riccioclista / hrv

A Python package for heart rate variability analysis

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Heart Rate Variability Analysis Package

version number: 0.1.5 author: Rhenan Bartels

Overview

A python package for heart rate variability analysis

Installation / Usage

To install use pip:

$ pip install hrv

Or clone the repo:

$ git clone https://github.com/rhenanbartels/hrv.git
$ python setup.py install

Contributing

TBD

BASIC USAGE

Read RRi file

From .txt file.

Text files contains a single column with all RRi values.

from hrv.utils import open_rri
rri = open_rri('path/to/file.txt')
rri
array([ 792.,  791.,  817., ...,  884.,  851.,  854.])

From .hrm file

The .hrm files contain the RRi acquired with Polar ®

A complete guide for .hrm files can be found here.

from hrv.utils import open_rri
rri = open_rri('path/to/file.hrm')
rri
array([ 1092.,  879.,  746., ...,  931.,  968.,  958.])

RRi Image

Filters

Moving Average

from hrv.filters import moving_average
filt_rri = moving_median(rri, order=3)

Moving Average Image

Moving Median

from hrv.filters import moving_average
filt_rri = moving_median(rri, order=3)

Moving Median Image

Quotient

from hrv.filters import moving_average
filt_rri = moving_median(rri, order=3)

Quotient Filter Image

Time Domain Analysis

from hrv.classical import time_domain
from hrv.utils import open_rri

rri = open_rri('path/to/file.txt')
results = time_domain(rri)
print(results)

{'mhr': 66.528130159638053,
 'mrri': 912.50302419354841,
 'nn50': 337,
 'pnn50': 33.971774193548384,
 'rmssd': 72.849900286450023,
 'sdnn': 96.990569261440797}

Frequency Domain Analysis

from hrv.classical import frequency_domain
from hrv.utils import open_rri

rri = open_rri('path/to/file.txt')
results = frequency_domain(
    rri=rri,
    fs=4.0,
    method='welch',
    interp_method='cubic',
    detrend='linear'
)
print(results)

{'hf': 1874.6342520920668,
 'hfnu': 27.692517001462079,
 'lf': 4894.8271587038234,
 'lf_hf': 2.6110838171452708,
 'lfnu': 72.307482998537921,
 'total_power': 7396.0879278950533,
 'vlf': 626.62651709916258}

Non-linear Analysis

from hrv.classical import non_linear
from hrv.utils import open_rri

rri = open_rri('path/to/file.txt')
results = non_linear(rri)
print(results)

{'sd1': 51.538501037146382,
 'sd2': 127.11460955437322}

About

A Python package for heart rate variability analysis

License:BSD 3-Clause "New" or "Revised" License


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