{ "sklearn": { "columns": [ "CAS", "MW", "SMILES", "CID", "CanonicalSMILES", "IsomericSMILES", "InChI", "InChIKey", "Cor1-C420 Depletion 24 h (%)", "Cor1-C420 Dimer (%)", "Cor1-C420 Kmax (1/mM/min)", "DPRA Cysteine depletion (%)", "DPRA Lysine depletion (%)", "KeratinoSens EC1.5 (uM)", "KeratinoSens EC3 (uM)", "KeratinoSens IC50 (uM)", "KeratinoSens Imax", "LLNA EC3 (%)", "hCLAT CV75 (ug/mL)", "hCLAT Call", "hCLAT EC150 (ug/mL)", "hCLAT EC200 (ug/mL)", "hCLAT MIT (ug/mL)", "kDPRA Log rate (1/s/M)", "Cor1-C420 Adduct (M+H)", "kDPRA Call", "OPERA Boiling point (\u00b0C)", "OPERA Henry constant (atm/m3)", "OPERA Log D at pH 5.5", "OPERA Log D at pH 7.4", "OPERA Melting point (\u00b0C)", "OPERA Octanol-air partition coefficient Log Koa", "OPERA Octanol-water partition coefficient LogP", "OPERA Vapour pressure (mm Hg)", "OPERA Water solubility (mol/L)", "OPERA pKaa", "OPERA pKab", "TIMES Log Vapour pressure (Pa)", "Vapour pressure (Pa)", "cLogP", "LLNA Log EC3 (%)", "KeratinoSens Log EC1.5 (uM)", "KeratinoSens Log IC50 (uM)" ], "environment": [ "scikit-learn=1.2.2" ], "example_input": { "CAS": [ "696-71-9", "94-02-0", "15128-82-2" ], "CID": [ 12766.0, 7170.0, 27057.0 ], "CanonicalSMILES": [ { "canonical": "OC1CCCCCCC1", "original": "C1CCCC(CCC1)O" }, { "canonical": "CCOC(=O)CC(=O)c1ccccc1", "original": "CCOC(=O)CC(=O)C1=CC=CC=C1" }, { "canonical": "O=[N+]([O-])c1ncccc1O", "original": "C1=CC(=C(N=C1)[N+](=O)[O-])O" } ], "Cor1-C420 Adduct (M+H)": [ "no Adduct", "no Adduct", "no Adduct" ], "Cor1-C420 Depletion 24 h (%)": [ 1.0, 1.0, 1.0 ], "Cor1-C420 Dimer (%)": [ 2.0, 5.0, 4.0 ], "Cor1-C420 Kmax (1/mM/min)": [ 6.979399898264935e-06, 6.979399898264935e-06, 6.979399898264935e-06 ], "DPRA Cysteine depletion (%)": [ NaN, 11.2, NaN ], "DPRA Lysine depletion (%)": [ NaN, 0.9, NaN ], "InChI": [ "InChI=1S/C8H16O/c9-8-6-4-2-1-3-5-7-8/h8-9H,1-7H2", "InChI=1S/C11H12O3/c1-2-14-11(13)8-10(12)9-6-4-3-5-7-9/h3-7H,2,8H2,1H3", "InChI=1S/C5H4N2O3/c8-4-2-1-3-6-5(4)7(9)10/h1-3,8H" ], "InChIKey": [ "FHADSMKORVFYOS-UHFFFAOYSA-N", "GKKZMYDNDDMXSE-UHFFFAOYSA-N", "QBPDSKPWYWIHGA-UHFFFAOYSA-N" ], "IsomericSMILES": [ { "canonical": "OC1CCCCCCC1", "original": "C1CCCC(CCC1)O" }, { "canonical": "CCOC(=O)CC(=O)c1ccccc1", "original": "CCOC(=O)CC(=O)C1=CC=CC=C1" }, { "canonical": "O=[N+]([O-])c1ncccc1O", "original": "C1=CC(=C(N=C1)[N+](=O)[O-])O" } ], "KeratinoSens EC1.5 (uM)": [ 249.6822169, 62.9764329, 4000.0 ], "KeratinoSens EC3 (uM)": [ 4000.0, 689.0, 4000.0 ], "KeratinoSens IC50 (uM)": [ 4000.0, 4000.0, 4000.0 ], "KeratinoSens Imax": [ 2.830997136, 3.299878249, 1.036847118 ], "KeratinoSens Log EC1.5 (uM)": [ 2.3973876117256947, 1.7991780577657597, 3.6020599913279625 ], "KeratinoSens Log IC50 (uM)": [ 3.6020599913279625, 3.6020599913279625, 3.6020599913279625 ], "LLNA EC3 (%)": [ 100.0, 100.0, 100.0 ], "LLNA Log EC3 (%)": [ 2.0, 2.0, 2.0 ], "MW": [ 128.21, 192.21, 140.1 ], "OPERA Boiling point (\u00b0C)": [ 186.863, 276.068, 323.069 ], "OPERA Henry constant (atm/m3)": [ 7.84426e-06, 5.86618e-07, 9.47507e-08 ], "OPERA Log D at pH 5.5": [ 2.36, 1.87, -0.01 ], "OPERA Log D at pH 7.4": [ 2.36, 1.87, -1.69 ], "OPERA Melting point (\u00b0C)": [ 25.1423, 49.3271, 128.292 ], "OPERA Octanol-air partition coefficient Log Koa": [ 6.08747, 6.56126, 6.36287 ], "OPERA Octanol-water partition coefficient LogP": [ 2.3597, 1.86704, 0.398541 ], "OPERA Vapour pressure (mm Hg)": [ 0.0839894, 0.000406705, 0.00472604 ], "OPERA Water solubility (mol/L)": [ 0.0510404, 0.01476, 0.0416421 ], "OPERA pKaa": [ 10.68, NaN, 5.31 ], "OPERA pKab": [ NaN, NaN, NaN ], "SMILES": [ { "canonical": "OC1CCCCCCC1", "original": "OC1CCCCCCC1" }, { "canonical": "CCOC(=O)CC(=O)c1ccccc1", "original": "CCOC(=O)CC(=O)c1ccccc1" }, { "canonical": "O=[N+]([O-])c1ncccc1O", "original": "OC1=CC=CN=C1[N+]([O-])=O" } ], "TIMES Log Vapour pressure (Pa)": [ 0.8564932564458658, -0.2851674875666674, -0.9385475209128068 ], "Vapour pressure (Pa)": [ 7.1861, 0.5186, 0.1152 ], "cLogP": [ 2.285000000003492, 1.206000000005588, 0.5590000000020154 ], "hCLAT CV75 (ug/mL)": [ NaN, 571.0951916, NaN ], "hCLAT Call": [ NaN, 0.0, NaN ], "hCLAT EC150 (ug/mL)": [ NaN, NaN, NaN ], "hCLAT EC200 (ug/mL)": [ NaN, NaN, NaN ], "hCLAT MIT (ug/mL)": [ NaN, NaN, NaN ], "kDPRA Call": [ null, null, null ], "kDPRA Log rate (1/s/M)": [ NaN, NaN, NaN ] }, "model": { "file": "MLR-model.pkl" }, "model_format": "pickle", "task": "tabular-regression", "use_intelex": false } }