adding descriptors
Browse files- README.md +2 -0
- data/README.md +2 -2
- data/{amax1_dataset.csv → amax_dataset.csv} +2 -2
- data/compounds/README.md +167 -0
- data/compounds/comp.smi +2 -2
- data/compounds/comp_descriptors.csv +3 -0
- data/solvents/.DS_Store +0 -0
- data/solvents/README.md +167 -0
- data/solvents/solv_descriptors.csv +3 -0
- data/testing/amax_testing.csv +3 -0
- data/training/amax_training.csv +3 -0
- data/validation/amax_validation.csv +3 -0
README.md
CHANGED
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@@ -23,6 +23,8 @@ The AMAX dataset contains:
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- 40,016 unique molecule–environment combinations, the largest singular LC-MS retention time dataset of its kind to date
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- Experimentally measured λ<sub>max</sub> values in nm, curated from public datasets, benchmark papers, and literature
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## 📋 Data Sources Used
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Detailed information on the data sources comprising AMAX-1 can be found in the data folder.
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- 40,016 unique molecule–environment combinations, the largest singular LC-MS retention time dataset of its kind to date
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- Experimentally measured λ<sub>max</sub> values in nm, curated from public datasets, benchmark papers, and literature
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+
Additionally, the AMAX dataset is divided into training, validation, and testing subsets in an 80:10:10 split.
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## 📋 Data Sources Used
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Detailed information on the data sources comprising AMAX-1 can be found in the data folder.
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data/README.md
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## 📊
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Each data entry in the AMAX
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| Column Index | Column Descriptor | Example | Data Type | Description |
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|--------------|-------------------|---------|-----------|-------------|
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## 📊 AMAX Column Descriptors
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Each data entry in the AMAX dataset is comprised of 4 columns. Examples and descriptions are detailed below.
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| Column Index | Column Descriptor | Example | Data Type | Description |
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|--------------|-------------------|---------|-----------|-------------|
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data/{amax1_dataset.csv → amax_dataset.csv}
RENAMED
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@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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oid sha256:02470ba6a689ceba2596a9166474b0b630743bf1cd23f2e220a4f915a97efd54
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size 3587678
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data/compounds/README.md
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+
# ⌬ AMAX Compound Desciptors
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Compound descriptors capture detailed structural, electronic, and topological features of the molecule, computed using RDKit.
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## Topological Descriptors
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| Descriptor | Summary | Software Used |
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|------------|---------|---------------|
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| BalabanJ | Quantifies molecular complexity based on average distance connectivity and graph branching | RDKit |
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| BertzCT | Calculates molecular complexity based on graph connectivity and atomic contributions | RDKit |
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| Chi (0-4), Chi_n (1-4) Chi_v (1-4) | Connectivity indices reflecting molecular topology, branching, and size | RDKit |
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| Ipc | Information content index representing structural complexity | RDKit |
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| Kappa (1-3) | Shape indices describing molecular flexibility and overall geometry | RDKit |
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+
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## Electronic Descriptors
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| Descriptor | Summary | Software Used |
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|------------|---------|---------------|
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+
| MaxAbsEStateIndex | Maximum absolute E-state value in the molecule | RDKit |
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+
| MaxAbsPartialCharge | Maximum absolute atomic partial charge | RDKit |
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| 21 |
+
| MaxEStateIndex | Maximum E-state value in the molecule | RDKit |
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| MaxPartialCharge | Highest partial charge in the molecule | RDKit |
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+
| NumValenceElectrons | Total number of valence electrons in the molecule | RDKit |
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+
| NumRadicalElectrons | Total number of unpaired electrons (radicals) | RDKit |
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| HallKierAlpha | Atom-type electrotopological descriptor modeling polarity and hybridization | RDKit |
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+
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## Surface Area Descriptors
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+
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| Descriptor | Summary | Software Used |
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|------------|---------|---------------|
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| EState_VSA (1-9) | Binned E-state values mapped over atomic surface areas | RDKit |
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+
| LabuteASA | Approximate surface area calculated by Labute’s method | RDKit |
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+
| PEOE_VSA (1-9) | Partial equalization of orbital electronegativities across molecular surface area bins | RDKit |
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| SMR_VSA (1-9) | Molar refractivity contributions binned by surface area | RDKit |
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+
| SlogP_VSA (1-12) | SlogP contributions mapped to molecular surface area bins | RDKit |
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| TPSA | Topological polar surface area related to hydrogen bonding potential | RDKit |
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+
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## Structural Descriptors
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+
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+
| Descriptor | Summary | Software Used |
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| 41 |
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|------------|---------|---------------|
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| NumAliphaticCarbocycles | Aliphatic (non-aromatic) carbon-only rings | RDKit |
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| 43 |
+
| NumAliphaticHeterocycles | Aliphatic rings with at least one heteroatom | RDKit |
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+
| NumAliphaticRings | Number of rings without aromaticity | RDKit |
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| 45 |
+
| NumAromaticCarbocycles | Number of aromatic rings with only carbon atoms | RDKit |
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+
| NumAromaticHeterocycles | Aromatic rings containing heteroatoms | RDKit |
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| NumAromaticRings | Number of rings with aromatic character | RDKit |
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| NumSaturatedCarbocycles | Fully saturated carbon rings | RDKit |
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| NumSaturatedHeterocycles | Fully saturated heteroatom rings | RDKit |
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| 50 |
+
| NumSaturatedRings | Total saturated rings in the molecule | RDKit |
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+
| FractionCSP | Fraction of sp3 hybridized carbons (aliphatic character) | RDKit |
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+
| NumRotatableBonds | Number of freely rotatable single bonds | RDKit |
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+
| NumHAcceptors | Number of hydrogen bond acceptors (e.g. O, N atoms) | RDKit |
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| 54 |
+
| NumHDonors | Number of hydrogen bond donors (e.g. -OH, -NH) | RDKit |
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+
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+
## Functional Group Descriptors
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| 57 |
+
|
| 58 |
+
| Descriptor | Summary | Software Used |
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| 59 |
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|------------|---------|---------------|
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| 60 |
+
| fr_Al_COO | Count of aliphatic carboxylic acid groups (-COOH) | RDKit |
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| 61 |
+
| fr_Al_OH | Count of aliphatic alcohol groups (-OH) | RDKit |
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| 62 |
+
| fr_Al_OH_noTert | Count of non-tertiary aliphatic alcohol groups | RDKit |
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+
| fr_ArN | Count of aromatic amines | RDKit |
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+
| fr_Ar_COO | Count of aromatic carboxylic acid groups | RDKit |
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| 65 |
+
| fr_Ar_N | Count of aromatic nitrogen atoms (excluding amines) | RDKit |
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| fr_Ar_NH | Count of aromatic amines (-NH- groups) | RDKit |
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| 67 |
+
| fr_Ar_OH | Count of phenol groups (aromatic alcohols) | RDKit |
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| fr_COO | Count of carboxylic acid groups (-COOH) | RDKit |
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| fr_COO2 | Count of additional carboxylic acid groups (possibly duplicates) | RDKit |
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+
| fr_C_O | Count of carbonyl groups (C=O) | RDKit |
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+
| fr_C_O_noCOO | Count of carbonyls excluding carboxylic acids | RDKit |
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+
| fr_C_S | Count of carbon-sulfur bonds | RDKit |
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| 73 |
+
| fr_HOCCN | Count of hydroxyl connected to carbon connected to nitrogen | RDKit |
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+
| fr_Imine | Count of imine groups (C=NH or C=NR) | RDKit |
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+
| fr_NH0 | Count of nitrogen with zero attached hydrogens (e.g., quaternary) | RDKit |
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| fr_NH1 | Count of nitrogen with one attached hydrogen | RDKit |
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+
| fr_NH2 | Count of nitrogen with two attached hydrogens | RDKit |
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+
| fr_N_O | Count of nitrogen-oxygen bonds | RDKit |
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| 79 |
+
| fr_Ndealkylation1 | Count of first type N-dealkylation fragments | RDKit |
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| 80 |
+
| fr_Ndealkylation2 | Count of second type N-dealkylation fragments | RDKit |
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+
| fr_Nhpyrrole | Count of nitrogen atoms in pyrrole rings | RDKit |
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+
| fr_SH | Count of thiol groups (-SH) | RDKit |
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+
| fr_aldehyde | Count of aldehyde groups (-CHO) | RDKit |
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+
| fr_alkyl_carbamate | Count of alkyl carbamate groups | RDKit |
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+
| fr_alkyl_halide | Count of alkyl halide groups | RDKit |
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+
| fr_allylic_oxid | Count of allylic oxidation sites | RDKit |
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+
| fr_amide | Count of amide groups | RDKit |
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| 88 |
+
| fr_amidine | Count of amidine groups | RDKit |
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+
| fr_aniline | Count of aniline groups (aromatic amines) | RDKit |
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| 90 |
+
| fr_aryl_methyl | Count of methyl groups attached to aromatic rings | RDKit |
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| 91 |
+
| fr_azide | Count of azide groups (-N3) | RDKit |
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| 92 |
+
| fr_azo | Count of azo groups (-N=N-) | RDKit |
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| 93 |
+
| fr_barbitur | Count of barbituric acid-like groups | RDKit |
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| 94 |
+
| fr_benzene | Count of benzene rings | RDKit |
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+
| fr_benzodiazepine | Count of benzodiazepine rings | RDKit |
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| 96 |
+
| fr_bicyclic | Count of bicyclic ring systems | RDKit |
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| 97 |
+
| fr_diazo | Count of diazo groups | RDKit |
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| 98 |
+
| fr_dihydropyridine | Count of dihydropyridine rings | RDKit |
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| 99 |
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| fr_epoxide | Count of epoxide rings | RDKit |
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| 100 |
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| fr_ester | Count of ester groups | RDKit |
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| fr_ether | Count of ether groups | RDKit |
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| 102 |
+
| fr_furan | Count of furan rings | RDKit |
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| 103 |
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| fr_guanido | Count of guanidine groups | RDKit |
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| 104 |
+
| fr_halogen | Count of halogen atoms (F, Cl, Br, I) | RDKit |
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| 105 |
+
| fr_hdrzine | Count of hydrazine groups | RDKit |
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| 106 |
+
| fr_hdrzone | Count of hydrazone groups | RDKit |
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| 107 |
+
| fr_imidazole | Count of imidazole rings | RDKit |
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| fr_imid | Count of imide groups | RDKit |
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| fr_isocyan | Count of isocyanate groups | RDKit |
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| fr_isothiocyan | Count of isothiocyanate groups | RDKit |
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| 111 |
+
| fr_ketone | Count of ketone groups | RDKit |
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+
| fr_ketone_Topliss | Count of ketone groups (Topliss definition) | RDKit |
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| 113 |
+
| fr_lactam | Count of lactam rings | RDKit |
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| 114 |
+
| fr_lactone | Count of lactone rings | RDKit |
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| 115 |
+
| fr_methoxy | Count of methoxy groups (-OCH3) | RDKit |
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| 116 |
+
| fr_morpholine | Count of morpholine rings | RDKit |
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| 117 |
+
| fr_nitrile | Count of nitrile groups (-C≡N) | RDKit |
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| 118 |
+
| fr_nitro | Count of nitro groups (-NO2) | RDKit |
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| 119 |
+
| fr_nitro_arom | Count of aromatic nitro groups | RDKit |
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| 120 |
+
| fr_nitro_arom_nonortho | Count of non-ortho aromatic nitro groups | RDKit |
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| 121 |
+
| fr_nitroso | Count of nitroso groups (-NO) | RDKit |
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| 122 |
+
| fr_oxazole | Count of oxazole rings | RDKit |
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| 123 |
+
| fr_oxime | Count of oxime groups (=NOH) | RDKit |
|
| 124 |
+
| fr_para_hydroxylation | Count of para hydroxylation sites | RDKit |
|
| 125 |
+
| fr_phenol | Count of phenol groups | RDKit |
|
| 126 |
+
| fr_phenol_noOrthoHbond | Count of phenols without ortho hydrogen bonding | RDKit |
|
| 127 |
+
| fr_phos_acid | Count of phosphoric acid groups | RDKit |
|
| 128 |
+
| fr_phos_ester | Count of phosphoric ester groups | RDKit |
|
| 129 |
+
| fr_piperdine | Count of piperidine rings | RDKit |
|
| 130 |
+
| fr_piperzine | Count of piperazine rings | RDKit |
|
| 131 |
+
| fr_priamide | Count of primary amides | RDKit |
|
| 132 |
+
| fr_prisulfonamd | Count of primary sulfonamides | RDKit |
|
| 133 |
+
| fr_pyridine | Count of pyridine rings | RDKit |
|
| 134 |
+
| fr_quatN | Count of quaternary nitrogen atoms | RDKit |
|
| 135 |
+
| fr_sulfide | Count of sulfide groups (thioethers) | RDKit |
|
| 136 |
+
| fr_sulfonamd | Count of sulfonamide groups | RDKit |
|
| 137 |
+
| fr_sulfone | Count of sulfone groups | RDKit |
|
| 138 |
+
| fr_term_acetylene | Count of terminal acetylene groups | RDKit |
|
| 139 |
+
| fr_tetrazole | Count of tetrazole rings | RDKit |
|
| 140 |
+
| fr_thiazole | Count of thiazole rings | RDKit |
|
| 141 |
+
| fr_thiocyan | Count of thiocyanate groups | RDKit |
|
| 142 |
+
| fr_thiophene | Count of thiophene rings | RDKit |
|
| 143 |
+
| fr_unbrch_alkane | Count of unbranched alkane chains | RDKit |
|
| 144 |
+
| fr_urea | Count of urea groups | RDKit |
|
| 145 |
+
|
| 146 |
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## Constitutional Descriptors
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|
| 148 |
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| Descriptor | Summary | Software Used |
|
| 149 |
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|------------|---------|---------------|
|
| 150 |
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| ExactMolWt | Monoisotopic molecular weight of the compound | RDKit |
|
| 151 |
+
| HeavyAtomCount | Number of non-hydrogen atoms in the molecule | RDKit |
|
| 152 |
+
| HeavyAtomMolWt | Molecular weight of non-hydrogen atoms only | RDKit |
|
| 153 |
+
| MolWt | Molecular weight based on average atomic masses | RDKit |
|
| 154 |
+
| NumHeteroatoms | Number of non-carbon and non-hydrogen atoms | RDKit |
|
| 155 |
+
|
| 156 |
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## Physiochemical Descriptors
|
| 157 |
+
|
| 158 |
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| Descriptor | Summary | Software Used |
|
| 159 |
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|------------|---------|---------------|
|
| 160 |
+
| MolLogP | Partition coefficient (logP) estimating hydrophobicity | RDKit |
|
| 161 |
+
| MolMR | Molar refractivity related to volume and polarizability | RDKit |
|
| 162 |
+
|
| 163 |
+
## Fingerprint Descriptors
|
| 164 |
+
|
| 165 |
+
| Descriptor | Summary | Software Used |
|
| 166 |
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|------------|---------|---------------|
|
| 167 |
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| Morgan_Fingerprint | Circular fingerprints encoding molecular substructures up to a given radius, used for similarity and machine learning | RDKit |
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data/compounds/comp.smi
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:c999e9c41e4247ce05f492b4aa0a8f876a96b1408b5589d12335ba6ce8f1f944
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size 1838974
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data/compounds/comp_descriptors.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:522aefb71e6a19f242966624bc0d9cb08f1acfc96b4ee0d5426a9914e06606c2
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size 75216122
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data/solvents/.DS_Store
ADDED
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Binary file (6.15 kB). View file
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data/solvents/README.md
ADDED
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|
| 1 |
+
# 🧪 AMAX Solvent Desciptors
|
| 2 |
+
|
| 3 |
+
Compound descriptors capture detailed structural, electronic, and topological features of the molecule, computed using RDKit.
|
| 4 |
+
|
| 5 |
+
## Topological Descriptors
|
| 6 |
+
|
| 7 |
+
| Descriptor | Summary | Software Used |
|
| 8 |
+
|------------|---------|---------------|
|
| 9 |
+
| BalabanJ | Quantifies molecular complexity based on average distance connectivity and graph branching | RDKit |
|
| 10 |
+
| BertzCT | Calculates molecular complexity based on graph connectivity and atomic contributions | RDKit |
|
| 11 |
+
| Chi (0-4), Chi_n (1-4) Chi_v (1-4) | Connectivity indices reflecting molecular topology, branching, and size | RDKit |
|
| 12 |
+
| Ipc | Information content index representing structural complexity | RDKit |
|
| 13 |
+
| Kappa (1-3) | Shape indices describing molecular flexibility and overall geometry | RDKit |
|
| 14 |
+
|
| 15 |
+
## Electronic Descriptors
|
| 16 |
+
|
| 17 |
+
| Descriptor | Summary | Software Used |
|
| 18 |
+
|------------|---------|---------------|
|
| 19 |
+
| MaxAbsEStateIndex | Maximum absolute E-state value in the molecule | RDKit |
|
| 20 |
+
| MaxAbsPartialCharge | Maximum absolute atomic partial charge | RDKit |
|
| 21 |
+
| MaxEStateIndex | Maximum E-state value in the molecule | RDKit |
|
| 22 |
+
| MaxPartialCharge | Highest partial charge in the molecule | RDKit |
|
| 23 |
+
| NumValenceElectrons | Total number of valence electrons in the molecule | RDKit |
|
| 24 |
+
| NumRadicalElectrons | Total number of unpaired electrons (radicals) | RDKit |
|
| 25 |
+
| HallKierAlpha | Atom-type electrotopological descriptor modeling polarity and hybridization | RDKit |
|
| 26 |
+
|
| 27 |
+
## Surface Area Descriptors
|
| 28 |
+
|
| 29 |
+
| Descriptor | Summary | Software Used |
|
| 30 |
+
|------------|---------|---------------|
|
| 31 |
+
| EState_VSA (1-9) | Binned E-state values mapped over atomic surface areas | RDKit |
|
| 32 |
+
| LabuteASA | Approximate surface area calculated by Labute’s method | RDKit |
|
| 33 |
+
| PEOE_VSA (1-9) | Partial equalization of orbital electronegativities across molecular surface area bins | RDKit |
|
| 34 |
+
| SMR_VSA (1-9) | Molar refractivity contributions binned by surface area | RDKit |
|
| 35 |
+
| SlogP_VSA (1-12) | SlogP contributions mapped to molecular surface area bins | RDKit |
|
| 36 |
+
| TPSA | Topological polar surface area related to hydrogen bonding potential | RDKit |
|
| 37 |
+
|
| 38 |
+
## Structural Descriptors
|
| 39 |
+
|
| 40 |
+
| Descriptor | Summary | Software Used |
|
| 41 |
+
|------------|---------|---------------|
|
| 42 |
+
| NumAliphaticCarbocycles | Aliphatic (non-aromatic) carbon-only rings | RDKit |
|
| 43 |
+
| NumAliphaticHeterocycles | Aliphatic rings with at least one heteroatom | RDKit |
|
| 44 |
+
| NumAliphaticRings | Number of rings without aromaticity | RDKit |
|
| 45 |
+
| NumAromaticCarbocycles | Number of aromatic rings with only carbon atoms | RDKit |
|
| 46 |
+
| NumAromaticHeterocycles | Aromatic rings containing heteroatoms | RDKit |
|
| 47 |
+
| NumAromaticRings | Number of rings with aromatic character | RDKit |
|
| 48 |
+
| NumSaturatedCarbocycles | Fully saturated carbon rings | RDKit |
|
| 49 |
+
| NumSaturatedHeterocycles | Fully saturated heteroatom rings | RDKit |
|
| 50 |
+
| NumSaturatedRings | Total saturated rings in the molecule | RDKit |
|
| 51 |
+
| FractionCSP | Fraction of sp3 hybridized carbons (aliphatic character) | RDKit |
|
| 52 |
+
| NumRotatableBonds | Number of freely rotatable single bonds | RDKit |
|
| 53 |
+
| NumHAcceptors | Number of hydrogen bond acceptors (e.g. O, N atoms) | RDKit |
|
| 54 |
+
| NumHDonors | Number of hydrogen bond donors (e.g. -OH, -NH) | RDKit |
|
| 55 |
+
|
| 56 |
+
## Functional Group Descriptors
|
| 57 |
+
|
| 58 |
+
| Descriptor | Summary | Software Used |
|
| 59 |
+
|------------|---------|---------------|
|
| 60 |
+
| fr_Al_COO | Count of aliphatic carboxylic acid groups (-COOH) | RDKit |
|
| 61 |
+
| fr_Al_OH | Count of aliphatic alcohol groups (-OH) | RDKit |
|
| 62 |
+
| fr_Al_OH_noTert | Count of non-tertiary aliphatic alcohol groups | RDKit |
|
| 63 |
+
| fr_ArN | Count of aromatic amines | RDKit |
|
| 64 |
+
| fr_Ar_COO | Count of aromatic carboxylic acid groups | RDKit |
|
| 65 |
+
| fr_Ar_N | Count of aromatic nitrogen atoms (excluding amines) | RDKit |
|
| 66 |
+
| fr_Ar_NH | Count of aromatic amines (-NH- groups) | RDKit |
|
| 67 |
+
| fr_Ar_OH | Count of phenol groups (aromatic alcohols) | RDKit |
|
| 68 |
+
| fr_COO | Count of carboxylic acid groups (-COOH) | RDKit |
|
| 69 |
+
| fr_COO2 | Count of additional carboxylic acid groups (possibly duplicates) | RDKit |
|
| 70 |
+
| fr_C_O | Count of carbonyl groups (C=O) | RDKit |
|
| 71 |
+
| fr_C_O_noCOO | Count of carbonyls excluding carboxylic acids | RDKit |
|
| 72 |
+
| fr_C_S | Count of carbon-sulfur bonds | RDKit |
|
| 73 |
+
| fr_HOCCN | Count of hydroxyl connected to carbon connected to nitrogen | RDKit |
|
| 74 |
+
| fr_Imine | Count of imine groups (C=NH or C=NR) | RDKit |
|
| 75 |
+
| fr_NH0 | Count of nitrogen with zero attached hydrogens (e.g., quaternary) | RDKit |
|
| 76 |
+
| fr_NH1 | Count of nitrogen with one attached hydrogen | RDKit |
|
| 77 |
+
| fr_NH2 | Count of nitrogen with two attached hydrogens | RDKit |
|
| 78 |
+
| fr_N_O | Count of nitrogen-oxygen bonds | RDKit |
|
| 79 |
+
| fr_Ndealkylation1 | Count of first type N-dealkylation fragments | RDKit |
|
| 80 |
+
| fr_Ndealkylation2 | Count of second type N-dealkylation fragments | RDKit |
|
| 81 |
+
| fr_Nhpyrrole | Count of nitrogen atoms in pyrrole rings | RDKit |
|
| 82 |
+
| fr_SH | Count of thiol groups (-SH) | RDKit |
|
| 83 |
+
| fr_aldehyde | Count of aldehyde groups (-CHO) | RDKit |
|
| 84 |
+
| fr_alkyl_carbamate | Count of alkyl carbamate groups | RDKit |
|
| 85 |
+
| fr_alkyl_halide | Count of alkyl halide groups | RDKit |
|
| 86 |
+
| fr_allylic_oxid | Count of allylic oxidation sites | RDKit |
|
| 87 |
+
| fr_amide | Count of amide groups | RDKit |
|
| 88 |
+
| fr_amidine | Count of amidine groups | RDKit |
|
| 89 |
+
| fr_aniline | Count of aniline groups (aromatic amines) | RDKit |
|
| 90 |
+
| fr_aryl_methyl | Count of methyl groups attached to aromatic rings | RDKit |
|
| 91 |
+
| fr_azide | Count of azide groups (-N3) | RDKit |
|
| 92 |
+
| fr_azo | Count of azo groups (-N=N-) | RDKit |
|
| 93 |
+
| fr_barbitur | Count of barbituric acid-like groups | RDKit |
|
| 94 |
+
| fr_benzene | Count of benzene rings | RDKit |
|
| 95 |
+
| fr_benzodiazepine | Count of benzodiazepine rings | RDKit |
|
| 96 |
+
| fr_bicyclic | Count of bicyclic ring systems | RDKit |
|
| 97 |
+
| fr_diazo | Count of diazo groups | RDKit |
|
| 98 |
+
| fr_dihydropyridine | Count of dihydropyridine rings | RDKit |
|
| 99 |
+
| fr_epoxide | Count of epoxide rings | RDKit |
|
| 100 |
+
| fr_ester | Count of ester groups | RDKit |
|
| 101 |
+
| fr_ether | Count of ether groups | RDKit |
|
| 102 |
+
| fr_furan | Count of furan rings | RDKit |
|
| 103 |
+
| fr_guanido | Count of guanidine groups | RDKit |
|
| 104 |
+
| fr_halogen | Count of halogen atoms (F, Cl, Br, I) | RDKit |
|
| 105 |
+
| fr_hdrzine | Count of hydrazine groups | RDKit |
|
| 106 |
+
| fr_hdrzone | Count of hydrazone groups | RDKit |
|
| 107 |
+
| fr_imidazole | Count of imidazole rings | RDKit |
|
| 108 |
+
| fr_imid | Count of imide groups | RDKit |
|
| 109 |
+
| fr_isocyan | Count of isocyanate groups | RDKit |
|
| 110 |
+
| fr_isothiocyan | Count of isothiocyanate groups | RDKit |
|
| 111 |
+
| fr_ketone | Count of ketone groups | RDKit |
|
| 112 |
+
| fr_ketone_Topliss | Count of ketone groups (Topliss definition) | RDKit |
|
| 113 |
+
| fr_lactam | Count of lactam rings | RDKit |
|
| 114 |
+
| fr_lactone | Count of lactone rings | RDKit |
|
| 115 |
+
| fr_methoxy | Count of methoxy groups (-OCH3) | RDKit |
|
| 116 |
+
| fr_morpholine | Count of morpholine rings | RDKit |
|
| 117 |
+
| fr_nitrile | Count of nitrile groups (-C≡N) | RDKit |
|
| 118 |
+
| fr_nitro | Count of nitro groups (-NO2) | RDKit |
|
| 119 |
+
| fr_nitro_arom | Count of aromatic nitro groups | RDKit |
|
| 120 |
+
| fr_nitro_arom_nonortho | Count of non-ortho aromatic nitro groups | RDKit |
|
| 121 |
+
| fr_nitroso | Count of nitroso groups (-NO) | RDKit |
|
| 122 |
+
| fr_oxazole | Count of oxazole rings | RDKit |
|
| 123 |
+
| fr_oxime | Count of oxime groups (=NOH) | RDKit |
|
| 124 |
+
| fr_para_hydroxylation | Count of para hydroxylation sites | RDKit |
|
| 125 |
+
| fr_phenol | Count of phenol groups | RDKit |
|
| 126 |
+
| fr_phenol_noOrthoHbond | Count of phenols without ortho hydrogen bonding | RDKit |
|
| 127 |
+
| fr_phos_acid | Count of phosphoric acid groups | RDKit |
|
| 128 |
+
| fr_phos_ester | Count of phosphoric ester groups | RDKit |
|
| 129 |
+
| fr_piperdine | Count of piperidine rings | RDKit |
|
| 130 |
+
| fr_piperzine | Count of piperazine rings | RDKit |
|
| 131 |
+
| fr_priamide | Count of primary amides | RDKit |
|
| 132 |
+
| fr_prisulfonamd | Count of primary sulfonamides | RDKit |
|
| 133 |
+
| fr_pyridine | Count of pyridine rings | RDKit |
|
| 134 |
+
| fr_quatN | Count of quaternary nitrogen atoms | RDKit |
|
| 135 |
+
| fr_sulfide | Count of sulfide groups (thioethers) | RDKit |
|
| 136 |
+
| fr_sulfonamd | Count of sulfonamide groups | RDKit |
|
| 137 |
+
| fr_sulfone | Count of sulfone groups | RDKit |
|
| 138 |
+
| fr_term_acetylene | Count of terminal acetylene groups | RDKit |
|
| 139 |
+
| fr_tetrazole | Count of tetrazole rings | RDKit |
|
| 140 |
+
| fr_thiazole | Count of thiazole rings | RDKit |
|
| 141 |
+
| fr_thiocyan | Count of thiocyanate groups | RDKit |
|
| 142 |
+
| fr_thiophene | Count of thiophene rings | RDKit |
|
| 143 |
+
| fr_unbrch_alkane | Count of unbranched alkane chains | RDKit |
|
| 144 |
+
| fr_urea | Count of urea groups | RDKit |
|
| 145 |
+
|
| 146 |
+
## Constitutional Descriptors
|
| 147 |
+
|
| 148 |
+
| Descriptor | Summary | Software Used |
|
| 149 |
+
|------------|---------|---------------|
|
| 150 |
+
| ExactMolWt | Monoisotopic molecular weight of the compound | RDKit |
|
| 151 |
+
| HeavyAtomCount | Number of non-hydrogen atoms in the molecule | RDKit |
|
| 152 |
+
| HeavyAtomMolWt | Molecular weight of non-hydrogen atoms only | RDKit |
|
| 153 |
+
| MolWt | Molecular weight based on average atomic masses | RDKit |
|
| 154 |
+
| NumHeteroatoms | Number of non-carbon and non-hydrogen atoms | RDKit |
|
| 155 |
+
|
| 156 |
+
## Physiochemical Descriptors
|
| 157 |
+
|
| 158 |
+
| Descriptor | Summary | Software Used |
|
| 159 |
+
|------------|---------|---------------|
|
| 160 |
+
| MolLogP | Partition coefficient (logP) estimating hydrophobicity | RDKit |
|
| 161 |
+
| MolMR | Molar refractivity related to volume and polarizability | RDKit |
|
| 162 |
+
|
| 163 |
+
## Fingerprint Descriptors
|
| 164 |
+
|
| 165 |
+
| Descriptor | Summary | Software Used |
|
| 166 |
+
|------------|---------|---------------|
|
| 167 |
+
| Morgan_Fingerprint | Circular fingerprints encoding molecular substructures up to a given radius, used for similarity and machine learning | RDKit |
|
data/solvents/solv_descriptors.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:039a6b443b641b5b7874ac425922a548a49a597ed4f0630089cabf186b1922e3
|
| 3 |
+
size 1091020
|
data/testing/amax_testing.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:77e5dc8879575ef4c1707149fc3c9309ee9216c95c3423e362dfd13cd3e76810
|
| 3 |
+
size 353520
|
data/training/amax_training.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eff44a87e6557a5455a96e970fbf3d0df8b6adeb1dfc15839577a0a4ab156957
|
| 3 |
+
size 2840619
|
data/validation/amax_validation.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f0b237eb2b0d6b8f8f39942edbea9c47070612b22fce29949acbb3775b724673
|
| 3 |
+
size 353594
|