Brief technical overview of Revizor, the editor for correcting OCR text material

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OCR’ed text is often lacking in quality because of errors during the optical recognition process, especially when the source material is old or otherwise in a bad state. These errors make it hard to rely on the text for building a corpus or word lists and makes the source material less accessible to use for study or to incorporate into other tooling for language researchers. This is a problem that our OCR editor tries to eradicate, or at least contribute a possible solution towards.

This post gives a brief but slightly more detailed overview of the technical architecture of Revizor – the OCR editor used in the Digitization Project of Kindred Languages, provides an update on its current status and shares some challenges which we could use some help with in the future.

architecture

The editor takes in ALTO XML files provided by OCR software, as well as high quality pictures of the source material as an aid for the user during the manual correction process. The Python back-end of the software serves up the data to anybody authorised to make edits. It is also responsible for exporting the end result, which might be the corrected ALTO XML, plain text versions or word lists built from selected works. The exported product might be further processed by linguistic tools or imported into “corpus” sites specifically meant for facilitating searching and dissemination.

The front-end of the editor is the part where manual changes are made by real human beings, as opposed to the automatic bulk processing in the back-end. By means of a two-pane window, the user can check the original work and make corrections to the text, as well as mark the language or relevance of words – this will aid the back-end in building accurate word lists per language. Especially for languages with a small corpus,this process is very important as researchers and OCR software might not have any word lists or dictionaries to work from, so the accuracy of the corrected text will directly influence also the quality of future digitalisation by means of this feed-back loop.

Finally, as the time and funds alotted dwindle and the project draws to a close, we realise that although the editor works well, the [code] did perhaps not receive all features and polish that would be nice to have,and we hope that by providing the source of Revizor online other interested parties can help improve the editor and adapt it to their own specific needs. Apart from general code and layout polish, features that are still being implemented or might not make the deadline are automatic correction of common OCR mistakes, as well as stemming and lemmatisation– or at least smarter ways of narrowing down a large number of conjugated words to a more concise word list without necessarily knowing the intricate details of the source document’s language. Most of these improvements would likely require the help of computational linguists and detailed knowledge of language-specific tools and stemmers, and ideas of how to plug these tools efficiently into the editor’s correction and export process.

Here’s a link to the National Library of Finland’s Github page, where the code of Revizor (OCRUI) and many other projects is or will be made available.

Wouter van Hemel, Information System Specialist

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  1443. Yet another thing I would like to convey is that instead of trying to accommodate all your online degree classes on days and nights that you end work (since the majority of people are fatigued when they go back home), try to have most of your classes on the saturdays and sundays and only one or two courses in weekdays, even if it means a little time off your end of the week. This pays off because on the saturdays and sundays, you will be much more rested in addition to concentrated for school work. Thanks alot : ) for the different tips I have learned from your blog.

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  1459. Thanks for your helpful article. One other problem is that mesothelioma cancer is generally the result of the inhalation of fibres from asbestos, which is a cancer causing material. It truly is commonly observed among employees in the structure industry who have long experience of asbestos. It could be caused by living in asbestos insulated buildings for some time of time, Genes plays an important role, and some people are more vulnerable to the risk as compared to others.

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  1490. Thanks for your posting. One other thing is that if you are promoting your property all on your own, one of the troubles you need to be mindful of upfront is just how to deal with property inspection accounts. As a FSBO seller, the key to successfully switching your property and also saving money on real estate agent revenue is understanding. The more you understand, the simpler your property sales effort will probably be. One area where this is particularly significant is home inspections.

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  1492. In line with my study, after a foreclosed home is offered at a bidding, it is common for that borrower to be able to still have some sort ofthat remaining balance on the mortgage. There are many loan companies who try and have all charges and liens paid off by the following buyer. On the other hand, depending on specific programs, rules, and state guidelines there may be many loans that aren’t easily sorted out through the shift of financial loans. Therefore, the responsibility still remains on the consumer that has received his or her property foreclosed on. Many thanks sharing your thinking on this weblog.

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  1494. I might also like to convey that most of those who find themselves with out health insurance are usually students, self-employed and people who are out of work. More than half from the uninsured are really under the age of 35. They do not feel they are in need of health insurance because they are young as well as healthy. Its income is usually spent on houses, food, and entertainment. Most people that do represent the working class either 100 or not professional are not provided insurance via their jobs so they move without as a result of rising tariff of health insurance in the us. Thanks for the suggestions you write about through this blog.

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  1495. I do believe that a foreclosed can have a important effect on the client’s life. Real estate foreclosures can have a 7 to several years negative impact on a applicant’s credit report. The borrower who’s applied for a mortgage or just about any loans for that matter, knows that the worse credit rating can be, the more tricky it is to have a decent personal loan. In addition, it may affect a borrower’s capability to find a respectable place to lease or hire, if that gets the alternative homes solution. Good blog post.

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  1571. I’ve learned a number of important things via your post. I might also like to say that there may be situation where you will have a loan and don’t need a co-signer such as a Government Student Aid Loan. However, if you are getting credit through a traditional finance company then you need to be ready to have a cosigner ready to enable you to. The lenders will base their decision over a few elements but the greatest will be your credit history. There are some loan merchants that will furthermore look at your work history and choose based on that but in many cases it will hinge on your credit score.

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  1583. My developer is trying to persuade me to move to .net from PHP. I have always disliked the idea because of the costs. But he’s tryiong none the less. I’ve been using WordPress on various websites for about a year and am nervous about switching to another platform. I have heard excellent things about blogengine.net. Is there a way I can import all my wordpress content into it? Any help would be really appreciated!

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  1612. I also believe that mesothelioma is a rare form of cancers that is generally found in these previously exposed to asbestos. Cancerous cellular material form inside mesothelium, which is a defensive lining which covers a lot of the body’s internal organs. These cells normally form from the lining with the lungs, mid-section, or the sac that encircles the heart. Thanks for discussing your ideas.

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  1666. One important thing is that when you’re searching for a education loan you may find that you will want a co-signer. There are many scenarios where this is correct because you may find that you do not possess a past history of credit so the loan provider will require you have someone cosign the money for you. Great post.

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  1680. I have discovered that wise real estate agents all over the place are starting to warm up to FSBO ***********. They are realizing that it’s not just placing a sign in the front place. It’s really pertaining to building connections with these sellers who at some point will become consumers. So, once you give your time and efforts to encouraging these traders go it alone : the “Law associated with Reciprocity” kicks in. Thanks for your blog post.

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  1686. Thanks for expressing your ideas with this blog. Also, a delusion regarding the banking companies intentions any time talking about property foreclosure is that the loan company will not take my installments. There is a specific amount of time which the bank will take payments here and there. If you are also deep within the hole, they should commonly desire that you pay the payment in whole. However, that doesn’t mean that they will have any sort of repayments at all. In the event you and the loan company can have the ability to work a little something out, a foreclosure course of action may end. However, in case you continue to neglect payments wih the new program, the property foreclosures process can pick up from where it was left off.

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