Skip to main content

Validation and data pipelines made easy!

Project description

Filters

The Filters library provides an easy and readable way to create complex data validation and processing pipelines, including:

  • Validating complex JSON structures in API requests or config files.

  • Parsing timestamps and converting to UTC.

  • Converting Unicode strings to NFC, normalizing line endings and removing unprintable characters.

  • Decoding Base64, including URL-safe variants.

And much more!

The output from one filter can be “piped” into the input of another, enabling you to “chain” filters together to quickly and easily create complex data pipelines.

Examples

Validate a latitude position and round to manageable precision:

(
    f.Required
  | f.Decimal
  | f.Min(Decimal(-90))
  | f.Max(Decimal(90))
  | f.Round(to_nearest='0.000001')
).apply('-12.0431842')

Parse an incoming value as a datetime, convert to UTC and strip tzinfo:

f.Datetime(naive=True).apply('2015-04-08T15:11:22-05:00')

Convert every value in an iterable (e.g., list) to unicode and strip leading/trailing whitespace. This also applies Unicode normalization, strips unprintable characters and normalizes line endings automatically.

f.FilterRepeater(f.Unicode | f.Strip).apply([
  b'\xe2\x99\xaa ',
  b'\xe2\x94\x8f(\xc2\xb0.\xc2\xb0)\xe2\x94\x9b ',
  b'\xe2\x94\x97(\xc2\xb0.\xc2\xb0)\xe2\x94\x93 ',
  b'\xe2\x99\xaa ',
])

Parse a JSON string and check that it has correct structure:

(
    f.JsonDecode
  | f.FilterMapper(
      {
        'birthday':  f.Date,
        'gender':    f.CaseFold | f.Choice(choices={'m', 'f', 'x'}),

        'utcOffset':
            f.Decimal
          | f.Min(Decimal('-15'))
          | f.Max(Decimal('+15'))
          | f.Round(to_nearest='0.25'),
      },

      allow_extra_keys   = False,
      allow_missing_keys = False,
    )
).apply('{"birthday":"1879-03-14", "gender":"M", "utcOffset":"1"}')

Requirements

Filters is compatible with Python 2.7 and 3.5.

Installation

Install the latest stable version via pip:

pip install filters

Install the latest development version:

pip install https://github.com/eflglobal/filters/archive/develop.zip

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

filters-1.1.0-py2.py3-none-any.whl (34.2 kB view details)

Uploaded Python 2 Python 3

File details

Details for the file filters-1.1.0-py2.py3-none-any.whl.

File metadata

File hashes

Hashes for filters-1.1.0-py2.py3-none-any.whl
Algorithm Hash digest
SHA256 ed862f0f1ecdb432ce4466bc24443d719727efa0711da4297d52b6124aacf03c
MD5 557520f89efc98065a02eddcdec4fa1a
BLAKE2b-256 5b8b2a6247d9c5b0509c924a33513a1abce8456ae3d4eb197ec08e9bcfd31685

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page