IBAN Validation for Polars (iban_validation_polars)

A high-performance Polars plugin for validating IBANs (International Bank Account Numbers) and extracting bank/branch identifiers leveraging Polars Multi-threaded feature and performance.

Quick Start

Example:

import polars as pl
from iban_validation_polars import process_ibans
import os

inputfile = r'iban_validation_rs/data/IBAN Examples.txt'
outputfile = r'iban_validation_polars/examples/test_file.csv'

# File generation 
df = pl.read_csv(inputfile).sample(10000000, with_replacement=True)
df.write_csv(outputfile)
print('writing to file complete')

# using the library
df = pl.scan_csv(outputfile)\
    .with_columns(
    validated=process_ibans('IBAN Examples').str.split_exact(',',2)\
        .struct.rename_fields(['valid_ibans', 'bank_id', 'branch_id'])
).unnest('validated').sort(by='IBAN Examples', descending=True)

# show some results
print(df.collect(streaming=True))

# cleanup
os.remove(outputfile)

Features

✅ Fast IBAN validation (Rust-powered)

✅ Bank identifier extraction

✅ Branch identifier extraction

✅ Support for all IBAN countries (SWIFT Registry v99)

✅ Zero-copy operations where possible

Installation

pip install iban-validation-polars

Performance Benchmarks

This polars plugin was the principal objective of this library; the benchmarks here highlight how much faster it is to use the plugin than to call the Python library with map_element (about 100 times faster).

API Reference

process_ibans(column: pl.Expr) -> pl.Expr Validates IBANs and extracts bank/branch information in a single operation. Parameters:

  • column: A Polars expression containing IBAN strings in electronic format (no spaces) Electronic format only: No spaces or special characters. Case insensitive: Both uppercase and lowercase accepted when the IBAN definition allows it. Length: 15-34 characters depending on country, as per the registry definition.

Returns:

  • pl.Expr: A struct expression containing:
    • validated_iban (str): The valid IBAN if validation passes, empty string if invalid
    • bank_code (str): Bank identifier code (when relevant and valid) otherwise empty
    • branch_code (str): Branch identifier code (when relevant and valid) otherwise empty

Non-registry countries

By default, only the official SWIFT IBAN registry countries validate. Pass allow_non_registry=True to process_ibans to additionally accept 22 IBAN-shaped account numbers that are not in the official registry (community-sourced, weaker guarantees):

df.with_columns(
    validated=process_ibans("ibans", allow_non_registry=True)
    .str.split_exact(",", 2)
    .struct.rename_fields(["valid_ibans", "bank_id", "branch_id"])
).unnest("validated")

allow_non_registry defaults to False, so existing pipelines are unaffected.

Use country_status(column: pl.Expr) -> pl.Expr to classify each IBAN as "registry", "non_registry", or "invalid" without needing to decide allow_non_registry up front - filter or group on the result in pure Polars:

from iban_validation_polars import country_status

df.with_columns(status=country_status("ibans"))

Common Use cases

  • Data Cleaning pipeline (see pandera_example.md)
  • Data validation report
  • Extracting valid IBANs only (filter for non-empty valid IBANs)

Error Handling

This pluging does not raise exception under normal operation.

Credits

Cheers to the pyo3-polars project! It made this library possible.

Changes

  • 0.1.29: added opt-in allow_non_registry keyword argument (default False) to process_ibans, plus a new country_status expression classifying IBANs as "registry" / "non_registry" / "invalid".
  • 0.1.28: upgraded to polars 0.54.4, rust 1.96.1, update to iban registry version 102 from Jun 2026 (no significant changes for this package)
  • 0.1.26: added user_friendly iban validation (handle spaces), added compile time checks, and updated to rust 1.93, dropping python 3.9, adding python 3.14
  • 0.1.25: added forbidden checksums in the validation
  • 0.1.24: update to the python interface only
  • 0.1.23: upgraded to latest Iban register (version 101), only change Portugal (no branch anymore). updated to rust 1.92.0.
  • 0.1.22: upgraded to latest Iban register (version 100), only Albania (AL) and Poland (PL) have changes affecting this project. updated to rust 1.91.1.
  • 0.1.21: upgraded to polars 0.52.0, rust 1.91, improved internal data structure. Enable modern CPU instruction on x86 (x86-64-v3) and Mac (M1) for python, polars and c packages.
  • 0.1.20: technical update upgraded to polars 0.51.0, rust 1.90
  • 0.1.19: technical update upgraded to polars 0.50.0, rust 1.89. Improved Polars documentation.
  • 0.1.18: technical update upgraded to polars 0.49.1, pyo3 0.25, rust 1.88
  • 0.1.17: memory usage reduced.
  • 0.1.16: improved performance, added territories for GB and FR, and more tests, added WASM (experimental for now), added fuzzer.
  • 0.1.15: improved performance (char to bytes) and improved c wrapper doc.
  • 0.1.13: technical update to polars 0.48.1 and pyo3 0.24.
  • 0.1.11: eliminated rust dependencies (rust code generated from Python instead of Hash and Serde).
  • 0.1.9: improve mod97 perf (reduce memory needed).
  • 0.1.8: improve mod97 perf (cpu memory tradeoff).
  • 0.1.7: improve performance related to the Iban structure again.
  • 0.1.6: improve performance related to the Iban structure.
  • 0.1.5: add support for Python 3.13.
  • 0.1.4: technical update; updated polars dependency to polars 0.46.0, pyo3-polars 0.20, and py03 0.23.

Project links

Key dates

PyPI data
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  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for e_quere from gravatar.com e_quere

Credits

Author: Eric

License

MIT License (MIT)

Requires

Python >=3.10

Tags

iban validation banking finance sepa polars plugin

Classifiers

Report project as malware

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Release history Release notifications | RSS feed

This release

0.1.29 This release

26 files

0.1.28

26 files

0.1.27

26 files

0.1.26

26 files

0.1.25

26 files

0.1.23

26 files

0.1.22

26 files

0.1.21

26 files

0.1.20

26 files

0.1.19

26 files

0.1.18

26 files

0.1.17

26 files

0.1.16

26 files

0.1.15

26 files

0.1.14

26 files

0.1.13

26 files

0.1.12

26 files

0.1.11

26 files

0.1.10

26 files

0.1.9

26 files

0.1.8

26 files

0.1.7

26 files

0.1.6

26 files

0.1.5

26 files

0.1.4

21 files

0.1.3

21 files

0.1.2

8 files

0.1.1

11 files

Yanked

0.1.0

4 files

Yanked reason: incomplete

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