Name: Antimalarial Activity Prediction
Creator: Kaggle
License: https://creativecommons.org/licenses/by/4.0/

About this Dataset

Antimalarial Activity Prediction

Context

ChEMBL data for drugs and nanoparticle descriptors with antimalarial activity has been used to create Machine Learning models for antimalarial activity prediction

Acknowledgements

Munteanu, Cristian (2019), “Molecular descriptors for antimalaria Drug-Decorated Nanoparticles”, Mendeley Data, V1, doi: 10.17632/bc5dgf4xdf.1

Tables

Ds Raw

@kaggle.saurabhshahane_antimalaria_activity_prediction.ds_raw

11.25 MB
249,992 rows
108 columns

CREATE TABLE ds_raw (
  "class" BIGINT,
  "prob" DOUBLE,
  "np_dnmunp_c0" DOUBLE  -- Np DNMUnp(c0),
  "np_dlnp_c0" DOUBLE  -- Np DLnp(c0),
  "np_dvnpu_c0" DOUBLE  -- Np DVnpu(c0),
  "np_denpu_c0" DOUBLE  -- Np DEnpu(c0),
  "np_dpnpu_c0" DOUBLE  -- Np DPnpu(c0),
  "np_duccoat_c0" DOUBLE  -- Np DUccoat(c0),
  "np_duicoat_c0" DOUBLE  -- Np DUicoat(c0),
  "np_dhycoat_c0" DOUBLE  -- Np DHycoat(c0),
  "np_damrcoat_c0" DOUBLE  -- Np DAMRcoat(c0),
  "np_dtpsa_no_coat_c0" DOUBLE  -- Np DTPSA(NO)coat(c0),
  "np_dtpsa_tot_coat_c0" DOUBLE  -- Np DTPSA(Tot)coat(c0),
  "np_dalogpcoat_c0" DOUBLE  -- Np DALOGPcoat(c0),
  "np_dalogp2coat_c0" DOUBLE  -- Np DALOGP2coat(c0),
  "np_dsatotcoat_c0" DOUBLE  -- Np DSAtotcoat(c0),
  "np_dsaacccoat_c0" DOUBLE  -- Np DSAacccoat(c0),
  "np_dsadoncoat_c0" DOUBLE  -- Np DSAdoncoat(c0),
  "np_dvxcoat_c0" DOUBLE  -- Np DVxcoat(c0),
  "np_dvvdwmgcoat_c0" DOUBLE  -- Np DVvdwMGcoat(c0),
  "np_dvvdwzazcoat_c0" DOUBLE  -- Np DVvdwZAZcoat(c0),
  "np_dpdicoat_c0" DOUBLE  -- Np DPDIcoat(c0),
  "np_dnmunp_c1" DOUBLE  -- Np DNMUnp(c1),
  "np_dlnp_c1" DOUBLE  -- Np DLnp(c1),
  "np_dvnpu_c1" DOUBLE  -- Np DVnpu(c1),
  "np_denpu_c1" DOUBLE  -- Np DEnpu(c1),
  "np_dpnpu_c1" DOUBLE  -- Np DPnpu(c1),
  "np_duccoat_c1" DOUBLE  -- Np DUccoat(c1),
  "np_duicoat_c1" DOUBLE  -- Np DUicoat(c1),
  "np_dhycoat_c1" DOUBLE  -- Np DHycoat(c1),
  "np_damrcoat_c1" DOUBLE  -- Np DAMRcoat(c1),
  "np_dtpsa_no_coat_c1" DOUBLE  -- Np DTPSA(NO)coat(c1),
  "np_dtpsa_tot_coat_c1" DOUBLE  -- Np DTPSA(Tot)coat(c1),
  "np_dalogpcoat_c1" DOUBLE  -- Np DALOGPcoat(c1),
  "np_dalogp2coat_c1" DOUBLE  -- Np DALOGP2coat(c1),
  "np_dsatotcoat_c1" DOUBLE  -- Np DSAtotcoat(c1),
  "np_dsaacccoat_c1" DOUBLE  -- Np DSAacccoat(c1),
  "np_dsadoncoat_c1" DOUBLE  -- Np DSAdoncoat(c1),
  "np_dvxcoat_c1" DOUBLE  -- Np DVxcoat(c1),
  "np_dvvdwmgcoat_c1" DOUBLE  -- Np DVvdwMGcoat(c1),
  "np_dvvdwzazcoat_c1" DOUBLE  -- Np DVvdwZAZcoat(c1),
  "np_dpdicoat_c1" DOUBLE  -- Np DPDIcoat(c1),
  "np_dnmunp_c2" DOUBLE  -- Np DNMUnp(c2),
  "np_dlnp_c2" DOUBLE  -- Np DLnp(c2),
  "np_dvnpu_c2" DOUBLE  -- Np DVnpu(c2),
  "np_denpu_c2" DOUBLE  -- Np DEnpu(c2),
  "np_dpnpu_c2" DOUBLE  -- Np DPnpu(c2),
  "np_duccoat_c2" DOUBLE  -- Np DUccoat(c2),
  "np_duicoat_c2" DOUBLE  -- Np DUicoat(c2),
  "np_dhycoat_c2" DOUBLE  -- Np DHycoat(c2),
  "np_damrcoat_c2" DOUBLE  -- Np DAMRcoat(c2),
  "np_dtpsa_no_coat_c2" DOUBLE  -- Np DTPSA(NO)coat(c2),
  "np_dtpsa_tot_coat_c2" DOUBLE  -- Np DTPSA(Tot)coat(c2),
  "np_dalogpcoat_c2" DOUBLE  -- Np DALOGPcoat(c2),
  "np_dalogp2coat_c2" DOUBLE  -- Np DALOGP2coat(c2),
  "np_dsatotcoat_c2" DOUBLE  -- Np DSAtotcoat(c2),
  "np_dsaacccoat_c2" DOUBLE  -- Np DSAacccoat(c2),
  "np_dsadoncoat_c2" DOUBLE  -- Np DSAdoncoat(c2),
  "np_dvxcoat_c2" DOUBLE  -- Np DVxcoat(c2),
  "np_dvvdwmgcoat_c2" DOUBLE  -- Np DVvdwMGcoat(c2),
  "np_dvvdwzazcoat_c2" DOUBLE  -- Np DVvdwZAZcoat(c2),
  "np_dpdicoat_c2" DOUBLE  -- Np DPDIcoat(c2),
  "np_dnmunp_c3" DOUBLE  -- Np DNMUnp(c3),
  "np_dlnp_c3" DOUBLE  -- Np DLnp(c3),
  "np_dvnpu_c3" DOUBLE  -- Np DVnpu(c3),
  "np_denpu_c3" DOUBLE  -- Np DEnpu(c3),
  "np_dpnpu_c3" DOUBLE  -- Np DPnpu(c3),
  "np_duccoat_c3" DOUBLE  -- Np DUccoat(c3),
  "np_duicoat_c3" DOUBLE  -- Np DUicoat(c3),
  "np_dhycoat_c3" DOUBLE  -- Np DHycoat(c3),
  "np_damrcoat_c3" DOUBLE  -- Np DAMRcoat(c3),
  "np_dtpsa_no_coat_c3" DOUBLE  -- Np DTPSA(NO)coat(c3),
  "np_dtpsa_tot_coat_c3" DOUBLE  -- Np DTPSA(Tot)coat(c3),
  "np_dalogpcoat_c3" DOUBLE  -- Np DALOGPcoat(c3),
  "np_dalogp2coat_c3" DOUBLE  -- Np DALOGP2coat(c3),
  "np_dsatotcoat_c3" DOUBLE  -- Np DSAtotcoat(c3),
  "np_dsaacccoat_c3" DOUBLE  -- Np DSAacccoat(c3),
  "np_dsadoncoat_c3" DOUBLE  -- Np DSAdoncoat(c3),
  "np_dvxcoat_c3" DOUBLE  -- Np DVxcoat(c3),
  "np_dvvdwmgcoat_c3" DOUBLE  -- Np DVvdwMGcoat(c3),
  "np_dvvdwzazcoat_c3" DOUBLE  -- Np DVvdwZAZcoat(c3),
  "np_dpdicoat_c3" DOUBLE  -- Np DPDIcoat(c3),
  "np_dnmunp_c4" DOUBLE  -- Np DNMUnp(c4),
  "np_dlnp_c4" DOUBLE  -- Np DLnp(c4),
  "np_dvnpu_c4" DOUBLE  -- Np DVnpu(c4),
  "np_denpu_c4" DOUBLE  -- Np DEnpu(c4),
  "np_dpnpu_c4" DOUBLE  -- Np DPnpu(c4),
  "d_dmw_c0" DOUBLE  -- D DMw(c0),
  "d_dalogp_c0" DOUBLE  -- D DALOGP(c0),
  "d_dpsa_c0" DOUBLE  -- D DPSA(c0),
  "d_dmw_c1" DOUBLE  -- D DMw(c1),
  "d_dalogp_c1" DOUBLE  -- D DALOGP(c1),
  "d_dpsa_c1" DOUBLE  -- D DPSA(c1),
  "d_dmw_c2" DOUBLE  -- D DMw(c2),
  "d_dalogp_c2" DOUBLE  -- D DALOGP(c2),
  "d_dpsa_c2" DOUBLE  -- D DPSA(c2),
  "d_dmw_c3" DOUBLE  -- D DMw(c3),
  "d_dalogp_c3" DOUBLE  -- D DALOGP(c3),
  "d_dpsa_c3" DOUBLE  -- D DPSA(c3),
  "d_dmw_c4" DOUBLE  -- D DMw(c4)
);