{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b9c16c30",
   "metadata": {},
   "source": [
    "# Read text, coordinates and confidence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc2f2529",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T06:47:02.740638Z",
     "iopub.status.busy": "2026-11-01T06:47:02.740519Z",
     "iopub.status.idle": "2026-11-01T06:47:18.743536Z",
     "shell.execute_reply": "2026-11-01T06:47:18.743102Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loaded DBNet detector (CPU, threads=8)\n",
      "Loaded SVTR recognizer (vocab=185 chars, CPU, threads=8)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[occular] LM (pure Python): compact_lm.npz (268 MB), unigrams=2010937, alpha=0.5 beta=1.0 beam=100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "СУПЕРМАРКЕТ «ВОЛГА-МАРКЕТ»\n",
      "Confidence: 0.996\n",
      "Corners: [[248.6, 309.4], [674.5, 309.4], [674.5, 330.3], [248.6, 330.3]]\n",
      "\n",
      "ул. Белинского, 32\n",
      "Confidence: 0.996\n",
      "Corners: [[314.6, 347.7], [613.6, 347.7], [613.6, 370.3], [314.6, 370.3]]\n",
      "\n",
      "00О «Волга-Ритейл»\n",
      "Confidence: 0.859\n",
      "Corners: [[319.9, 406.9], [617.2, 408.8], [617.0, 431.3], [319.8, 429.3]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from occular import ocr_detailed\n",
    "\n",
    "lines = ocr_detailed(\"receipt.jpg\")\n",
    "for line in lines[:3]:\n",
    "    print(line[\"text\"])\n",
    "    print(\"Confidence:\", round(line[\"confidence\"], 3))\n",
    "    corners = [[round(x, 1), round(y, 1)] for x, y in line[\"quad\"]]\n",
    "    print(\"Corners:\", corners)\n",
    "    print()"
   ]
  }
 ],
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  "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": "3.12.3"
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