Data wrangling & common calculations for results from qMem measurement software

Overview

qMem Datawrangler

This script processes output of qMem measurement software into an Origin ® compatible *.csv files and matplotlib graphs to quickly visualy analyze data. Odd and even sweep numbers are treated seperately to account for hysteretic or memristive effects.

It also performs the following calculations:

  • Absolute values of current / current density (for semi-log plots)
  • Memory window (the ratio between the absolute values of odd and even sweeps)
  • Differential resistance
  • Fowler-Nordheim with variable exponent
  • Normalized differential resistance (NDR)
  • Statistics on all measured and calculated data (min, max, avg)

Parameters

Calculations made and plots generated by this script are controlled via the config.ini file within the same folder as the main script. The following Parameters can be set:

section parameter type explanation
Directory home_directory Bool The directory where all folders with data can be found.\Will automatically change to last one used and leaving it empty will set it to root
Parameters filter string The column that is evaluated from the file. Could be "Current [A]" or "Current Density"
Parameters resistance_slice double The value at which the differential resistance calculation is displayed
Parameters resistance_range double The size of the window used to perform linear fits of data to to calculate the differential resistance
Parameters mem_method string The method of how the memory window is calculated. Either "divide" if currents have to be devided (standard method) ord "substract" if currents should be subtracted.
Parameters start_index integer The first sweep that is used for calculations. "2" ignores the first sweep that often shows "burn-in" effects
Calculate absolute bool Parameter that sets whether or not the absolute value of currents is calculated (required "True" for semi-log plots, "False" for further Tunneling model processing)
Calculate stats bool Parameter that sets whether or not the sweep-to-sweep statistics are calculated.
Calculate fowler-nordheim bool Parameter that sets whether or not fowler_nordheim calculations should be performed (i.e. a dataset with ln(J/V)^2 vs J/V)
Calculate memory_window bool Parameter that sets whether or not the memory window should be calculated
Calculate differential_resistance bool Parameter that sets whether or not the normalized differential resistance should be calculated
Plot currents bool Parameter that sets whether or not I-V or J-V Data from all sweeps should be plotted
Plot stats bool Parameter that sets whether or not I-V or J-V min,max and average Data should be plotted
Plot currents bool Parameter that sets whether or not Fowler Nordheim Plots should be generated.
Plot currents bool Parameter that sets whether or not the memory window vs voltage plots should be generated.
Plot currents bool Parameter that sets whether or not the differential resistance vs voltage plots should be generated
Plot currents bool Parameter that sets whether or not the resistance slice and resulting fit should be displayed

Files Generated

After processing, csv files are generated and suffixes according to their content are added:

  • *_header: The header extracted from the measurement file - including all measurement parameters (e.g. step size, operator, material ID, ..)
  • *_all: File with all sweeps or *_stats: File with only the statistical analysis of all sweeps
  • *-abs: indicating that only absolute J or I values are recorded
  • *_Current _[A] or _Current-density: Indicating either current or current density within the file
  • *_fn: Results from Fowler Nordheim calculations (including V-->1/V at x-Position)
  • *_mwindow _ {method} where {method} is either "divide" or "subtract"
Owner
Julian
Julian
The dynamic code loading framework used in LocalStack

localstack-plugin-loader localstack-plugin-loader is the dynamic code loading framework used in LocalStack. Install pip install localstack-plugin-load

LocalStack 5 Oct 09, 2022
Problem statements on System Design and Software Architecture as part of Arpit's System Design Masterclass

Problem statements on System Design and Software Architecture as part of Arpit's System Design Masterclass

Relog 1.1k Jan 04, 2023
Automatically give thanks to Pypi packages you use in your project!

Automatically give thanks to Pypi packages you use in your project!

Ward 25 Dec 20, 2021
Osu statistics right on your desktop, made with pyqt

Osu!Stat Osu statistics right on your desktop, made with Qt5 Credits Would like to thank these creators for their projects and contributions. ppy, osu

Aditya Gupta 21 Jul 13, 2022
Ultimate Microsoft Edge Uninstaller!

Ultimate Microsoft Edge Uninstaller

1 Feb 08, 2022
A curses based mpd client with basic functionality and album art.

Miniplayer A curses based mpd client with basic functionality and album art. After installation, the player can be opened from the terminal with minip

Tristan Ferrua 102 Dec 24, 2022
Modern robots.txt Parser for Python

Robots Exclusion Protocol Parser for Python Robots.txt parsing in Python. Goals Fetching -- helper utilities for fetching and parsing robots.txts, inc

Moz 176 Dec 16, 2022
An evolutionary multi-agent platform based on mesa and NEAT

An evolutionary multi-agent platform based on mesa and NEAT

Valerio1988 6 Dec 04, 2022
Your self-hosted bookmark archive. Free and open source.

Your self-hosted bookmark archive. Free and open source. Contents About LinkAce Support Setup Contribution About LinkAce LinkAce is a self-hosted arch

Kevin Woblick 1.7k Jan 03, 2023
A Python library that helps data scientists to infer causation rather than observing correlation.

A Python library that helps data scientists to infer causation rather than observing correlation.

QuantumBlack Labs 1.7k Jan 04, 2023
Advanced python code - For students in my advanced python class

advanced_python_code For students in my advanced python class Week Topic Recordi

Ariel Avshalom 3 May 27, 2022
because rico hates uuid's

terrible-uuid-lambda because rico hates uuid's sub 200ms response times! Try it out here: https://api.mathisvaneetvelde.com/uuid https://api.mathisvan

Mathis Van Eetvelde 2 Feb 15, 2022
A simple service that allows you to run commands on the server using text

Server Text A simple flask service that allows you to run commands on the server/computer over sms. Think of it as a shell where you run commands over

MT Devs 49 Nov 09, 2021
Materials and information for my PyCascades 2021 Presentation

Materials and information for PyCascades 2021 Presentation: Sparking Creativity in LED Art with CircuitPython

GeekMomProjects 19 May 04, 2022
Get information about what a Python frame is currently doing, particularly the AST node being executed

executing This mini-package lets you get information about what a frame is currently doing, particularly the AST node being executed. Usage Getting th

Alex Hall 211 Jan 01, 2023
A Blender addon to enable reloading linked libraries from UI.

library_reload_linked_libraries A Blender addon to enable reloading linked libraries from UI.

3 Nov 27, 2022
A Python library to simulate a Zoom H6 recorder remote control

H6 A Python library to emulate a Zoom H6 recorder remote control Introduction This library allows you to control your Zoom H6 recorder from your compu

Matias Godoy 68 Nov 02, 2022
A Tandy Color Computer 1, 2, and 3 assembler written in Python

CoCo Assembler and File Utility Table of Contents What is it? Requirements License Installing Assembler Assembler Usage Input File Format Print Symbol

Craig Thomas 16 Nov 03, 2022
Run Windows Applications on Linux as if they are native, Use linux applications to launch files files located in windows vm without needing to install applications on vm. With easy to use configuration GUI

Run Windows Applications on Linux as if they are native, Use linux applications to launch files files located in windows vm without needing to install applications on vm. With easy to use configurati

Casu Al Snek 2k Jan 02, 2023