safer-skin / README.md
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metadata
license: mit
library_name: sklearn
tags:
  - sklearn
  - skops
  - tabular-regression
model_format: pickle
model_file: MLR-model.pkl
widget:
  - structuredData:
      CAS:
        - 696-71-9
        - 94-02-0
        - 15128-82-2
      CID:
        - 12766
        - 7170
        - 27057
      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
        - 1
        - 1
      Cor1-C420 Dimer (%):
        - 2
        - 5
        - 4
      Cor1-C420 Kmax (1/mM/min):
        - 0.000006979399898264935
        - 0.000006979399898264935
        - 0.000006979399898264935
      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
      KeratinoSens EC3 (uM):
        - 4000
        - 689
        - 4000
      KeratinoSens IC50 (uM):
        - 4000
        - 4000
        - 4000
      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
        - 100
        - 100
      LLNA Log EC3 (%):
        - 2
        - 2
        - 2
      MW:
        - 128.21
        - 192.21
        - 140.1
      OPERA Boiling point (°C):
        - 186.863
        - 276.068
        - 323.069
      OPERA Henry constant (atm/m3):
        - 0.00000784426
        - 5.86618e-7
        - 9.47507e-8
      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 (°C):
        - 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
        - .nan
      hCLAT EC150 (ug/mL):
        - .nan
        - .nan
        - .nan
      hCLAT EC200 (ug/mL):
        - .nan
        - .nan
        - .nan
      hCLAT MIT (ug/mL):
        - .nan
        - .nan
        - .nan
      kDPRA Call: []
      kDPRA Log rate (1/s/M):
        - .nan
        - .nan
        - .nan

Model description

[More Information Needed]

Intended uses & limitations

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Training Procedure

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Hyperparameters

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Hyperparameter Value
copy_X True
fit_intercept True
n_jobs
positive False

Model Plot

LinearRegression()
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Evaluation Results

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How to Get Started with the Model

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Model Card Authors

This model card is written by following authors:

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Model Card Contact

You can contact the model card authors through following channels: [More Information Needed]

Citation

Below you can find information related to citation.

BibTeX:

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model_card_authors

Tomaz Mohoric

limitations

This model is intended for educational purposes.

model_description

This is a multiple linear regression model on a skin sensitisation dataset.