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Signal-Science-Lab/Unsupervised_Molecular_Mixture_Analysis

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Project Description:

Unsupervised identification of the constituents of 1000 molecular mixtures from the corresponding NMR spectra

File / folder description

  • Converted_Data: this folder contains the NMR spectra of 74 small molecules used in the analysis
  • Mixing_Elements: this folder contains the 20 NMR spectra used in creating the augmented dataset of 1000 mixed spectra
  • new_library.csv: a spectral library containing wavelet packet transform (WPT) shift NMR spectra for the individual molecules
  • new_mix_description.csv: chemical composition corresponding to the 1000 mixed spectra
  • final_prediction.csv: summary of predictions for the chemical compositions of the molecular mixtures

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