Skip to main content

A PySpark package to check missing dates in tables

Project description

Date Validator PySpark

A PySpark utility for validating date completeness in tables.

Installation

pip install pyspark-date-validator

Example Usage

Validating Multiple Tables with MultipleTablesValidator

Run checks across multiple tables and raise an error if any have missing dates.

from date_validator import MultipleTablesValidator

# Define table configurations
table_configs = [
    {"table_name": "table1", "start_date": "2023-01-01", "end_date": "2023-01-05", "frequency": "daily"},
    {"table_name": "table2", "start_date": "2023-01-01", "end_date": "2023-03-31", "frequency": "monthly"}
]

# Run validation
validator = MultipleTablesValidator(table_configs)
validator.run_checks()
# Output:
# Missing dates in table 'table1' (daily):
# +----------+
# |  as_at_dt|
# +----------+
# |2023-01-02|
# |2023-01-04|
# |2023-01-05|
# +----------+
# Missing dates in table 'table2' (monthly):
# +----------+
# |  as_at_dt|
# +----------+
# |2023-02-28|
# +----------+
# ValueError: Missing dates detected in one or more tables.

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

pyspark_date_validator-0.2.1.tar.gz (3.0 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

pyspark_date_validator-0.2.1-py3-none-any.whl (3.4 kB view details)

Uploaded Python 3

File details

Details for the file pyspark_date_validator-0.2.1.tar.gz.

File metadata

  • Download URL: pyspark_date_validator-0.2.1.tar.gz
  • Upload date:
  • Size: 3.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.11.11

File hashes

Hashes for pyspark_date_validator-0.2.1.tar.gz
Algorithm Hash digest
SHA256 1650cc1af8e801645a7e3ce2f91d4f44837d3ecda031ee3c8aebec9c5b77c81e
MD5 6a942b7342f5939771312cbb64caac30
BLAKE2b-256 b9cb4c353d154cb356bad2515fb53d00e96a2ad1e6fb7496f9ce042ca524b466

See more details on using hashes here.

File details

Details for the file pyspark_date_validator-0.2.1-py3-none-any.whl.

File metadata

File hashes

Hashes for pyspark_date_validator-0.2.1-py3-none-any.whl
Algorithm Hash digest
SHA256 aedde8f41343010c7a2bd8d6d64b9b35ebecc3ae5bd77586a786ccd5d18108fb
MD5 45ee964338074500b75b1dd99f30c8a8
BLAKE2b-256 f9c37ba03dd8a4904824ed06a177051719446ba0eab21f61cc807cfdb8a9b53e

See more details on using hashes here.

Supported by

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