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Resample High Frequency Data

Introduction

These codes resample high frequency financial data using a large variety of published approaches.

Supported Data

Trades and Quotes Forex

Approaches

Currently, these techniques are implemented:

  • Calendar Time Sampling (CTS)
  • Transaction Time Sampling (TrTS)
  • Tick Time Sampling (TTS)
  • Duration Adjustment Sampling (DA)
  • Time Transformation Sampling (TT)
  • Business Time Sampling (BTS)
  • A smoothed Business Time Sampling variant (sBTS)
  • Weighted Standard Deviation Sampling (WSD)

The names in brackets refer to the variables in the process_data.py file. For references to these approaches see the comments within the code.

Usage

See my repo on realized quantities