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conformer-scoring's Introduction

conformer-scoring

Supporting data and scripts relevant to an evaluation of force field and quantum methods for conformer scoring via energy ranking.

Connected to the manuscript

"A Sobering Assessment of Small-Molecule Force Field Methods for Low Energy Conformer Predictions" arXiv: https://arxiv.org/abs/1705.04308

Brief description of files:

Jupyter / ipython notebooks for converting CSV data for analysis:

  • MMAnalysis.ipynb
  • OptAnalysis.ipynb

Output files and geometries:

  • atoms.tar.bz2 - compiled ORCA output files for computing atomization energies
  • conformers.tar.bz2 - compiled optimized geometries with MMFF94, PM7, and DFT

Compiled data:

  • data.csv - energies corresponding to data-merge.csv mm-data.csv

Scripts:

  • compile-conformers.py - read output files, compile conformer geometries and data.csv file
  • consolidate-data.py - convert data.csv file into data-merge.csv file

Analysis CSV files created by OptAnalysis jupyter notebook:

Analysis CSV files for MM vs. PM7 comparisons created by MMAnalysis jupyter notebook:

  • mmff_pm7_stats.csv
  • gaff_pm7_stats.csv
  • uff_pm7_stats.csv

Auxillary scripts:

  • rmsd.py - analyze the heavy-atom root mean square displacement (RMSD) using Open Babel

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