Trying to make a chemical shift predictor for fun
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Made several variants of the feature vector and added N shift prediction capacity.
729d883View on GitHubAdded another analysis method to XGBoost test 2 and added notes on it.
868405eView on GitHubIncreased database size to about 240 proteins, added all star files, and added XGBoost analysis scripts.
4a5556aView on GitHubAdded pH and temperature features and implemented XGBoost on trial set
8233882View on GitHubCreated pipeline that takes the AlphaFlow PDB plus Star File as input and outputs the feature vectors.
eb0a5cdView on GitHubAdded scripts for downloading star files and doing initial pH and temperature filter
64654adView on GitHubProcessed one example structure (34887) from alphaflow structure to feature vectors.
95fddc3View on GitHubgood copy script for rotating the nearest neighbors into our invariant frame after they've been determined
e2b3a60View on GitHubOne-hot encoding for atom type and amino acid type in training data
bf89203View on GitHubChanged nearest neighbor processing to include atom names, made a way to average the H to neighbor vectors across alphaflow models, and made a script to process that data into an initial format for training
41f0295View on GitHubMade a script to split alphaflow output models into individual pdb files with added hydrogens and fixed C terminus
f8cc3ceView on GitHubEliminates homodimers now based on name of deposition - hopefully the dimers were all labelled as such...
1275de1View on GitHub