Vertical.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "baf21126-d115-4d7b-9991-03ce676a46e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import playa\n",
    "import paves.image as pi\n",
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "253158cb-800c-4e5d-a95b-53c5ad20cc1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=800x400>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf = playa.open(\"../../playa/samples/vertical_writing.pdf\")\n",
    "page = pdf.pages[0]\n",
    "texts = page.texts\n",
    "image = next(pi.pdfium(page, dpi=288))\n",
    "image = pi.box(iter(next(texts)), dpi=288, label=False, image=image)\n",
    "image = pi.box(iter(next(texts)), dpi=288, label=False, image=image)\n",
    "image = pi.box(iter(next(texts)), dpi=288, label=False, image=image)\n",
    "image = pi.box(iter(next(texts)), dpi=288, label=False, image=image)\n",
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a95b1c9c-e21c-4c38-98d8-287ff043e4d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=800x400>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image = next(pi.pdfium(page, dpi=288))\n",
    "pi.box(page.texts, label=False, image=image, dpi=288)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "574a030d-8966-4feb-968b-9e73674c3807",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}