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        "author": "Yoshihiko Ueno",
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        "description": "# About\nThis script converts PDF to txt using PDFMiner\n(http://www.unixuser.org/~euske/python/pdfminer/index.html).\n\nPDFMiner is a pdf parsing library written in Python by Yusuke Shinyama.\n\nIn addition to the pdf2txt.py and dumppdf.py command line tools, there\nis a way of analyzing the content tree of each page programmatically.\n\nThis is a more complete example of programming with\nPDFMiner, which continues where the default documentation\n(http://www.unixuser.org/~euske/python/pdfminer/programming.html#layout)\nstops.\n\n**This code is still a work-in-progress, with room for improvement.**\n\n# Install\nSince it's available on PyPI, it's super easy to instal.\n\n```\npip3 install pdf_layout_scanner\n```\n\n# Advantages over PDFMiner\nThis script will extract text from PDFs with *multiple columns*.\n\n# Usage\n## General Usage\n```python\nfrom pdf_layout_scanner import layout_scanner\n\n# get a list of the table of contents\nget_toc()\n\n# get the full text\nget_pages()\n```\n\n## Practical examples\n```python\nfrom pdf_layout_scanner import layout_scanner\ntoc=layout_scanner.get_toc('/path/to/your/pdf-file.pdf')\nprint(len(toc))\n# the number of elements in the pdf document's table of contents\n\nprint(toc[0])\n# a tuple containing the ordinal sequence and the title string,\n#  for example:\n#  (1, u'Introduction')\n\npages=layout_scanner.get_pages('/path/to/your/pdf-file.pdf')\nprint(len(pages))\n# should return the number of pages in the pdf document\nprint(pages[0])\n# a string of all the text on the first page\n```\n\n# Room for Improvement\n * Column Merging - while the fuzzy heuristic I described works well for\n the pdf files I've parsed so far, I can imagine more complex documents\n where it would break-down (perhaps this is where the analysis should be\n more sophisticated, and not ignore so many types of pdfminer.layout.LT\\* objects).\n\n * Image Extraction - I'd like to be able to be at least as good as\n pdftoimages, and save every file in ppm or pnm default format, but I'm\n not sure what I could be doing differently\n\n * Title and Heading Capitalization - this seems to be an issue with\n PDFMiner, since I get similar results in using the command line tools,\n but it is annoying to have to go back and fix all the mis-capitalizations\n manually, particularly for larger documents.\n\n * Title and Heading Fonts and Spacing - a related issue, though probably\n something in my own code, is that those same title and paragraph headings\n aren't distinguished from the rest of the text. In many cases, I have to\n go back and add vertical spacing and font attributes for those manually.\n\n * Page Number Removal - originally, I thought I could just use a regex\n for an all-numeric value on a single physical line, but each document\n does page numbering slightly differently, and it's very difficult to\n get rid of these without manually proofreading each page.\n\n * Footnotes - handling these where the note and the reference both appear\n on the same page is hard enough, but doing it when they span different\n (even consecutive) pages is worse.\n\n# Contribution\nIn this forked project, I made a bit changes into the original one. \n * Added support for texts in LTFigures\n * Optimized data manipulation and storage\n    changed from simple dict to dataframe.\n    This should make further contributions easier.\n * Added Progressbar\n\n# Github\nhttps://github.com/yoshihikoueno/pdfminer-layout-scanner\n\n\n",
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