First principles datasets

Data comes from two symbolic regression repos: - Miles Cranmer's PySR: https://github.com/MilesCranmer/PySR - Etienne Russeil et al.'s MvSR: https://github.com/erusseil/MvSR-analysis They are all datasets that have a first-principle equation derived from data and used in their respective papers to show how symbolic regression has the potential of retrieving the original equation when only observational data is available. While some of them have just a few samples and others are synthetically generated, they are challenging for symbolic regression methods and can be used to evaluate these algorithms. The idea of pushing them into PMLB is to help other users to quickly set up experiments with the data. I still need to write proper metadata for them.
EpistasisLab · Sep 3, 2024 · d21ac46 · d21ac46
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diff --git a/datasets/first_principles_absorption/first_principles_absorption.tsv.gz b/datasets/first_principles_absorption/first_principles_absorption.tsv.gz
diff --git a/datasets/first_principles_bode/first_principles_bode.tsv.gz b/datasets/first_principles_bode/first_principles_bode.tsv.gz
diff --git a/datasets/first_principles_hubble/first_principles_hubble.tsv.gz b/datasets/first_principles_hubble/first_principles_hubble.tsv.gz
diff --git a/datasets/first_principles_ideal_gas/first_principles_ideal_gas.tsv.gz b/datasets/first_principles_ideal_gas/first_principles_ideal_gas.tsv.gz
diff --git a/datasets/first_principles_kepler/first_principles_kepler.tsv.gz b/datasets/first_principles_kepler/first_principles_kepler.tsv.gz
diff --git a/datasets/first_principles_leavitt/first_principles_leavitt.tsv.gz b/datasets/first_principles_leavitt/first_principles_leavitt.tsv.gz
diff --git a/datasets/first_principles_newton/first_principles_newton.tsv.gz b/datasets/first_principles_newton/first_principles_newton.tsv.gz
diff --git a/datasets/first_principles_planck/first_principles_planck.tsv.gz b/datasets/first_principles_planck/first_principles_planck.tsv.gz
diff --git a/datasets/first_principles_rydberg/first_principles_rydberg.tsv.gz b/datasets/first_principles_rydberg/first_principles_rydberg.tsv.gz
diff --git a/datasets/first_principles_schechter/first_principles_schechter.tsv.gz b/datasets/first_principles_schechter/first_principles_schechter.tsv.gz
diff --git a/datasets/first_principles_supernovae_zg/first_principles_supernovae_zg.tsv.gz b/datasets/first_principles_supernovae_zg/first_principles_supernovae_zg.tsv.gz
diff --git a/datasets/first_principles_supernovae_zr/first_principles_supernovae_zr.tsv.gz b/datasets/first_principles_supernovae_zr/first_principles_supernovae_zr.tsv.gz
diff --git a/datasets/first_principles_tully_fisher/first_principles_tully_fisher.tsv.gz b/datasets/first_principles_tully_fisher/first_principles_tully_fisher.tsv.gz