The Transtractor

PyPI version Development Status Tests Read the Docs codecov License

The Universal PDF Bank Parser

The Transaction Extractor, or 'Transtractor', aspires to be a universal library for extracting transaction data from PDF bank statements. Key features:

Written in Rust (fast and portable)
Python API (user friendly)
WASM bindings (browser-ready)
A web-based GUI (even more user friendly)
No AI (lightweight, self-contained and dirt cheap)
Rules-based extraction (100% predictable and accurate)

Installation

Install from PyPI

Transtractor is available on PyPI and can be installed with pip:

pip install transtractor

Compile from Source

Install Rust: Download and install Rust from rustup.rs
Install uv: Follow instructions from Astral

Sync Python environment and compile: Clone the repository and build

git clone https://github.com/transtractor/transtractor.git
cd transtractor-lib
uv sync --locked --group dev

Test the package: Run Rust and Python unit tests
```
cargo test
uv run pytest
```

Basic Usage

Detailed documentation maintained on Read the Docs, but you can get started using the following steps.

Import and initialise the parser

from transtractor import Parser

parser = Parser()

Convert PDF to CSV: All CSV files are written in a standard format
```
parser.parse('statement.pdf').to_csv('statement.csv')
```

Convert PDF to DataFrame: Load into a DataFrame for analysis

import pandas as pd

data = parser.parse('statement.pdf').to_pandas_dict()
df = pd.DataFrame(data)

The parse method returns a StatementData object containing the account number, statement date, opening and closing balances, and transaction table. Transaction dates, descriptions, amounts, and running balances are extracted or derived when they are not explicitly recorded in the statement. Transaction amounts are validated against the opening and closing balances; if validation fails, the method raises a ParserError.

Supported Statements

See the documentation for a current list of supported statements. You may also create your own parsing configuration files by following these instructions and loading it by:

from transtractor import Parser

parser = Parser()
parser.load('my_config.json')
parser.parse('statement.pdf').to_csv('statement.csv')

WASM Implementation

WASM bindings are also provided for in-browser parsing of PDF bank statements. See this guide for an introductory guide on how to compile and use them.

You may also want to checkout www.transtractor.net to see these bindings in action, or self-host the Transtractor Web Interface from the source code.

Developers

The following pages provide further information about how this package is built and developed:

Architecture Guide: Overview of key application components and design principles.
Developer Guide: Reference page for core development and maintenance.
Contributor Guide: Extending the package to parse additional bank statements.
WASM Guide: Build and usage notes for the TypeScript/WASM package.

Please get involved or email gravytoast@pm.me if you have any questions.

Download files

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Source Distribution

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Algorithm	Hash digest
SHA256	`bcefa013f9ac7c9b7ce07a74e23d41808b75cddfffa2a6b6057297aeed14931f`
MD5	`84d2f7a2afc41f42c934ff39e66bf136`
BLAKE2b-256	`10dc9127b8761196e06afa3ee145f59ae9b01282d09897a1cd832df892935272`

Algorithm	Hash digest
SHA256	`5241d933764d407186101f5f7640c5b70bd87ededff6484a7f3c91155b787c5e`
MD5	`31ced75e582b642e404151afe1c972b5`
BLAKE2b-256	`11d2e2a51f95badb213768d910631056eb0181d0cf860ba8ad4aed718bfd9e6c`

Algorithm	Hash digest
SHA256	`2e7631536257502758caba589cd5fc3f11d13288c890e16773060f0e6ff6dda1`
MD5	`27b19576063ea4500736928f2a81b573`
BLAKE2b-256	`1a607c1b11530316f049b3a0b9da60932a945375947f90a87de53a9a0966dddc`

Algorithm	Hash digest
SHA256	`812f0e3b945d16634a42f601363043351c27c7e95cf00f3c5d6cf5bf1f08d501`
MD5	`4721b5846fe5251ae2c449eee4a92938`
BLAKE2b-256	`71ce6d9a93cd416759c79a29a6f2dd122e5ac4ee046785076c009b73aaf1f3af`

Algorithm	Hash digest
SHA256	`45cb6c453af3fb8f378f4627c02b548e935bb252f556de8d5711a4f822f503f5`
MD5	`b72572f78cfce4e3d5f271afbb999357`
BLAKE2b-256	`62c8d1fb791a368f1895bbdd5036535d1554e4c205eca328fcb339288beb18ed`

Algorithm	Hash digest
SHA256	`9cee2b42671217eaa5e046ae979b19a5f05f2d2fa0ca7b81515c0e2fe0cc48e1`
MD5	`d376b53ec6446ba6edbd1db286b7a107`
BLAKE2b-256	`b8eca7604522d6f3c0fb06baccf262d0c259835694c2b991363a187efac8a450`

Algorithm	Hash digest
SHA256	`c49c02b85aecc030156eb26d9d70a2bfbf81b9654d99b862addea5233bca95a3`
MD5	`0004d1da7678906dfb052c9811c7920d`
BLAKE2b-256	`234a1c2c0f92997612630cfe29e10e80d0b99ebb31dbb5a87244bd148cd6766b`

Algorithm	Hash digest
SHA256	`e93699be6f2be7a8b694a86d203fd09c7e20ad31f8db437fbb5c159202ec9e47`
MD5	`70617249f836d8f62fdff16e45d38daa`
BLAKE2b-256	`a5f9afab7f1434471b4e4af1aae88f9353fb12111b7c1ecfe9fd8d15dc1993f2`

Algorithm	Hash digest
SHA256	`bc78961edf9d44b825561b36d29323b55700dd8c99d27f4fc7064eefa482a14c`
MD5	`a5b680eaea42f834f83e0b6895ad324f`
BLAKE2b-256	`032c79098b638cba05279f3acdd9e2750100cf709f1d5d754d1cdeeba3b01bed`

Algorithm	Hash digest
SHA256	`60e8e88f12c888757e98238d550dc93b28cdba202126091e1839db6df8606e45`
MD5	`c538b3e36c0e10cd04b5668fa3998314`
BLAKE2b-256	`83d7f80c2cdd1d9688f529a8a528f5636ccc81c3885c8dff8a8beac0f3e2275f`

Algorithm	Hash digest
SHA256	`708908bef7a2ea79b997468d1cb260e5c799d3e3ce9e1120e15aa5dce544cc98`
MD5	`e2ec6e0ed2953d5f0d8bb8baba520fa9`
BLAKE2b-256	`278d47447609b7e29df086afb00d21def2e26f45da46134dd1a78f66e7d4977b`

Algorithm	Hash digest
SHA256	`ef8c3ab1cd90df83b1166bc6aa995e7b74941689af9ae106a5228e1f51a89125`
MD5	`feb527d045cee817058778f20941aca3`
BLAKE2b-256	`5f8678f0f872ca6478f352a442c28bf5809a59650527e1c333059557f0404cd5`

Algorithm	Hash digest
SHA256	`5bb0677f6e26780081995fd4969896b958f9a4bc37b048f2c61c7d9a3ec9dcc8`
MD5	`698ce0fae9591cd2972ee5b3a6cf8171`
BLAKE2b-256	`6f6b388bfbf9f03c4cf6de1bc7dfe8701e6697dc4548c545c736307d8c14089f`

Algorithm	Hash digest
SHA256	`b38b641c63582a2ccd4fbaf382d765d72302b00824527a4c89f62d4090196f9d`
MD5	`54bc2c2bef3ba5acafb9f59546d3aa17`
BLAKE2b-256	`4342b183a5f0aef552c19ffcd7c917fb892bb3a0c6f8fb8d8a2a31de5a1314be`

Algorithm	Hash digest
SHA256	`9b315cd8fb2f99c8976d18f3f210d397c11ada735cd112ec64cf51f2305e6bbf`
MD5	`59e399000130778366e2ff2e25f0439e`
BLAKE2b-256	`1ca68034d2995b996604d7b96c6241252b48c7354200a09dc4476b1f9818f92b`

Algorithm	Hash digest
SHA256	`603933979737a51abf115fdd580b62ef45f04e2264d77e1f89dbbc214a61a7c2`
MD5	`526a33564b64e32f3640bc4185e0230c`
BLAKE2b-256	`67de8c7d02944f1dc382eb49808aa844fe1691444daf82a222ab816aff17df57`

Algorithm	Hash digest
SHA256	`9cf6fc6343c1a52de7181f4e91b98a6dd616f60f292bb8923a805fb4a13dd826`
MD5	`f746aeaefab8246384706ed93165ceed`
BLAKE2b-256	`f2f70157a9101d186553a27aa9a8413208892f69954e0666da3666dcf35a65b7`

Algorithm	Hash digest
SHA256	`407c638d9dfcb334f4154d8f76463b110158e30cded645ca935e6f1b02ff6e96`
MD5	`1888ca751ad0cf7fd75a6bf96c808dd8`
BLAKE2b-256	`905f5362a07d8e97caec5938147ee382994d52591489476c615996ab79ef1b76`

Algorithm	Hash digest
SHA256	`97bda3af404ca2f4a1cb6d7438acb4d5e199a4eefa50e7e0009ac3a83bd3c501`
MD5	`4522606d893745a56eca8b9117092761`
BLAKE2b-256	`d12e33d9f5e64fd677cb958d8b7e2de609d1c3a0d3d1c46e587861ad3046eb46`

transtractor 0.12.0

The Transtractor

The Universal PDF Bank Parser

Installation

Install from PyPI

Compile from Source

Basic Usage

Supported Statements

WASM Implementation

Developers

Project links

Key dates

1 maintainer

Credits

License

Requires

Tags

Classifiers

Download files

Source Distribution

Built Distributions

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Algorithm	Hash digest
SHA256	`e253564c138ee52b80f23fb5460fabf9c7955e1ab96dd07567c2033ba0feddc4`
MD5	`f6df03a71ea3fb96edd2812bfdddbed1`
BLAKE2b-256	`d1831a3ed2e3901b3f25d16cc22d8962f33e30f77200aced8779e5d9990a4e1e`

Algorithm	Hash digest
SHA256	`6102b578a123d0ede0c3b4de4de45c5fff15949d0dc340b161f5895cf79bdf65`
MD5	`2d772749402c463d2ac7732d2ebe3b77`
BLAKE2b-256	`3c4810274b0398e580e4d532a57455fdcde0d26b4a21c5c4f58e96b77e13ed7d`

Algorithm	Hash digest
SHA256	`9c187f4505e918b78bf47b4e45fbc6de94a5d23c033819c31f9ff85c2dfcd836`
MD5	`3008a362461eacb9dae83582447d2a2a`
BLAKE2b-256	`3debaa01a80641a685f110c08e076ebbae710a6046a95d34608af7b99a7a1c75`

Algorithm	Hash digest
SHA256	`13de137bb507be6b02a49298c81ac4dda9805df690d9b7d8d26c129c296e5ffe`
MD5	`ee5e80bd7a9cd5d49377df84d5dc7634`
BLAKE2b-256	`5ace92d02beb8912a2fdd04368f83259d7e8399f6849d21970084c6ad170bfef`

Algorithm	Hash digest
SHA256	`34ae857ee7b494042226f9c5eb066f85e610b362e02ec8640922ba09fc101826`
MD5	`6888df3d9f6a697505e8d00e982c5f52`
BLAKE2b-256	`b90ecea63f7f3ee98993e5f0aad1084eca2ef8c06a7de4844735e22d4adb6c2e`

Algorithm	Hash digest
SHA256	`585af720e5831c2eacc9d46db4f56dbaa896f987326349a5370d30f6f6ae90c7`
MD5	`6d9ccf43b372ea6910abed5bda1af9ea`
BLAKE2b-256	`b92e74df357f39b6084ddd2130e5ba5cc5344e22a95b91318064af84947cf9d6`

Algorithm	Hash digest
SHA256	`ba984b8b2e5722180fd1a14d604066c9af808831cfe7d59a055e7c4c5f168383`
MD5	`ca3d910c504864cbc2e2133192ab7238`
BLAKE2b-256	`5fabd33da2c15b719f1a1fbb34ad0b9644d87c2652c5b868b6b92a906c87ad01`

Algorithm	Hash digest
SHA256	`1c0d66b9c375e2779839a6f68f67f869dd97fafee223a3aa5115eadb4a8d5939`
MD5	`973e9d84b42902b7c5f2dc1cc20e77c7`
BLAKE2b-256	`e3fcfaabc10f5154e8aa56916a0c5b7e48942e8c7078e524552f4ee721a28e41`

Algorithm	Hash digest
SHA256	`efe33a28544f714ac00d4b09ee85c69fb8b2b40d0b41da690379f711d64a0ae6`
MD5	`7b178c9a7bbe17389966a398a06f9a31`
BLAKE2b-256	`41db442d69970bb3cb03a111dfd34a25c130df357f17f22bb57ff090be8450df`

Algorithm	Hash digest
SHA256	`df858cf462b52046ad339034eca8a09c7a66a6f766ac450aad95c247c404d540`
MD5	`05828c43fd5ffa937fdfd31c3a0c53b0`
BLAKE2b-256	`6a5bf3008235c54d4fc9f81ef2c8f39742f4e0ae2ff0f5146dd5269f4b84f26b`