\n",
" ax.grid(True, alpha=0.2)\n",
"\n",
"# Full\n",
"ax = axes[-1]\n",
"full = seg_traces['full']\n",
"trace = full['trace']\n",
"ax.plot(np.arange(len(trace)), trace, linewidth=0.5, color='#2E7D32')\n",
"ax.axhline(y=50.0, color='#D32F2F', linewidth=0.5, linestyle='--', alpha=0.5)\n",
"for c in cuts:\n",
" if c < len(trace):\n",
" ax.axvline(x=c, color='#D32F2F', linewidth=0.8, linestyle='--', alpha=0.4)\n",
"ax.set_title(f\"Celoten posnetek | {full['points']} točke | std={np.std(trace)*1000:.0f} mHz\",\n",
" fontsize=9, fontweight='bold')\n",
"ax.set_ylim(49.3, 50.7)\n",
"ax.set_ylabel('Hz', fontsize=8)\n",
"ax.set_xlabel('Čas [s]')\n",
"ax.grid(True, alpha=0.2)\n",
"\n",
"fig.suptitle('ENF sledi po segmentih', fontsize=13, fontweight='bold', y=1.01)\n",
"fig.tight_layout()\n",
"show(fig)\n"
]
},
{
"cell_type": "markdown",
"id": "b39155c6",
"metadata": {},
"source": [
"## 3. Navzkrizna korelacija — rezultati po segmentih\n",
"\n",
"Vsak segment smo neodvisno korelirali z 38 meseci referenčnih podatkov omrežne frekvence. \n",
"Rezultati prikazujejo najboljše ujemanje za vsak mesec (1 per mesec, korak 60s).\n",
"\n",
"**Ključno vprašanje:** Ali posamezni segmenti kažejo na leto 2025?\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2bce82a8",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:25.904262Z",
"iopub.status.busy": "2026-03-20T14:14:25.904175Z",
"iopub.status.idle": "2026-03-20T14:14:25.908478Z",
"shell.execute_reply": "2026-03-20T14:14:25.908284Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==========================================================================================\n",
"Segment Točke Najboljše ujemanje r z\n",
"==========================================================================================\n",
"Seg1 (0-103s) 87 29. avg 2024, 00:14 0.8402 2.11\n",
"Seg3 (147-185s) 22 14. jun 2024, 02:10 0.9239 2.97\n",
"Seg4 (185-238s) 37 4. nov 2023, 05:30 0.9611 1.95\n",
"Seg5 (238-267s) 12 14. apr 2024, 10:47 0.9880 0.56\n",
"CELOTEN 250 14. feb 2023, 22:55 0.6125 3.16\n",
"\n",
"==============================================================================================================\n",
"Segment Najboljše 2023 Najboljše 2024 Najboljše 2025\n",
"==============================================================================================================\n",
"Seg1 (0-103s) 5. jun 2023, 17:55 r=0.825 29. avg 2024, 00:14 r=0.840 24. maj 2025, 18:35 r=0.826\n",
"Seg3 (147-185s) 25. dec 2023, 04:53 r=0.874 14. jun 2024, 02:10 r=0.924 3. avg 2025, 18:20 r=0.857\n",
"Seg4 (185-238s) 4. nov 2023, 05:30 r=0.961 14. mar 2024, 16:25 r=0.961 4. okt 2025, 11:14 r=0.952\n",
"Seg5 (238-267s) 24. mar 2023, 06:42 r=0.986 14. apr 2024, 10:47 r=0.988 3. nov 2025, 07:27 r=0.986\n",
"CELOTEN 14. feb 2023, 22:55 r=0.613 2. okt 2024, 22:34 r=0.561 25. dec 2025, 20:03 r=0.562\n",
"\n",
"==============================================================================================================\n",
"Segment Najboljše 2025 r z Rang\n",
"==============================================================================================================\n",
"Seg1 (0-103s) 24. maj 2025, 18:35 0.8261 1.27 #4\n",
"Seg3 (147-185s) 3. avg 2025, 18:20 0.8566 0.44 >10\n",
"Seg4 (185-238s) 4. okt 2025, 11:14 0.9518 1.52 #3\n",
"Seg5 (238-267s) 3. nov 2025, 07:27 0.9863 0.52 #3\n",
"CELOTEN 25. dec 2025, 20:03 0.5619 1.08 #4\n"
]
}
],
"source": [
"# Tabela rezultatov\n",
"seg_keys = ['seg1', 'seg3', 'seg4', 'seg5', 'full']\n",
"seg_labels = ['Seg1 (0-103s)', 'Seg3 (147-185s)', 'Seg4 (185-238s)', 'Seg5 (238-267s)', 'CELOTEN']\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 fmt_sl(dt_str):\n",
" \"\"\"2024-08-29 00:14 -> 29. avg 2024, 00:14\"\"\"\n",
" d = dt_str.split(' ')\n",
" y, m, dd = d[0].split('-')\n",
" t = d[1][:5] if len(d) > 1 else ''\n",
" return f\"{int(dd)}. {meseci[m]} {y}, {t}\"\n",
"\n",
"print(\"=\" * 90)\n",
"print(f\"{'Segment':<20} {'Točke':>6} {'Najboljše ujemanje':>28} {'r':>7} {'z':>6}\")\n",
"print(\"=\" * 90)\n",
"for key, label in zip(seg_keys, seg_labels):\n",
" c = corr[key]\n",
" best = c['top10'][0]\n",
" print(f\"{label:<20} {c['points']:>6} {fmt_sl(best['dt']):>28} {best['r']:>7.4f} {best['z']:>6.2f}\")\n",
"\n",
"print(f\"\\n{'=' * 110}\")\n",
"print(f\"{'Segment':<20} {'Najboljše 2023':>25} {'Najboljše 2024':>25} {'Najboljše 2025':>25}\")\n",
"print(f\"{'=' * 110}\")\n",
"for key, label in zip(seg_keys, seg_labels):\n",
" c = corr[key]\n",
" by = c['by_year']\n",
" parts = []\n",
" for yr in ['2023', '2024', '2025']:\n",
" if yr in by:\n",
" dt, r, z = by[yr]\n",
" parts.append(f\"{fmt_sl(dt)} r={r:.3f}\")\n",
" else:\n",
" parts.append(\"N/A\")\n",
" print(f\"{label:<20} {parts[0]:>25} {parts[1]:>25} {parts[2]:>25}\")\n",
"\n",
"print(f\"\\n{'=' * 110}\")\n",
"print(f\"{'Segment':<20} {'Najboljše 2025':>30} {'r':>7} {'z':>6} {'Rang':>5}\")\n",
"print(f\"{'=' * 110}\")\n",
"for key, label in zip(seg_keys, seg_labels):\n",
" c = corr[key]\n",
" by = c['by_year']\n",
" if '2025' in by:\n",
" dt, r, z = by['2025']\n",
" # Find rank of 2025 in top10\n",
" rank = 'N/A'\n",
" for ri, t in enumerate(c['top10'], 1):\n",
" if t['dt'].startswith('2025'):\n",
" rank = f\"#{ri}\"\n",
" break\n",
" if rank == 'N/A':\n",
" rank = '>10'\n",
" print(f\"{label:<20} {fmt_sl(dt):>30} {r:>7.4f} {z:>6.2f} {rank:>5}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b1ed21cf",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:25.909589Z",
"iopub.status.busy": "2026-03-20T14:14:25.909518Z",
"iopub.status.idle": "2026-03-20T14:14:26.229524Z",
"shell.execute_reply": "2026-03-20T14:14:26.229290Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Vizualizacija: top 10 za vsak segment z označenim letom\n",
"fig, axes = plt.subplots(2, 3, figsize=(18, 10))\n",
"axes = axes.flatten()\n",
"\n",
"for idx, (key, label) in enumerate(zip(seg_keys, seg_labels)):\n",
" ax = axes[idx]\n",
" c = corr[key]\n",
" top = c['top10']\n",
" \n",
" dates = [t['dt'][:10] for t in top]\n",
" rs = [t['r'] for t in top]\n",
" \n",
" # Color by year\n",
" year_colors = {'2023': '#2196F3', '2024': '#FF9800', '2025': '#4CAF50', '2026': '#9C27B0'}\n",
" colors = [year_colors.get(d[:4], '#999') for d in dates]\n",
" \n",
" bars = ax.barh(range(len(rs)), rs, color=colors, edgecolor='white', height=0.6)\n",
" ax.axvline(x=c['mean_r'], color='#D32F2F', linewidth=1, linestyle='--', alpha=0.5)\n",
" \n",
" for i, (d, r) in enumerate(zip(dates, rs)):\n",
" yr = d[:4]\n",
" marker = \" <<<\" if yr == '2025' else \"\"\n",
" ax.text(r + 0.001, i, f\" {d}{marker}\", va='center', fontsize=6.5,\n",
" fontweight='bold' if yr == '2025' else 'normal')\n",
" \n",
" ax.set_yticks(range(len(dates)))\n",
" ax.set_yticklabels([f\"#{i+1}\" for i in range(len(dates))], fontsize=7)\n",
" ax.set_xlabel(\"r\", fontsize=9)\n",
" ax.set_title(f\"{label}\\n{c['points']} točke, z={top[0]['z']:.2f}\", fontsize=10, fontweight='bold')\n",
" ax.invert_yaxis()\n",
"\n",
"# Legend in last subplot\n",
"ax = axes[5]\n",
"ax.set_visible(True)\n",
"ax.axis('off')\n",
"for yr, col in year_colors.items():\n",
" ax.barh(0, 0, color=col, label=yr)\n",
"ax.legend(fontsize=14, loc='center', title='Leto', title_fontsize=16)\n",
"\n",
"fig.suptitle('Top 10 ENF ujemanj po segmentih (barva = leto)', fontsize=14, fontweight='bold')\n",
"fig.tight_layout()\n",
"show(fig)\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5fddbe10",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:26.230977Z",
"iopub.status.busy": "2026-03-20T14:14:26.230896Z",
"iopub.status.idle": "2026-03-20T14:14:26.310609Z",
"shell.execute_reply": "2026-03-20T14:14:26.310319Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Primerjava med leti za vsak segment\n",
"fig, ax = plt.subplots(figsize=(14, 6))\n",
"\n",
"x = np.arange(len(seg_keys))\n",
"width = 0.2\n",
"years = ['2023', '2024', '2025', '2026']\n",
"year_colors = ['#2196F3', '#FF9800', '#4CAF50', '#9C27B0']\n",
"\n",
"for i, (yr, col) in enumerate(zip(years, year_colors)):\n",
" rs = []\n",
" for key in seg_keys:\n",
" by = corr[key]['by_year']\n",
" if yr in by:\n",
" rs.append(by[yr][1])\n",
" else:\n",
" rs.append(0)\n",
" ax.bar(x + i * width, rs, width, color=col, label=yr, edgecolor='white')\n",
"\n",
"ax.set_xticks(x + 1.5 * width)\n",
"ax.set_xticklabels(seg_labels, fontsize=9)\n",
"ax.set_ylabel('Najboljša korelacija (r)')\n",
"ax.set_title('Najboljše ENF ujemanje po letih — za vsak segment posebej', fontsize=13, fontweight='bold')\n",
"ax.legend(fontsize=10)\n",
"ax.grid(axis='y', alpha=0.3)\n",
"fig.tight_layout()\n",
"show(fig)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "710c3750",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:26.311898Z",
"iopub.status.busy": "2026-03-20T14:14:26.311813Z",
"iopub.status.idle": "2026-03-20T14:14:26.315316Z",
"shell.execute_reply": "2026-03-20T14:14:26.315045Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== SEGMENT 4 (185-238s) — Podrobna analiza ===\n",
"Segment 4 je posebno zanimiv: leto 2025 se pojavlja 5x v top 10.\n",
"\n",
"Porazdelitev top 10 po letih:\n",
" 2023: 3 ujemanj\n",
" 2024: 2 ujemanj\n",
" 2025: 5 ujemanj <<<\n",
" 2026: 0 ujemanj\n",
"\n",
"Vsa ujemanja iz leta 2025 v top 10:\n",
" #3: 4. okt 2025, 11:14 | r = 0.9518 | z = 1.52\n",
" #4: 6. mar 2025, 08:20 | r = 0.9485 | z = 1.37\n",
" #5: 14. dec 2025, 02:33 | r = 0.9462 | z = 1.26\n",
" #9: 13. jan 2025, 11:49 | r = 0.9376 | z = 0.87\n",
" #10: 21. sep 2025, 19:00 | r = 0.9372 | z = 0.85\n",
"\n",
"Najboljše ujemanje za 2025: 4. okt 2025, 11:14\n",
" r = 0.9518\n",
" z = 1.52\n",
"\n",
"Primerjava najboljših ujemanj po letih:\n",
" 2023: 4. nov 2023, 05:30 | r = 0.9611 | z = 1.95\n",
" 2024: 14. mar 2024, 16:25 | r = 0.9605 | z = 1.93\n",
" 2025: 4. okt 2025, 11:14 | r = 0.9518 | z = 1.52\n",
" 2026: 12. feb 2026, 06:53 | r = 0.9360 | z = 0.79\n",
"\n",
"Razlika med #1 (2023, r=0.9611) in #3 (2025, r=0.9518):\n",
" Delta r = 0.0093\n",
" To je 0.4 standardnih odklonov\n",
" Pri taki razliki ENF NE MORE zanesljivo razločevati med 2023 in 2025\n"
]
}
],
"source": [
"# Segment 4 posebej: 2025 dominira top 10\n",
"print(\"=== SEGMENT 4 (185-238s) — Podrobna analiza ===\")\n",
"print(\"Segment 4 je posebno zanimiv: leto 2025 se pojavlja 5x v top 10.\\n\")\n",
"\n",
"c = corr['seg4']\n",
"count_2025 = sum(1 for t in c['top10'] if t['dt'].startswith('2025'))\n",
"count_2023 = sum(1 for t in c['top10'] if t['dt'].startswith('2023'))\n",
"count_2024 = sum(1 for t in c['top10'] if t['dt'].startswith('2024'))\n",
"\n",
"print(f\"Porazdelitev top 10 po letih:\")\n",
"print(f\" 2023: {count_2023} ujemanj\")\n",
"print(f\" 2024: {count_2024} ujemanj\")\n",
"print(f\" 2025: {count_2025} ujemanj <<<\")\n",
"print(f\" 2026: 0 ujemanj\")\n",
"\n",
"print(f\"\\nVsa ujemanja iz leta 2025 v top 10:\")\n",
"for ri, t in enumerate(c['top10'], 1):\n",
" if t['dt'].startswith('2025'):\n",
" print(f\" #{ri}: {fmt_sl(t['dt'])} | r = {t['r']:.4f} | z = {t['z']:.2f}\")\n",
"\n",
"print(f\"\\nNajboljše ujemanje za 2025: {fmt_sl(c['by_year']['2025'][0])}\")\n",
"print(f\" r = {c['by_year']['2025'][1]:.4f}\")\n",
"print(f\" z = {c['by_year']['2025'][2]:.2f}\")\n",
"\n",
"print(f\"\\nPrimerjava najboljših ujemanj po letih:\")\n",
"for yr in ['2023', '2024', '2025', '2026']:\n",
" if yr in c['by_year']:\n",
" dt, r, z = c['by_year'][yr]\n",
" print(f\" {yr}: {fmt_sl(dt):>28} | r = {r:.4f} | z = {z:.2f}\")\n",
"\n",
"print(f\"\\nRazlika med #1 (2023, r={c['top10'][0]['r']:.4f}) in #3 (2025, r={c['top10'][2]['r']:.4f}):\")\n",
"print(f\" Delta r = {c['top10'][0]['r'] - c['top10'][2]['r']:.4f}\")\n",
"print(f\" To je {(c['top10'][0]['r'] - c['top10'][2]['r'])/c['std_r']:.1f} standardnih odklonov\")\n",
"print(f\" Pri taki razliki ENF NE MORE zanesljivo razločevati med 2023 in 2025\")\n"
]
},
{
"cell_type": "markdown",
"id": "9d834817",
"metadata": {},
"source": [
"## 4. Razlikovalna moč ENF pri kratkih segmentih\n",
"\n",
"Ključna ugotovitev: krajši kot je segment, višje so korelacije za **VSE** mesece, \n",
"kar pomeni manjšo razlikovalno moč.\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "86663b45",
"metadata": {
"execution": {
"iopub.execute_input": "2026-03-20T14:14:26.316436Z",
"iopub.status.busy": "2026-03-20T14:14:26.316359Z",
"iopub.status.idle": "2026-03-20T14:14:26.456402Z",
"shell.execute_reply": "2026-03-20T14:14:26.456212Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
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],
"source": [
"# Prikaz: dolžina segmenta vs razlikovalna moc\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"# Points vs max-min r spread\n",
"ax = axes[0]\n",
"for key, label in zip(seg_keys, seg_labels):\n",
" c = corr[key]\n",
" rs = [t['r'] for t in c['top10']]\n",
" spread = max(rs) - min(rs)\n",
" ax.scatter(c['points'], spread, s=100, zorder=5, edgecolors='black', linewidth=0.5)\n",
" ax.annotate(label, (c['points'], spread), fontsize=7, ha='center', va='bottom',\n",
" xytext=(0, 8), textcoords='offset points')\n",
"\n",
"ax.set_xlabel('Število ENF točk')\n",
"ax.set_ylabel('Razpon r (max - min v top 10)')\n",
"ax.set_title('Razlikovalna moč vs dolžina segmenta', fontweight='bold')\n",
"ax.grid(True, alpha=0.3)\n",
"\n",
"# Points vs mean r\n",
"ax = axes[1]\n",
"for key, label in zip(seg_keys, seg_labels):\n",
" c = corr[key]\n",
" ax.scatter(c['points'], c['mean_r'], s=100, zorder=5, edgecolors='black', linewidth=0.5)\n",
" ax.annotate(label, (c['points'], c['mean_r']), fontsize=7, ha='center', va='bottom',\n",
" xytext=(0, 8), textcoords='offset points')\n",
"\n",
"ax.set_xlabel('Število ENF točk')\n",
"ax.set_ylabel('Povprečna korelacija (mean r)')\n",
"ax.set_title('Povprecna korelacija vs dolžina segmenta', fontweight='bold')\n",
"ax.grid(True, alpha=0.3)\n",
"\n",
"fig.suptitle('Krajši segmenti = višje korelacije = manj razločevanja', fontsize=13, fontweight='bold')\n",
"fig.tight_layout()\n",
"show(fig)\n"
]
},
{
"cell_type": "markdown",
"id": "63a7bc84",
"metadata": {},
"source": [
"## Zaključek\n",
"\n",
"### Struktura posnetka\n",
"\n",
"JO03 vsebuje **7 točk rezov** in **5 segmentov** uporabnih za analizo \n",
"(segment 2 je prekratek). To potrjuje, da je posnetek **rezan in sestavljen**.\n",
"\n",
"### ENF datumska verifikacija po segmentih\n",
"\n",
"| Segment | Točke | Najboljše 2023 | Najboljše 2024 | Najboljše 2025 | Ločljivost |\n",
"|---------|-------|----------------|----------------|----------------|------------|\n",
"| Seg 1 (0-103s) | 87 | 5. jun 2023, r=0.825 | **29. avg 2024, r=0.840** | 24. maj 2025, r=0.826 | Nizka |\n",
"| Seg 3 (147-185s) | 22 | 25. dec 2023, r=0.874 | **14. jun 2024, r=0.924** | 3. avg 2025, r=0.857 | Srednja |\n",
"| Seg 4 (185-238s) | 37 | 4. nov 2023, r=0.961 | 14. mar 2024, r=0.961 | **4. okt 2025, r=0.952** | Zelo nizka |\n",
"| Seg 5 (238-267s) | 12 | 24. mar 2023, r=0.986 | 14. apr 2024, r=0.988 | 3. nov 2025, r=0.986 | Praktično nič |\n",
"| Celoten | 250 | **14. feb 2023, r=0.613** | 2. okt 2024, r=0.561 | 25. dec 2025, r=0.562 | Srednja |\n",
"\n",
"### Ključne ugotovitve\n",
"\n",
"1. **Celoten posnetek** se najbolje ujema s **14. februarjem 2023** (z=3.16), a leto 2025 \n",
" konsistentno nastopa med najboljšimi ujemanji (4. mesto: 25. december 2025, r=0.562).\n",
"\n",
"2. **Segment 4** (185-238s) je posebej zanimiv: **5 od 10 najboljših ujemanj** je iz \n",
" leta 2025:\n",
" - #3: 4. oktober 2025 (r=0.952)\n",
" - #4: 6. marec 2025 (r=0.949)\n",
" - #5: 14. december 2025 (r=0.946)\n",
" - #9: 13. januar 2025 (r=0.938)\n",
" - #10: 21. september 2025 (r=0.937)\n",
" \n",
" Razlika med najboljšim (4. nov 2023, r=0.961) in najboljšim 2025 (4. okt 2025, r=0.952) \n",
" je le 0.4 standardnih odklonov.\n",
"\n",
"3. **Krajši segmenti imajo manjšo razlikovalno moč.** Pri 12 točkah (Seg 5) so korelacije \n",
" >0.98 za vsa leta — ENF ne more razločevati.\n",
"\n",
"4. **ENF analiza NE MORE zaključno potrditi ali zavrniti**, da je posnetek nastal v letu 2025. \n",
" Rezultati so konsistentni tako z letom 2023 kot 2025.\n",
"\n",
"### Metodološki komentar\n",
"\n",
"Za zanesljivo segmentno ENF datiranje bi potrebovali:\n",
"- **Daljše nerezane odseke** (>5 min za statistično značilnost)\n",
"- **Nekompresiran izvorni posnetek** (za višji SNR)\n",
"- **Natančno znane datume** za kalibracijo metode\n",
"\n",
"Trenutni rezultati so **indikativni** — kažejo, da leto 2025 **ni mogoče izključiti** \n",
"kot obdobje nastanka posnetka ali njegovih delov.\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.10.12"
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},
"nbformat": 4,
"nbformat_minor": 5
}
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