Python script to automate the plotting and analysis of percentage depth dose and dose profile simulations in TOPAS.

Related tags

Data Analysispythonmonte-carlo-simulationtopastkinter-guitopasmc
Overview

topas-create-graphs

A script to automatically plot the results of a topas simulation

Works for percentage depth dose (pdd) and dose profiles (dp). Depth dose measurements are assumed to
be in the z-direction, dose profiles in the x- or y-directions.

Automatically calculates relevant parameters

Measurement type Parameters
Depth dose Q-Factor zmax
Dose profile FWHM CAXdev FLATKrieger FLATstddev Penumbra (L&R) Integral (L&R)

  • Q-Factor : Radiation Quality Factor

  • zmax : Depth at Maximum

  • FWHM : Full-Width at Half-Maximum

  • CAXdev : Centre Axis Deviation

  • FLATKrieger : Flatness of Dose Plateau (Definitionby Krieger)

  • FLATstddev : Flatness of Dose Plateau (Standard Deviation)

  • Penumbra (L&R) : Width of Left and Right Penumbra

  • Integral (L&R) : Integral below Left and Right Penumbra

Includes an optional GUI

The script is intended as a command line tool, where the first argument is the path to the file, and the second is the number of histories. However, the GUI can also be used. It comes with basic file selection and preview of the graph, as well as the option to save the graph.

Assumes a ".csv" input file format from a TOPAS Scorer with the following header format:

# TOPAS Version: {...}
# Parameter File: {...}.txt
# Results for scorer {...}
# Scored in component: {...}
# X in {...} bin of {...} cm
# Y in 1 {...} of {...} cm
# Z in {...} bins of {...} cm
# DoseToMedium ( Gy ) : {Sum/Mean} Standard_Deviation
Voxel Coordinate X, Voxel Coordinate Y, Voxel Coordinate Z, {Sum/Mean} Value, Standard_Deviation Value
.
.
.

Dependencies

Uses the beautiful Azure-ttk dark theme by @rdbende. Requires Python3 and Numpy, Scipy, Matplotlib, Pillow and cv2.

You might also like...
A set of functions and analysis classes for solvation structure analysis

SolvationAnalysis The macroscopic behavior of a liquid is determined by its microscopic structure. For ionic systems, like batteries and many enzymes,

MDAnalysis 19 Nov 24, 2022
🧪 Panel-Chemistry - exploratory data analysis and build powerful data and viz tools within the domain of Chemistry using Python and HoloViz Panel.
🧪 Panel-Chemistry - exploratory data analysis and build powerful data and viz tools within the domain of Chemistry using Python and HoloViz Panel.

🧪📈 🐍. The purpose of the panel-chemistry project is to make it really easy for you to do DATA ANALYSIS and build powerful DATA AND VIZ APPLICATIONS within the domain of Chemistry using using Python and HoloViz Panel.

Marc Skov Madsen 97 Dec 8, 2022
Larch: Applications and Python Library for Data Analysis of X-ray Absorption Spectroscopy (XAS, XANES, XAFS, EXAFS), X-ray Fluorescence (XRF) Spectroscopy and Imaging

Larch: Data Analysis Tools for X-ray Spectroscopy and More Documentation: http://xraypy.github.io/xraylarch Code: http://github.com/xraypy/xraylarch L

xraypy 95 Dec 13, 2022
Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris, Fractional Factorial and FAST methods.

Sensitivity Analysis Library (SALib) Python implementations of commonly used sensitivity analysis methods. Useful in systems modeling to calculate the

SALib 663 Jan 5, 2023
A data analysis using python and pandas to showcase trends in school performance.
A data analysis using python and pandas to showcase trends in school performance.

A data analysis using python and pandas to showcase trends in school performance. A data analysis to showcase trends in school performance using Panda

Jimmy Faccioli 0 Sep 7, 2021
A collection of learning outcomes data analysis using Python and SQL, from DQLab.
A collection of learning outcomes data analysis using Python and SQL, from DQLab.

Data Analyst with PYTHON Data Analyst berperan dalam menghasilkan analisa data serta mempresentasikan insight untuk membantu proses pengambilan keputu

null 6 Oct 11, 2022
BioMASS - A Python Framework for Modeling and Analysis of Signaling Systems
BioMASS - A Python Framework for Modeling and Analysis of Signaling Systems

Mathematical modeling is a powerful method for the analysis of complex biological systems. Although there are many researches devoted on produ

BioMASS 22 Dec 27, 2022
Weather analysis with Python, SQLite, SQLAlchemy, and Flask
Weather analysis with Python, SQLite, SQLAlchemy, and Flask

Surf's Up Weather analysis with Python, SQLite, SQLAlchemy, and Flask Overview The purpose of this analysis was to examine weather trends (precipitati

Art Tucker 1 Sep 5, 2021
Stock Analysis dashboard Using Streamlit and Python
Stock Analysis dashboard Using Streamlit and Python

StDashApp Stock Analysis Dashboard Using Streamlit and Python If you found the content useful and want to support my work, you can buy me a coffee! Th

StreamAlpha 27 Dec 9, 2022
Comments
  • Nice work! plus a few comments

    Nice work! plus a few comments

    Firstly, this is really nice! i have been vaguely contemplating if I should do something like this given the number of how 'how do I plot...' questions on the forums. Nice to see. The following are some comments/questions/suggestions. Feel free to ignore any that aren't helpful!

    comments

    • I would move the install instructions closer to the top of the read me, because whenever I look at software on github the first thing I want to do is make sure I can install it before I start read the detailed instructions.

    questions

    • what scoring geometries does this handle? or will it handle anything? e.g. I think depending on the scoring component, the coordinates might be polar or cartesian (right?), will this handle both?
    • Is it possible to run this 'headless' (no GUI?) and if not would it be difficult to add this? In many situations it would be nice to be able to script analysis...also for debugging this would be handy.

    install experience

    • In ubuntu, I had to do sudo apt install python3.9-dev before this package would install. It was some issue with a package called evdev
    • In windows worked perfectly.

    use experience

    • in linux the default window is very large - I can make it larger, but I can't make it smaller. weird!
    • I tried to load some .bin files from a TsBox scorer; in windows and linux I got the error "AttributeError: 'Simulation' object has no attribute 'direction'"
    • In general it looks like there are a few if, elif statements where it would be a good idea to put a final else: raise NotImplementedError
    opened by bwheelz36 6
  • Fix Y-Axis Label

    Fix Y-Axis Label

    3ddose dataset shows y-axis label "mm" if not normalized. --> "Dose [Gy/history]" Maybe add optionial or permanent label for relative dose distributions e.g. "Relative Dosis"

    opened by jaschst 1
  • Add Gamma Index Calculation

    Add Gamma Index Calculation

    import pymedphys

    gamma = pymedphys.gamma( (data[0][0],), data[0][1], (data[1][0],), data[1][1], 1, 1 )

    valid_gamma = gamma[~np.isnan(gamma)] pass_ratio = np.sum(valid_gamma <= 1) / len(valid_gamma) print(pass_ratio)

    enhancement 
    opened by sebasj13 0
Releases(v21.1.2)

  • v21.1.2(Jun 23, 2022)

    What's Changed

    • Bug fix preventing simulations without a standard deviation from loading

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v21.1.1...v21.1.2

    Source code(tar.gz)
    Source code(zip)

  • v21.1.1(Jun 20, 2022)

    What's Changed

    • Saving now includes the parameter table

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v21.1.0...v21.1.1

    Source code(tar.gz)
    Source code(zip)

  • v21.1.0(Jun 20, 2022)

    What's Changed

    • Added option to add a title to the graph
    • Added option to rename the Y-axis
    • Minor bug fixes when importing custom measurements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v21.0.0...v21.1.0

    Source code(tar.gz)
    Source code(zip)

  • v21.0.0(Jun 13, 2022)

    What's Changed

    • Added the option to show the value of the plot on mouse hover under: Menu -> View -> Show value on hover
    • Major overhaul on the menu bar - it should be more responsive and intuitive to use!
    • Fixed a bug which prevented renaming of the X-axis
    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.1.1...v21.0.0

    Source code(tar.gz)
    Source code(zip)

  • v20.1.1(May 31, 2022)

    What's Changed

    • Minor bug fixes in the handling of RadCalc files

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.1.0...v20.1.1

    Source code(tar.gz)
    Source code(zip)

  • v20.1.0(May 12, 2022)

  • v20.0.6(Apr 8, 2022)

    What's Changed

    • Fix case sensitivity in PTW measurement import by @sebasj13 in https://github.com/sebasj13/TopasGraphSim/pull/82

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.0.4...v20.0.5

    Source code(tar.gz)
    Source code(zip)

  • v20.0.4(Mar 26, 2022)

    What's Changed

    • Prompt the select the type of measurment when importing custom formats

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.0.3...v20.0.4

    Source code(tar.gz)
    Source code(zip)

  • v20.0.3(Mar 25, 2022)

    What's Changed

    • Added extra check for the lower dose cutoff in gamma calculations

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.0.2...v20.0.3

    Source code(tar.gz)
    Source code(zip)

  • v20.0.2(Mar 24, 2022)

    What's Changed

    • Open file dialog now defualts to the most recently used directory instead of the install location

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v20.0.1...v20.0.2

    Source code(tar.gz)
    Source code(zip)

  • v20.0.1(Mar 24, 2022)

  • v20.0.0(Mar 16, 2022)

    What's Changed

    • Added gamma index calculation by @sebasj13 in https://github.com/sebasj13/TopasGraphSim/pull/80

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v19.1.1...v20.0.0

    Source code(tar.gz)
    Source code(zip)

  • v19.1.1(Feb 22, 2022)

    What's Changed

    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v19.1.0...v19.1.1

    Source code(tar.gz)
    Source code(zip)

  • v19.1.0(Feb 22, 2022)

    What's Changed

    • Quality of life updates to the zoom window
    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v19.0.3...v19.1.0

    Source code(tar.gz)
    Source code(zip)

  • v19.0.3(Feb 21, 2022)

    What's Changed

    • Big fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v19.0.2...v19.0.3

    Source code(tar.gz)
    Source code(zip)

  • v19.0.2(Feb 21, 2022)

    What's Changed

    • Added plateau normalization option, which averages the 10 central points
    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v19.0.0...v19.0.2

    Source code(tar.gz)
    Source code(zip)

  • v19.0.0(Feb 20, 2022)

    What's Changed

    • Fixed parameter calculation for custom measurement files
    • Added customization of the graph markers https://github.com/sebasj13/TopasGraphSim/pull/76
    • Added a citation https://github.com/sebasj13/TopasGraphSim/pull/78
    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.2.1...v19.0.0

    Source code(tar.gz)
    Source code(zip)

  • v18.2.1(Feb 19, 2022)

    What's Changed

    • Fixed a bug that prevented app startup when a recent file had been moved/deleted

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.2.0...v18.2.1

    Source code(tar.gz)
    Source code(zip)

  • v18.2.0(Feb 17, 2022)

    What's Changed

    • Added recent files functionality and improved the performance of the PTW Importer by @sebasj13 in https://github.com/sebasj13/TopasGraphSim/pull/73

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.1.2...v18.2.0

    Source code(tar.gz)
    Source code(zip)

  • v18.1.2(Feb 17, 2022)

    What's Changed

    • The Application now opens where it was last closed

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.1.1...v18.1.2

    Source code(tar.gz)
    Source code(zip)

  • v18.1.1(Feb 16, 2022)

  • v18.1.0(Feb 16, 2022)

    What's Changed

    • Major Performance improvements and stability updates when resizing the window or scrubbing though the data

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.0.2...v18.1.0

    Source code(tar.gz)
    Source code(zip)

  • v18.0.2(Feb 14, 2022)

    What's Changed

    • Removed half screen height restriction to allow for better tiling in Windows

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v18.0.0...v18.0.2

    Source code(tar.gz)
    Source code(zip)

  • v17.3.1(Feb 12, 2022)

  • v17.3.0(Feb 12, 2022)

    What's Changed

    • Added drag and drop support
    • Improved the y-axis labels

    Know issue:

    • When switching the language, existing graphs aren't placed correctly. A workaround is switching the theme, then switching back.

    Full Changelog: https://github.com/sebasj13/TopasGraphSim/compare/v17.2.9...v17.3.0

    Source code(tar.gz)
    Source code(zip)

  • v17.2.9(Feb 10, 2022)

    What's Changed

    • Overhaul to the placement of elements on screen
    • Bug fixes and performance improvements

    Full Changelog: https://github.com/sebasj13/topasgraphsim/compare/v17.2.8...v17.2.9

    Source code(tar.gz)
    Source code(zip)

  • v17.2.8(Feb 7, 2022)

    What's Changed

    • Important Bug fix - assignment of errorbars to data was flipped and is now fixed

    Full Changelog: https://github.com/sebasj13/topasgraphsim/compare/v17.2.7...v17.2.8

    Source code(tar.gz)
    Source code(zip)

  • v17.2.7(Feb 7, 2022)

  • v17.2.6(Feb 6, 2022)

  • v17.2.5(Feb 6, 2022)

    What's Changed

    • Fixed a bugged color when using dark mode

    Full Changelog: https://github.com/sebasj13/topasgraphsim/compare/v17.2.4...v17.2.5

    Source code(tar.gz)
    Source code(zip)
Owner
Sebastian Schäfer
Master Student of medical physics and Python enthusiast.
Sebastian Schäfer
GitHub Repository
BinTuner is a cost-efficient auto-tuning framework, which can deliver a near-optimal binary code that reveals much more differences than -Ox settings.

BinTuner is a cost-efficient auto-tuning framework, which can deliver a near-optimal binary code that reveals much more differences than -Ox settings. it also can assist the binary code analysis rese

BinTuner 42 Dec 16, 2022
Exploring the Top ML and DL GitHub Repositories

This repository contains my work related to my project where I scraped data on the most popular machine learning and deep learning GitHub repositories in order to further visualize and analyze it.

Nico Van den Hooff 17 Aug 21, 2022
WithPipe is a simple utility for functional piping in Python.

A utility for functional piping in Python that allows you to access any function in any scope as a partial.

Michael Milton 1 Oct 26, 2021
A collection of learning outcomes data analysis using Python and SQL, from DQLab.

Data Analyst with PYTHON Data Analyst berperan dalam menghasilkan analisa data serta mempresentasikan insight untuk membantu proses pengambilan keputu

6 Oct 11, 2022
PyNHD is a part of HyRiver software stack that is designed to aid in watershed analysis through web services.

A part of HyRiver software stack that provides access to NHD+ V2 data through NLDI and WaterData web services

Taher Chegini 23 Dec 14, 2022
A data structure that extends pyspark.sql.DataFrame with metadata information.

MetaFrame A data structure that extends pyspark.sql.DataFrame with metadata info

Invent Analytics 8 Feb 15, 2022
Pyspark Spotify ETL

This is my first Data Engineering project, it extracts data from the user's recently played tracks using Spotify's API, transforms data and then loads it into Postgresql using SQLAlchemy engine. Data

16 Jun 09, 2022
Airflow ETL With EKS EFS Sagemaker

Airflow ETL With EKS EFS & Sagemaker (en desarrollo) Diagrama de la solución Imp

1 Feb 14, 2022
A python package which can be pip installed to perform statistics and visualize binomial and gaussian distributions of the dataset

GBiStat package A python package to assist programmers with data analysis. This package could be used to plot : Binomial Distribution of the dataset p

Rishikesh S 4 Oct 17, 2022
Created covid data pipeline using PySpark and MySQL that collected data stream from API and do some processing and store it into MYSQL database.

Created covid data pipeline using PySpark and MySQL that collected data stream from API and do some processing and store it into MYSQL database.

2 Nov 20, 2021
CRISP: Critical Path Analysis of Microservice Traces

CRISP: Critical Path Analysis of Microservice Traces This repo contains code to compute and present critical path summary from Jaeger microservice tra

Uber Research 110 Jan 06, 2023
Python implementation of Principal Component Analysis

Principal Component Analysis Principal Component Analysis (PCA) is a dimension-reduction algorithm. The idea is to use the singular value decompositio

Ignacio Darago 1 Nov 06, 2021
Synthetic data need to preserve the statistical properties of real data in terms of their individual behavior and (inter-)dependences

Synthetic data need to preserve the statistical properties of real data in terms of their individual behavior and (inter-)dependences. Copula and functional Principle Component Analysis (fPCA) are st

32 Dec 20, 2022
Average time per match by division

HW_02 Unzip matches.rar to access .json files for matches. Get an API key to access their data at: https://developer.riotgames.com/ Average time per m

11 Jan 07, 2022
Randomisation-based inference in Python based on data resampling and permutation.

Randomisation-based inference in Python based on data resampling and permutation.

67 Dec 27, 2022
Larch: Applications and Python Library for Data Analysis of X-ray Absorption Spectroscopy (XAS, XANES, XAFS, EXAFS), X-ray Fluorescence (XRF) Spectroscopy and Imaging

Larch: Data Analysis Tools for X-ray Spectroscopy and More Documentation: http://xraypy.github.io/xraylarch Code: http://github.com/xraypy/xraylarch L

xraypy 95 Dec 13, 2022
Retail-Sim is python package to easily create synthetic dataset of retaile store.

Retailer's Sale Data Simulation Retail-Sim is python package to easily create synthetic dataset of retaile store. Simulation Model Simulator consists

Corca AI 7 Sep 30, 2022
A columnar data container that can be compressed.

Unmaintained Package Notice Unfortunately, and due to lack of resources, the Blosc Development Team is unable to maintain this package anymore. During

944 Dec 09, 2022
Top 50 best selling books on amazon

It's a dashboard that shows the detailed information about each book in the top 50 best selling books on amazon over the last ten years

Nahla Tarek 1 Nov 18, 2021
An Integrated Experimental Platform for time series data anomaly detection.

Curve Sorry to tell contributors and users. We decided to archive the project temporarily due to the employee work plan of collaborators. There are no

Baidu 486 Dec 21, 2022