One-Liner Magic with Spark NLP: Deep Learning for NER in Documents — Part 2
Published in
12 min readApr 29, 2024
We are going to use John Snow Labs NLP library with visual features installed to do whatever we did in the first part of the medium post Named Entity Recognition in Documents with Transformer Models using Visual-NLP: Part 1 but just in a single line of code!
Imagine being able to predict with any of the 40,000+ pre-trained models or even train new ones, all in a single line of code! That’s the power of nlp.load().
All we have to do is simply load the model:
You can run the following code from here: Colab
Now, to predict on the image:
Now let’s predict on the image!
We have successfully predicted on the image, now let’s look at the results.
Warning::Spark Session already created, some configs may not take.
| | entities_confidence | entities_ner_entity | entities_x_location | entities_y_location | path |
|---:|----------------------:|:----------------------|----------------------:|----------------------:|:--------------------------------------------------------------------|
| 0 | 106 | version | 1027 | 89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 67 | : | 1027 | 89 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 95 | study | 1020 | 128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 77 | id | 1088 | 128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 41 | : | 1088 | 128 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 86 | institution | 407 | 190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 45 | name | 667 | 190 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | institution | 498 | 276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 67 | address | 618 | 276 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 103 | institution | 454 | 339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 82 | address | 575 | 339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 98 | line | 673 | 339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 72 | # | 724 | 339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 65 | 2 | 724 | 339 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 88 | telephone | 497 | 402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 64 | & | 622 | 402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 88 | email | 645 | 402 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 108 | name | 58 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 84 | : | 58 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 108 | dribbler | 143 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 86 | , | 143 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 107 | aaa | 244 | 483 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | bbb | 289 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 107 | study | 431 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 97 | date | 500 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 103 | : | 500 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | 12 | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | - | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 103 | 09 | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 99 | - | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 101 | 2006 | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 88 | , | 568 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | 6 | 705 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 89 | : | 705 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 96 | 34 | 705 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | bp | 790 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 88 | : | 790 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 108 | 120 | 835 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | / | 835 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | 80 | 835 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 89 | mmhg | 926 | 478 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | pm | 432 | 509 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 111 | mrn | 58 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 101 | : | 58 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 99 | 12341820060912 | 130 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 108 | patient | 432 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 70 | location | 514 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 104 | : | 514 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 63 | room | 626 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 99 | hr | 790 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 95 | : | 790 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 101 | 100 | 840 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | bpm | 883 | 547 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 111 | dob | 58 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 99 | : | 58 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | 19 | 122 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | - | 122 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | 06 | 122 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | - | 122 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | 1979 | 122 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | ( | 258 | 582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 81 | dd | 258 | 582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 95 | - | 258 | 582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 95 | mm | 258 | 582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 97 | - | 258 | 582 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | gender | 431 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 99 | : | 431 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 72 | male | 530 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | height | 790 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 95 | : | 790 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 88 | 123 | 880 | 586 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 77 | cm | 923 | 591 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 80 | yyyy | 56 | 617 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 109 | age | 56 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 92 | : | 56 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 101 | 27 | 117 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 51 | years | 147 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 103 | weight | 788 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 98 | : | 788 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | 25 | 883 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 57 | kg | 914 | 655 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 110 | reason | 58 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 76 | for | 146 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 85 | study | 186 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 80 | : | 186 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | mi | 268 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | bsa | 790 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 94 | : | 790 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 107 | 0 | 848 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | . | 848 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 97 | 92 | 848 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 98 | m | 898 | 697 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 105 | asfgfdgsdg | 153 | 739 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 96 | : | 58 | 778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 106 | heparine | 211 | 778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 108 | , | 211 | 778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 105 | paracetamol | 323 | 778 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 102 | summary | 56 | 827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 69 | statements | 181 | 827 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 82 | - | 472 | 866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 78 | dimensional | 472 | 866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 97 | transthoracic | 668 | 866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 85 | echocardiogram | 821 | 866 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 40 | was | 1009 | 871 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 73 | performed | 57 | 897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 78 | . | 57 | 897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 53 | the | 183 | 897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 38 | study | 230 | 897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 32 | limited | 472 | 897 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 65 | . | 183 | 935 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 75 | . | 238 | 968 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | amended | 56 | 997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 100 | . | 56 | 997 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 57 | . | 382 | 1028 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 75 | grossly | 271 | 1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 48 | normal | 357 | 1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 41 | size | 442 | 1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 53 | . | 442 | 1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 45 | thrombus | 623 | 1519 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 90 | the | 609 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 72 | right | 658 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
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| 0 | 71 | is | 796 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 91 | moderately | 820 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 72 | dilated | 952 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |
| 0 | 93 | . | 952 | 1630 | file:/F:/Work/repos/nlu_new/ner/nlu/tests/nlu_ocr_tests/ocr_ner.png |Indeed! With John Snow Labs NLP, NER becomes a breeze. Gone are the days of painstakingly creating a pipeline and making predictions. Now, we can accomplish all of this in a flash with just a single line of code! It’s not only efficient but also a real time-saver.
Summary
In this article, we’ve taken a deep dive into the process of creating a pipeline for NER using John Snow Labs library with visual features installed. We’ve seen how the powerful tools provided by John Snow Labs can simplify this process, allowing us to perform complex tasks with just a single line of code. This not only makes the process more efficient but also saves us a significant amount of time.
