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Jake Bobowski ~Home~ |
SCI 266 jake.bobowski@ubc.ca |
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Here is a set of Python tutorials designed for the physics undergraduate. I am a Python novice. These tutorials are not intended to cover everything task that you might encounter. However, I hope to add scripts that cover many of the basic tasks that come up repeatedly. The scripts were written using Anaconda toolkit. It is free and open source. You can download the Individual Edition from the Anaconda website. After the installation is complete, I recommend openning the 'Anaconda Powershell Prompt' and executing the command 'conda update --all' to update all of the packages before starting. I wrote and executed my Python scripts using Spyder. UBC students can write and run Python code in Jupyter Notebooks using UBC's Open Jupyter platform or Syzygy. You don't need to install any software, just log in using your CWL. |
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Note that the "Open in JupyterLab" links below will only work for those with UBC Campus-Wide Login (CWL) credentials. |
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BASICS |
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Preliminaries Jupyter Notebook Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Operating on a list/array Jupyter Notebook Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Merging lists/arrays Jupyter Notebook Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy |
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SYSTEMS OF EQUATIONS |
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Linear and simple systems Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Nonlinear equations and systems Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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PLOTTING |
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Plotting data, formatting plots, saving plots outputs
Jupyter Notebook |
.py/.html/output html test_plot.png test_plot.jpg test_plot.svg test_plot.pdf test_plot.eps
.ipynb/.html |
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Adding curves/data to existing plots Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Plotting a function Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Loglog and semilog plots Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Histograms Jupyter Notebook notebook output files |
.py/.html/output html .ipynb/.html plot (pdf) plot (jpg) plot (png) plot (eps) |
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Surface plots Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Interactive plots Jupyter Notebook import files |
.ipynb/.html F-H-data.txt hydrogen spectrum.txt |
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Creating a gif from data data file data gif
Jupyter Notebook |
.py/.html/output html .txt .gif |
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FUNCTIONS |
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Functions in a script Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Creating functions to be called by other scripts Jupyter Notebook modules/functions all primes from 1 to 1e6 |
.py/.html/output html .ipynb/.html mod1.py/mod1.html mod2.py/mod2.html primes_1e6.txt Jupyter primes_1e6.txt |
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A more "advanced" fubction Jupyter Notebook modules/functions largest number checked for "primeness" all primes from 1 to ~1.317e9 (compressed) read me |
.py/.html/output html .ipynb/.html modAdv.py/modAdv.html primes_max.txt primes_list.zip read_me.txt |
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IMPORTING/EXPORTING DATA |
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Importing data Jupyter Notebook import file |
.py/.html/output html .ipynb/.html .txt import |
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Importing multiple files Jupyter Notebook import files |
.py/.html/output html .ipynb/.html file001data.txt file002data.txt file003data.txt file004data.txt file005data.txt file008data.txt file012data.txt |
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Exporting data output file
Jupyter Notebook |
.py/.html/output html matrix data.txt |
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FITTING DATA |
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Weighted linear fit Jupyter Notebook Open in JupyterLab notebook output files |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy plot (pdf) |
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Weighted polynomial fit Jupyter Notebook Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Weighted nonlinear fit Jupyter Notebook #1 Open in JupyterLab Jupyter Notebook #2 Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy .ipynb/.html (error estimates) UBC Open Jupyter/UBC Syzygy |
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Simultaneous nonlinear fits Jupyter Notebook Open in JupyterLab data file |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy S11 - real imag.dat |
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INTERPOLATING DATA |
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Interpolation Jupyter Notebook data files |
.py/.html/output html .ipynb/.html calibration data experimental data |
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FOURIER TRANSFORMS |
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Fourier transform Jupyter Notebook data file |
.py/.html/output html .ipynb/.html fftData.dat |
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INVERSE LAPLACE TRANSFORMS |
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Inverse Laplace transform Jupyter Notebook |
.py/.html/output html .ipynb/.html |
| If you're interested a function capable of numerically evaluating the inverse Laplace transform of complex functions F(s), take a look at the following GitHub repositroy containing the Python function INVLAP.py: https://github.com/jake-bobowski/INVLAP.py. | |
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CONVOLUTIONS |
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Convolution integrals Jupyter Notebook Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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CONTROL STRUCTURES |
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For loops Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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If statements Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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While loops Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Nested structures Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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MATRICES |
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Matrix basics Jupyter Notebook Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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CALCULUS |
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Symbolic derivatives Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Symbolic integrals Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Discrete derivatives Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Discrete integrals Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Solving ordinary differential equations (ODEs) Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Another ODE example Jupyter Notebook |
.ipynb/.html |
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Solving partial differential equations (PDEs) Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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NUMERICAL SOLUTIONS |
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Solving transcendental equations Jupyter Notebook |
.ipynb/.html |
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Numerical integration Jupyter Notebook |
.ipynb/.html |
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Numerically solving integral equations Jupyter Notebook |
.ipynb/.html |
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COMPLEX NUMBERS |
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Manipulating and ploting complex numbers Jupyter Notebook figure |
.py/.html/output html .ipynb/.html Circuit diagram |
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NYQUIST RECONSTRUCTION |
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Reconstructing signals from samples Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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IMAGE PROCESSING |
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Basics of image processing input image output image one output image two
Jupyter Notebook |
.py/.html/output html 30min.jpg 30min-enhanced.jpg enhancedInt.jpg
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MONTE CARLO BASICS |
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Monte Carlo Hit & Miss integration Jupyter Notebook Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Monte Carlo f-average integration Jupyter Notebook Open in JupyterLab |
.py/.html/output html .ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Volume of a sphere in d dimensions Jupyter Notebook figure |
.py/.html/output html .ipynb/.html Wikipedia figure |
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Photomultiplier Tube (PMT) simulation Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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Brownian Motion Settling Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Brownian Motion Diffusion Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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Brownian Motion Diffusion 3D Open in JupyterLab |
.ipynb/.html UBC Open Jupyter/UBC Syzygy |
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DISPLAYING LATEX |
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Displaying LaTeX in the IPython console Jupyter Notebook |
.py/.html/output html .ipynb/.html |
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APPLICATIONS |
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Calculating the area of a P-V diagram circle data triangle data noisy ellipse data
Jupyter Notebook |
.py/.html circle.txt triangle.txt ellipse_noisy.txt |
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