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TIme Series toolKIT

Project description

TiSKitPy

Routines for time series data processing

Uses the obspy seismological Trace, Stream (data) and Inventory (metadata) classes, but should work for non-seismology datasets as well

Documentation

Classes

  • CleanRotator: rotate data to minimize noise on vertical channel
  • DataCleaner: Transfer_Function-based data cleaning
  • Decimator: Decimate time series and update metadata with the decimator's response
  • SpectralDensity: Calculate and manipulate spectral density functions.
  • TimeSpans: Specify time spans to be removed, kept, zeroed, etc.
  • ResponseFunctions: Frequency response functions for a given input channel.

Functions

  • FIR_corr: transform zero-phase data to minimum phase (only works for LCHEAPO loggers, need to update to calculate/work for any zero-phase filter)

  • readMSEED: read in MSEED data, including if the file is too big (> 2 GB) for obspy's read() function

  • rptransient: calculate and remove periodic transient (VERY manual!).
    Based on Matlab code by E Wielandt, used in Deen et al., 2017

  • PetersonNoiseModel: return the Peterson High and Low Noise Models

Installation

First, install obspy using the instructions on their webpage. Then, in the pip/conda environment that contains obspy...

From this repository

Clone or download this repository, then from within the main repository directory, run:

pip install .

You can also install in editable mode (for developers), with:

pip install -e .

Using pip

Type pip install tiskitpy

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