pdfalign is a very simple tool to grid align extracted pdf text. This is useful for invoice table extraction or further processing with llms / rag systems
Project description
pdfalign
pdfalign is a very simple tool to extract text from a pdf in a grid aligned format. This is especially useful in table extraction pipelines. Some use cases include invoice data extraction and pdf processing for rag systems. The simple algorithm that pdfalign uses is the meanshift algorithm to group text blocks together and to align grids. In some scenarios this may produce very sparse documents / tests. In most cases this is however not a problem for llms to handle
Features
- Tesseract support: Can use tesseract automatically, if no text is detected on a pdf page.
- Image support: Not only works with pdfs but also with for example scan copys of invoices.
- Output as a pandas dataframe: One of the outputs is a pandas dataframe which can be used for further processing / transformations.
Installation
Install pdfalign using pip:
pip install pdfalign
Usage
Here's a quick example on how to use PDFalign to extract grid aligned text from a PDF file:
from pdfalign import align
# Extract grid aligned text from a pdf
# which returns a list for each pdf page
pages = align("sample.pdf", force_tesseract=False, tesseract_params=None)
for page in pages:
print(page['text'])
print(page['dataframe'])
If you want to use an Image you have to make sure that pytesseract is installed. Here is the code for that:
from pdfalign import align
# Initialize an Image object
img = Image("sample.jpg")
# Extract all tables from the image
# which returns a list of Table objects
text, dataframe = align(img)
You may refer to tutorial for more details
License
This project is licensed under the MIT License - see the LICENSE file for details.
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file pdfalign-0.0.5.tar.gz.
File metadata
- Download URL: pdfalign-0.0.5.tar.gz
- Upload date:
- Size: 5.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.1.1 CPython/3.10.11
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
4e528ea8e45e64c5d4a08df1fafadab127412047228e219052f259fe50941400
|
|
| MD5 |
1b574b7222ac8d77d5225d12c09cee35
|
|
| BLAKE2b-256 |
3822b2bd42d5f9be9e742cd956ea03bf876bc55d670833404975e2538733c06c
|
File details
Details for the file pdfalign-0.0.5-py3-none-any.whl.
File metadata
- Download URL: pdfalign-0.0.5-py3-none-any.whl
- Upload date:
- Size: 5.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.1.1 CPython/3.10.11
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
5184936ea66a56bff0c444db10d6abbc81219849c9e59dbb28d530828deca08e
|
|
| MD5 |
2886953bd461a6b21afc5c8b35226343
|
|
| BLAKE2b-256 |
84ffb0d6cb189feed16614ad7a71709a198f4097ebaba5f9e9a4b5c00fdd2695
|