ficto.core package

Submodules

ficto.core.generate module

This module provides functions to create synthetic data using a YAML configuration file. It leverages the functionality from the ficto.helper.data_module for data sources and ficto.helper.builder for generating data based on the specified configuration.

Usage

  1. Use the create_dataframe function to generate synthetic data:

data_config_path = "path/to/your/config.yaml"
num_rows = 1000  # Specify the number of rows needed in the DataFrame
synthetic_data = create_dataframe(data_config_path, num_rows)

  1. Customize the YAML configuration file according to your data generation requirements.

Notes:

  • The create_dataframe function reads the configuration from a YAML file and generates synthetic data based on the specified column types and options.

  • The module utilizes functions from ficto.helper.data_module and ficto.helper.builder to source data and generate synthetic values, respectively.

Functions

  • create_dataframe: Creates a pandas DataFrame based on the configuration specified in a YAML file.

Module contents