This is the repository for MIB Python club!
- Every Friday @ 12 - check the MIB slack #python channel for links
- scope - scientific data analysis with python, command line kung fu, machine learning, virtual drug screening, hacking & more!
- Basic bits - what's going on, dna translation using dictionaries
- Back to basics - some useful basic bits including: string stuff, dictionary lookups, bash, numpy, graph theoy (with networkx), classes - all with the protein (p450 bm3) from Basic bits
- UV-Vis data analysis -
pandas,matplotlib- using real data from a UV-Vis spectrometer experiment on p450 bm3 - COVID-19 data -
pandas,matplotlib- download and plot global COVID-19 infection rates - Curve fitting -
scipymichaelis-menten kinetics for enzyme binding - Curve fitting - growth curve - fitting the gomperz equation to bacterial growth and bootstrapping to estimate uncertainty - thank you Steve for this one
- Cheminformatics - some basic
rdkit Biopythoncheat sheet- List comprehensions -
forloops in one line - really useful - the linux/mac command line - 4 sessions on the unix command line, connecting to remote linux servers and hacking!
tutorials
βββ basics
βΒ Β βββ BackToBasics.ipynb
βΒ Β βββ BasicBitsPython.ipynb
βΒ Β βββ Curve-Fitting.ipynb
βΒ Β βββ ListComprehensions.ipynb
βΒ Β βββ plate-data-with-pandas.ipynb
βββ data
βββ design-of-experiments
βΒ Β βββ Design-of-Experiments.ipynb
βββ Growth-Curve
βΒ Β βββ growthCurve.ipynb
βββ intro-to
βΒ Β βββ IntroToBiopython.ipynb
βΒ Β βββ IntroToCheminformatics.ipynb
βΒ Β βββ IntroToDataWranglingWithPandas.ipynb
βββ PL-Pro
βΒ Β βββ PL-Pro-Part1-DataAcquisition.ipynb
βΒ Β βββ PL-Pro-Part2-Featurization.ipynb
βββ tutorial-data
βΒ Β βββ curve-fitting
βΒ Β βΒ Β βββ DataGenerator.ipynb
βΒ Β βββ titrations
βββ uv-vis
βββ CAMS-workshop-scipy
βΒ Β βββ __pycache__
βΒ Β βββ scipy.ipynb
βββ uv-vis-data.ipynbI've dumped some useful resources into this file for topics including, but not limited to:
- Links to Tutorials
- Videos
- Cheat sheets
- Curated lists of machine learning + biology papers