ecg | level arrhythmia detection and classification in ambulatory | Machine Learning library

 by   awni Python Version: Current License: GPL-3.0

kandi X-RAY | ecg Summary

kandi X-RAY | ecg Summary

ecg is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow, Keras applications. ecg has no bugs, it has no vulnerabilities, it has build file available, it has a Strong Copyleft License and it has low support. You can download it from GitHub.

Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network
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              ecg has a low active ecosystem.
              It has 562 star(s) with 255 fork(s). There are 44 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 8 open issues and 4 have been closed. On average issues are closed in 182 days. There are 13 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of ecg is current.

            kandi-Quality Quality

              ecg has 0 bugs and 0 code smells.

            kandi-Security Security

              ecg has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              ecg code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              ecg is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              ecg releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed ecg and discovered the below as its top functions. This is intended to give you an instant insight into ecg implemented functionality, and help decide if they suit your requirements.
            • Train the model
            • Generate a data generator
            • Save an example
            • Convert the input to a categorical array
            • Pad an array with a given value
            • Apply normalization
            • Predict class
            • Load preproc
            • Loads all the labels in the given path
            • Generates a data generator
            • Make JSON file
            • Load a train and dev dataset
            • Build a blacklist
            • Get all records in a given path
            • Split the dataset into train and dev
            • Construct test dataset
            • Load review ID from epi file
            • Save examples to file
            • Extract data and annotation
            • Extract the annotation
            • Extract the wave at the given index
            • Splits the dataset into train and dev features
            Get all kandi verified functions for this library.

            ecg Key Features

            No Key Features are available at this moment for ecg.

            ecg Examples and Code Snippets

            No Code Snippets are available at this moment for ecg.

            Community Discussions

            QUESTION

            Storing filter coefficients in python
            Asked 2022-Mar-27 at 11:36

            I have one pythonfile which fetches live data from an ECG device, and sends that to a website. The samplingfrequency of the ECG device is 200 Hz, and the python code fetches this data every second. I want to filter this data, so for every batch (of 1 second) I call another python file which contains my filters. Every filter have some coefficients that it finds from for example scipy.signal.butter(order, norm_cut, btype='low', analog=False, output='ba'), but the coefficients will always stay the same. So my questions is, is there a way to just store these cooeficents as global variable across the files? So its doesnt calculate these every second it gets called.

            The code structure is something like this: Main.py

            ...

            ANSWER

            Answered 2022-Mar-27 at 04:17

            You can store the filter coefficients in file-level global variables (example below).

            I suggest using SOS-form instead of ba-form; SOS-form has better numerical properties.

            If you're processing data in 1s chunks, but you're not dropping any data, look into the initial condition input and (corresponding "final condition" output) to lfilter and sosfilt

            Example of code storing coefficients:

            Source https://stackoverflow.com/questions/71628736

            QUESTION

            How to read .dat file in MATLAB
            Asked 2022-Mar-14 at 14:40

            I am trying to read an ECG signal from PTB dataset, the file extension is ".dat" ,i am using Matlab function for that:

            ...

            ANSWER

            Answered 2022-Mar-14 at 14:40

            The file extension .dat can be used for many different types of binary data file and doesn't tell you what format the data is in.

            By searching on 'PTB dataset` I found the information that the data files in this dataset are in 'WaveForm DataBase (WFDB) format', and by searching mathworks.com for 'WFDB' I found a few links including a toolbox for handling WFDB files. Try this toolbox, and update your question if it doesn't solve your problem.

            Source https://stackoverflow.com/questions/71449565

            QUESTION

            Holoviews plot with horizontal scrollbar?
            Asked 2022-Feb-23 at 18:47

            I would like to realize a holoviews plot with a scrollbar for the time/x axis.

            In detail, I want to plot a long ecg signal (20 minutes) and be able to display a frame of e.g. 10 seconds with the possibility to scroll along the entire signal.

            Is there a way to realize this? Thank you!

            Example

            ...

            ANSWER

            Answered 2022-Feb-23 at 18:47

            There are at least two options you should know about.

            1. Option

            Enable the scrolling by mouse. For this you have to activate the tool xwheel_pan for your figure.

            See this very basic example:

            Source https://stackoverflow.com/questions/71239739

            QUESTION

            Properly format 3d subplots in python
            Asked 2022-Feb-15 at 18:05

            So I have 8 3d plots (7 3d plots and one 2d plot)

            I want to position them in 4 x 2 format. Here is my code for it:

            ...

            ANSWER

            Answered 2022-Feb-15 at 12:19

            There is something wrong with how you use rows, columns and index in add_subplot. I hope this here helps:

            Source https://stackoverflow.com/questions/71125893

            QUESTION

            numpy.fromfile seems to be unable to read large files
            Asked 2022-Jan-12 at 21:45

            I wanted to write some very simple python helper tool for my project which is reading binary data from an ECG record. I have found somewhere that numpy.fromfile is the most appropriate tool to approach it, so I wrote:

            ...

            ANSWER

            Answered 2022-Jan-12 at 21:45

            Numpy reads correctly your file. To avoid a long display, numpy uses the dots:

            Source https://stackoverflow.com/questions/70688685

            QUESTION

            How to split a Series into time intervals? (python)
            Asked 2021-Dec-01 at 22:53

            I have this dataframe:

            And I should split the rows of the ''Time.s'' column into intervals, calculate the average of each interval, and finally the deviation of each average.

            I can't split the lines that have Volt.mv > 0.95 into a group for each second. I tried with GroupBy, but it creates problems with the second table:

            I used this code, calculating the average directly, but I certainly did something wrong:

            ...

            ANSWER

            Answered 2021-Dec-01 at 22:53

            Before doing the groupby, you need to map Time.s to an interval. Otherwise each group will have only a single row (most of the time).

            Here is how to group into intervals of 0.1 seconds and compute the mean and standard deviation for each interval:

            Source https://stackoverflow.com/questions/70171004

            QUESTION

            Nexus can not download dependencies of spring-boot
            Asked 2021-Nov-22 at 10:45

            I am using a nexus, which i did not configure. I log in with remote desktop on the system that runs windows server 2012. When i want to build my spring-boot application and i run the goal mvn clean package it downloands several dependencies and then fails with a connection refused error. I do not understand this. Why was is possible to download the first few, but not the spring-boot-starter-aop jar? What connection is refused? The one that is used to download the otheres? Here is my error report:

            ...

            ANSWER

            Answered 2021-Nov-22 at 10:45

            It is not downloading any of them.

            If you look at the order, it is actually failing for the first one Downloading: http://192.168.1.142:8081/nexus/content/groups/public/org/aspectj/aspectjweaver/1.9.6/aspectjweaver-1.9.6.pom.

            It is telling you it is downloading, but then during the first attempt it fails to connect.

            My suggestion is to try the URL on your browser without maven first to see if you can access it: http://192.168.1.142:8081/nexus/content/groups/public/ in the browser

            If download was successfull of any of those dependencies, you would see (downloading/downloaded)

            Downloading from cv-release: https://arm./springframework/session/spring-session-bom/2021.0.3/spring-session-bom-2021.0.3.pom

            Downloaded from cv-release: https://arm./org/springframework/session/spring-session-bom/2021.0.3/spring-session-bom-2021.0.3.pom (2.7 kB at 15 kB/s)

            Source https://stackoverflow.com/questions/70062781

            QUESTION

            Multiple live plot GUI using pyqtgraph and PyQt5
            Asked 2021-Nov-17 at 03:14

            I am trying to create a gui with several live plot EEG/ECG graphs (each plot on different axes). From what I understand, I need to create multiple PlotWidgets inside a grid layout.

            I have created a live plot using pyqtgraph, below however I am unsure how to merge this into the GUI:

            from pyqtgraph.Qt import QtGui, QtCore import pyqtgraph as pg import collections import random import time import math import numpy as np

            ...

            ANSWER

            Answered 2021-Nov-17 at 03:14

            Here is an option where you can use both classes with minimal changes.

            Change the DynamicPlotter constructor to accept a PlotWidget as a argument instead of creating a new one, since they are created and added to a layout in Ui_Mainwindow. In the MainWindow class, create a DynamicPlotter object for each plot (and keep a persistent reference, in this case I added them to a list self.plots).

            Source https://stackoverflow.com/questions/69993219

            QUESTION

            Chaquopy Android Wrapper
            Asked 2021-Nov-15 at 10:23

            Chaquopy Android I have to call the python file method with array data. then python file executes ECG Peak(PQRST) using neurokit2 and got this error.

            code is properly work in pycharm. there is no TypeError

            ...

            ANSWER

            Answered 2021-Sep-01 at 19:44

            Pandas added support for the string dtype in version 1.0. So change the pip section of your build.gradle file to install pandas==1.3.2, which we released for Chaquopy a few days ago.

            Source https://stackoverflow.com/questions/68996540

            QUESTION

            How to calculate stdev inside a For Loop with conditions in Python
            Asked 2021-Nov-12 at 17:06

            I have a CSV file, structured in two columns: "Time.s", "Volt.mv". Example: 0, 1.06 0.0039115, 1.018 0.0078229, 0.90804

            So, I have to return time values ​​that exceed the threshold of 0.95 indicating the deviation of each value with respect to the average of that time interval.

            I calculated the average like this:

            ...

            ANSWER

            Answered 2021-Nov-12 at 15:41

            The issue is that you are setting each of the values to the last calculation of dev.

            To do what you want with the for loop, you have to make two edits:

            First, append the calculated dev to ecg_dev

            Source https://stackoverflow.com/questions/69945335

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install ecg

            If you don't have virtualenv, install it with. Make and activate a new Python 2.7 environment. Install the requirements (this may take a few minutes). For CPU only support run. To install with GPU support run.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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