Datasets:
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Tags:
chemistry
ionic-liquids
thermodynamics
activity-coefficients
molecular-property-prediction
cosmo-rs
DOI:
License:
Update card: archive holds data and weights only
Browse files
README.md
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@@ -39,21 +39,18 @@ paper's tables and figures.
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| `dft/nwchem_outputs/` | raw NWChem B3LYP/def2-SVP + COSMO outputs, 40 single points covering 16 unique ions | SI Table S2 |
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| `dft/nwchem_inputs/`, `dft/geometries/` | the inputs and GFN2-xTB geometries those runs used | reproduction |
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| `checkpoints/` | trained weights for the reported models | Table 3 |
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| `analysis/
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| `analysis/*.json` | their outputs, as reported in the paper | §4.1, Table 3 |
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| `experimental/` | characterization report and figures for the two synthesized salts | §5.2, SI §S2 |
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| `paper/` | the manuscript and the Supporting Information as submitted | — |
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## Reproducing the analyses
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```
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`analysis/
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row-level bootstrap that the submitted paper reports alongside them.
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## Notes on the data
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| `dft/nwchem_outputs/` | raw NWChem B3LYP/def2-SVP + COSMO outputs, 40 single points covering 16 unique ions | SI Table S2 |
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| `dft/nwchem_inputs/`, `dft/geometries/` | the inputs and GFN2-xTB geometries those runs used | reproduction |
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| `checkpoints/` | trained weights for the reported models | Table 3 |
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| `analysis/*.json` | outputs of the bootstrap and seed-matched baseline runs, as reported in the paper | §4.1, Table 3 |
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| `experimental/` | characterization report and figures for the two synthesized salts | §5.2, SI §S2 |
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## Reproducing the analyses
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All code lives in the GitHub repository above; this archive holds only data and model
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weights. The scripts `scripts/revision/b5_chemprop_multiseed.py` (Chemprop over the five
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shared seeds, Table 3) and `scripts/revision/b6_cluster_bootstrap.py` (row-level and
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IL-level bootstrap, Section 4.1) read `dataset/` and `predictions/` from here and
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reproduce `analysis/b5_chemprop_multiseed.json` and `analysis/b6_cluster_bootstrap.json`.
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`analysis/c1_official_bootstrap.json` is the original row-level bootstrap that the paper
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reports alongside them.
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## Notes on the data
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