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)

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-0.1.3.tar.gz (4.2 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-0.1.3-py3-none-any.whl (5.6 kB view details)

Uploaded Python 3

File details

Details for the file financial-dataset-loader-0.1.3.tar.gz.

File metadata

File hashes

Hashes for financial-dataset-loader-0.1.3.tar.gz
Algorithm Hash digest
SHA256 b1c1ca1efe6e6f169d7c2986162b3049a585980892616050487c031f3f2e6c88
MD5 7d2e34f39605d8c3206a0d9345167106
BLAKE2b-256 3241d5c977365ba1897ecc691c0dae93166a6dca17ad29e1fc173173176fdac1

See more details on using hashes here.

File details

Details for the file financial_dataset_loader-0.1.3-py3-none-any.whl.

File metadata

File hashes

Hashes for financial_dataset_loader-0.1.3-py3-none-any.whl
Algorithm Hash digest
SHA256 fba5c6946b92bbea652c1d343c27160bf1988d5446d52ddb2357ff4a6838d55d
MD5 55f6e9f18951201808218e0db2f5fb87
BLAKE2b-256 d78081dd5740dfa1374e345c0aafbb1ac5d65d53f0ffbd7656e8e64305ba794a

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