Skip to main content

A Python module for loading financial datasets from various sources

Project description

Financial Dataset Loader

A Python module for efficiently loading financial datasets from various sources including local storage and AWS S3. Designed for streamlined data management in quantitative finance applications.

Features

  • Multiple data source support:
    • AWS S3 storage (dataset_loader_s3)
    • Local filesystem (dataset_loader_local)
  • Flexible data source configuration and path management
  • Standardized file name formatting
  • Configurable dataset loading parameters

Project Structure

financial_dataset_loader/
├── data_source.py          # Data source configuration
├── dataset_loader_config.py # Loader configurations
├── dataset_loader_local.py  # Local filesystem loader
├── dataset_loader_s3.py     # AWS S3 loader
├── file_name_formatter.py   # File naming utilities
└── path_director.py         # Path management

Installation

pip install financial-dataset-loader

Usage

Loading Financial Data

from financial_dataset_loader import dataset_loader_s3

# Load menu snapshot data
df = dataset_loader_s3.load_menu2205_snapshot(date_ref='2025-02-12')

# Load specific fund data
df = dataset_loader_s3.load_menu2205(fund_code='000123', date_ref='2025-02-12')

# Load market data
df = dataset_loader_s3.load_market(market_name='KOSPI', date_ref='2025-02-12')

# Load index data
df = dataset_loader_s3.load_index(ticker_bbg_index='KOSPI Index')

# Load currency data
df = dataset_loader_s3.load_currency(ticker_bbg_currency='USDKRW Curncy')

Available Loading Functions

  • load_menu2160(fund_code): Load timeseries data for menu 2160
  • load_menu2160_snapshot(date_ref): Load snapshot data for menu 2160
  • load_menu2205(fund_code, date_ref): Load fund-specific data for menu 2205
  • load_menu2205_snapshot(date_ref): Load snapshot data for menu 2205
  • load_menu8186_snapshot(date_ref): Load snapshot data for menu 8186
  • load_menu4165(fund_code, date_ref): Load period data for menu 4165
  • load_menu4165_snapshot(fund_code, date_ref): Load snapshot data for menu 4165
  • load_index(ticker_bbg_index): Load Bloomberg index data
  • load_currency(ticker_bbg_currency): Load Bloomberg currency data
  • load_market(market_name, date_ref): Load market data

Requirements

  • Python >= 3.11
  • aws-s3-controller (for S3 functionality)
  • string-date-controller (for date conversion functionality)
  • shining_pebbles (for pseudo database functionality)

License

MIT License

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

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

financial_dataset_loader-0.2.6.tar.gz (5.8 kB view details)

Uploaded Source

Built Distribution

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

financial_dataset_loader-0.2.6-py3-none-any.whl (6.3 kB view details)

Uploaded Python 3

File details

Details for the file financial_dataset_loader-0.2.6.tar.gz.

File metadata

File hashes

Hashes for financial_dataset_loader-0.2.6.tar.gz
Algorithm Hash digest
SHA256 723e8ab038259ec56c11b0156973897772805befed8ef3cdb74cb0dc505d91f1
MD5 cf6bcb3596e1ad025f07331efc3996c6
BLAKE2b-256 85abbae0795801e0472bdd1b647ece1c8cdd7303bc76af9c8d58c4621a4ed1b3

See more details on using hashes here.

File details

Details for the file financial_dataset_loader-0.2.6-py3-none-any.whl.

File metadata

File hashes

Hashes for financial_dataset_loader-0.2.6-py3-none-any.whl
Algorithm Hash digest
SHA256 53950911563f2deba2d1b33f7df640fb8198ac3e07a92721d6dabdac9c204a01
MD5 97f3071b3e487cf8b02927bfa808ef71
BLAKE2b-256 63d733936828c3ef7fd530fdc7594295c2d86b8309ef5a8896a7c39f33586ef9

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