Why are all the amounts values negative?
bankstatementconverter.com
bankstatementconverter.com
Instead I get a nice blog post about a knotty little problem caused by someone's abuse of semantic markup for style purposes. Shows that HTML doesn't have a monopoly on that issue. PDFs are already bad enough as a format for extracting data from, we don't need dumb HTML-inspired tricks on top of that.
Nice job finding the issue and explaining it clearly, OP. Thanks for an interesting writeup.
If you use a real minus sign, and not an ASCII hyphen, it should be the same width as the corresponding plus sign in any reasonable font.
Use a plus sign and make that invisible.
Here is an idea: columns of figures should use a monospaced font.
You don't just want right or left edges to align, but all corresponding digit positions should align:
12,345
+ 4,001
= -------
16,346
This consideration overrides any nonsense about whether a space is the same width as a minus.So we have two identically formatted piece of data, where only the text colour offers a clue on what's real and what isn't. Absolutely insane.
It's the ground truth, and it's not like it's more complex than parsing a pdf, at this point, the technology for OCR might even be better than PDF parsing, which is full of accidental instead of natural complexity.
Another thing to consider is OCR works well for English but not so well for other languages.
OCR of a digital image generated from those PDF draw commands only operates on the visible portions that are rendered.
Another case to be considered .. FOI requests for documents from "pain in the arse" government departments or law firms can result in "digital documents" that are deliberately generated to be difficult to process (go figure) .. eg: filled with circular and spaghetti draw commands that "print correctly" but are a nightmare horror show to parse.
( "technically compliant" is a legally compliant "fuck you" )
PDF is used as DRM by obfuscation by non technical users, it's a sort of emergent phenomenon that occurs hundreds of times per day. And it turns out it's a quite effective tool at that, if anything it associates a cost to editing/copying/automatic processing.
In terms of technically compliant, a PDF is as much of a sensible requirement as USB or String types. It checks the box, but it's likely that there's a lot of additional work into integrating two systems that input and ouput these envelope protocols/encoding, because they are purposefully too broad.
However in this case, we see a scenario where OCR would be more accurate indeed. So just reread the article and you might understand how OCR can be more accurate. It's because in case of disparity between the printed optical 2D matrix and some interpretation of the text/print encoding, the optical matrix is correct. PDF is a printing encoding, not a machine consumption, there's thousands of ways to print a document, it's not feasible or practical to understand all of them to build a document parser, you need to focus on the end result, not the process, like we do when analyzing a document.
If you are analyzing the Mona Lisa, maybe it's useful to understand how it was painted. But if you are analyzing your electricity bill, it's likely that going into what order the numbers were printed and what ink was used, is going to be more of a distraction than anything useful.
>Another thing to consider is OCR works well for English but not so well for other languages.
Maybe, not terribly in scope for the case in the OP, as long as arabic numerals are used, that's the core of the requirements.
Did they try one method, and what was the feedback?
I’d be cautious about making “non-black means invisible” the general rule. A possible middle ground between raw text extraction and full OCR would be to render the page, map each extracted glyph’s bounding box back to the rendered pixels, and discard glyphs that have almost no contrast with their local background.
That would preserve the exact embedded text for visible characters while using rasterization only to determine visibility.
Has anyone tried this kind of hybrid approach?
I should have made it clear in the blog post, but the first thing I do when processing a PDF is I identify the document_type. Then I run special rules for that document_type.
So the "non-black means invisible" rule only applies when processing this document_type.