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A Python module for canonical data transformations between different data types and formats. Provides standardized mappings between DataFrames, dictionaries, files, and other data structures.

Project description

Canonical Transformer

A Python module for canonical data transformations between different data types and formats. Provides standardized mappings between DataFrames, dictionaries, files, and other data structures.

Features

  • DataFrame to Dictionary conversion
  • Dictionary to DataFrame conversion
  • DataFrame to CSV file transformation
  • CSV file to DataFrame loading
  • Standardized data type mapping
  • Simple and consistent API

Installation

pip install canonical-transformer

Quick Start

from canonical_transformer import *

# map DataFrame to dict
my_dict = map_df_to_data(my_dataframe)

# map Dict to DataFrame
result_df = map_data_to_df(my_dict)

# map DataFrame to CSV with standard format
map_df_to_csv(df=my_dataframe, file_folder='./', file_name='my_csv_file.csv')

Requirements

  • Python >= 3.6
  • pandas >= 2.2.3
  • python-dateutil >= 2.9.0
  • pytz >= 2024.2
  • typing_extensions >= 4.12.2

License

This project is licensed under the MIT License - see the LICENSE file for details.

Author

June Young Park
AI Management Development Team Lead & Quant Strategist at LIFE Asset Management

LIFE Asset Management is a hedge fund management firm that integrates value investing and engagement strategies with quantitative approaches and financial technology, headquartered in Seoul, South Korea.

Contact

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