smostafanejad
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adds the dataset card
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README.md
ADDED
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1 |
+
---
|
2 |
+
license:
|
3 |
+
- pddl
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4 |
+
license_link: https://opendatacommons.org/licenses/pddl
|
5 |
+
tags:
|
6 |
+
- pubchem
|
7 |
+
- small-molecules
|
8 |
+
- InChI
|
9 |
+
- SMILES
|
10 |
+
- molecular-geometry
|
11 |
+
- molecular-properties
|
12 |
+
- chemical-properties
|
13 |
+
- cheminformatics
|
14 |
+
annotations_creators:
|
15 |
+
- crowdsourced
|
16 |
+
pretty_name: pubchem-10-15-2024
|
17 |
+
size_categories:
|
18 |
+
- 100M<n<200M
|
19 |
+
source_datasets:
|
20 |
+
- pubchem-compound
|
21 |
+
- pubchem-10-15-2024
|
22 |
+
task_categories:
|
23 |
+
- tabular-regression
|
24 |
+
- other
|
25 |
+
task_ids:
|
26 |
+
- tabular-single-column-regression
|
27 |
+
viewer: false
|
28 |
+
configs:
|
29 |
+
- config_name: pubchem-10-15-2024
|
30 |
+
data_files:
|
31 |
+
- split: train
|
32 |
+
path: "data/train/*.json"
|
33 |
+
default: true
|
34 |
+
---
|
35 |
+
|
36 |
+
# PubChem Dataset (version 10-15-2024)
|
37 |
+
|
38 |
+
## Table of Contents
|
39 |
+
|
40 |
+
- [PubChem Dataset (version 10-15-2024)](#pubchem-dataset-version-10-15-2024)
|
41 |
+
- [Table of Contents](#table-of-contents)
|
42 |
+
- [Dataset Description](#dataset-description)
|
43 |
+
- [Dataset Summary](#dataset-summary)
|
44 |
+
- [Dataset Structure](#dataset-structure)
|
45 |
+
- [Data Instances](#data-instances)
|
46 |
+
- [Data Fields](#data-fields)
|
47 |
+
- [Data Splits and Configurations](#data-splits-and-configurations)
|
48 |
+
- [Dataset Creation](#dataset-creation)
|
49 |
+
- [Curation Rationale](#curation-rationale)
|
50 |
+
- [Source Data](#source-data)
|
51 |
+
- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization)
|
52 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
53 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
54 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
55 |
+
- [Additional Information](#additional-information)
|
56 |
+
- [Dataset Curators](#dataset-curators)
|
57 |
+
- [Licensing Information](#licensing-information)
|
58 |
+
- [Citation Information](#citation-information)
|
59 |
+
- [Contributions](#contributions)
|
60 |
+
|
61 |
+
## Dataset Description
|
62 |
+
|
63 |
+
- **Homepage:** https://pubchem.ncbi.nlm.nih.gov
|
64 |
+
- **Paper:** https://doi.org/10.1093/nar/gkac956
|
65 |
+
- **Point of Contact:** [Sunghwan Kim](kimsungh@ncbi.nlm.nih.gov)
|
66 |
+
- **Point of Contact:** [Mohammad Mostafanejad](smostafanejad@vt.edu)
|
67 |
+
- **Point of Contact:** [MolSSI-AI Hub](hub@molssi.org)
|
68 |
+
|
69 |
+
### Dataset Summary
|
70 |
+
|
71 |
+
[PubChem](https://pubchem.ncbi.nlm.nih.gov) is a popular chemical information
|
72 |
+
resource that serves a wide range of use cases. It is an open chemistry
|
73 |
+
database at the National Institutes of Health (NIH). “Open” means that you can
|
74 |
+
put your scientific data in PubChem and that others may use it. Since the launch
|
75 |
+
in 2004, PubChem has become a key chemical information resource for scientists,
|
76 |
+
students, and the general public. Each month our website and programmatic
|
77 |
+
services provide data to several million users worldwide.
|
78 |
+
|
79 |
+
PubChem mostly contains small molecules, but also larger molecules such as
|
80 |
+
nucleotides, carbohydrates, lipids, peptides, and chemically-modified
|
81 |
+
macromolecules. PubChem collects information on chemical structures,
|
82 |
+
identifiers, chemical and physical properties, biological activities, patents,
|
83 |
+
health, safety, toxicity data, and many others.
|
84 |
+
|
85 |
+
## Dataset Structure
|
86 |
+
|
87 |
+
### Data Instances
|
88 |
+
|
89 |
+
An example of a data instance is as follows:
|
90 |
+
|
91 |
+
```json
|
92 |
+
{
|
93 |
+
'PUBCHEM_COMPOUND_CID': '12',
|
94 |
+
'PUBCHEM_COMPOUND_CANONICALIZED': '1',
|
95 |
+
'PUBCHEM_CACTVS_COMPLEXITY': 104.0,
|
96 |
+
'PUBCHEM_CACTVS_HBOND_ACCEPTOR': 4,
|
97 |
+
'PUBCHEM_CACTVS_HBOND_DONOR': 4,
|
98 |
+
'PUBCHEM_CACTVS_ROTATABLE_BOND': 0,
|
99 |
+
'PUBCHEM_CACTVS_SUBSKEYS': 'AAADcYBgOAAAAAAAAAAAAAAAAAAAAAAAAAAwAAAAAAAAAAABAAAAGgAACAAACASAkAAwBoAAAgCAACBCAAACAAAgIAAAiAAGiIgJJyKCERKAcAElwBUJmAfAYAQAAQAACAAAQAACAAAQAACAAAAAAAAAAA==',
|
100 |
+
'PUBCHEM_IUPAC_OPENEYE_NAME': 'benzene-1,2,3,5-tetrol',
|
101 |
+
'PUBCHEM_IUPAC_CAS_NAME': 'benzene-1,2,3,5-tetrol',
|
102 |
+
'PUBCHEM_IUPAC_NAME_MARKUP': 'benzene-1,2,3,5-tetrol',
|
103 |
+
'PUBCHEM_IUPAC_NAME': 'benzene-1,2,3,5-tetrol',
|
104 |
+
'PUBCHEM_IUPAC_SYSTEMATIC_NAME': 'benzene-1,2,3,5-tetrol',
|
105 |
+
'PUBCHEM_IUPAC_TRADITIONAL_NAME': 'benzene-1,2,3,5-tetrol',
|
106 |
+
'PUBCHEM_IUPAC_INCHI': 'InChI=1S/C6H6O4/c7-3-1-4(8)6(10)5(9)2-3/h1-2,7-10H',
|
107 |
+
'PUBCHEM_IUPAC_INCHIKEY': 'RDJUHLUBPADHNP-UHFFFAOYSA-N',
|
108 |
+
'PUBCHEM_XLOGP3_AA': None,
|
109 |
+
'PUBCHEM_EXACT_MASS': 142.02660867,
|
110 |
+
'PUBCHEM_MOLECULAR_FORMULA': 'C6H6O4',
|
111 |
+
'PUBCHEM_MOLECULAR_WEIGHT': 142.11,
|
112 |
+
'PUBCHEM_OPENEYE_CAN_SMILES': 'C1=C(C=C(C(=C1O)O)O)O',
|
113 |
+
'PUBCHEM_OPENEYE_ISO_SMILES': 'C1=C(C=C(C(=C1O)O)O)O',
|
114 |
+
'PUBCHEM_CACTVS_TPSA': 80.9,
|
115 |
+
'PUBCHEM_MONOISOTOPIC_WEIGHT': 142.02660867,
|
116 |
+
'PUBCHEM_TOTAL_CHARGE': 0,
|
117 |
+
'PUBCHEM_HEAVY_ATOM_COUNT': 10,
|
118 |
+
'PUBCHEM_ATOM_DEF_STEREO_COUNT': 0,
|
119 |
+
'PUBCHEM_ATOM_UDEF_STEREO_COUNT': 0,
|
120 |
+
'PUBCHEM_BOND_DEF_STEREO_COUNT': 0,
|
121 |
+
'PUBCHEM_BOND_UDEF_STEREO_COUNT': 0,
|
122 |
+
'PUBCHEM_ISOTOPIC_ATOM_COUNT': 0,
|
123 |
+
'PUBCHEM_COMPONENT_COUNT': 1,
|
124 |
+
'PUBCHEM_CACTVS_TAUTO_COUNT': 15,
|
125 |
+
'PUBCHEM_COORDINATE_TYPE': [1, 5, 255],
|
126 |
+
'PUBCHEM_BONDANNOTATIONS': [5,
|
127 |
+
6,
|
128 |
+
8,
|
129 |
+
...,
|
130 |
+
8],
|
131 |
+
'COORDS': [4.269000053405762,
|
132 |
+
2.0,
|
133 |
+
0.0,
|
134 |
+
...,
|
135 |
+
0.0],
|
136 |
+
'ATOMIC_INDICES': [1, 2, 3, ..., 16],
|
137 |
+
'ATOMIC_SYMBOLS': ['O',
|
138 |
+
'O',
|
139 |
+
'O',
|
140 |
+
...,
|
141 |
+
'H'],
|
142 |
+
'ATOMIC_NUMBERS': [8, 8, 8, ..., 1],
|
143 |
+
'ATOMIC_FORMAL_CHARGES': [0, 0, 0, ..., 0],
|
144 |
+
'BOND_ORDERS': [1,
|
145 |
+
5,
|
146 |
+
1,
|
147 |
+
...,
|
148 |
+
1],
|
149 |
+
'PUBCHEM_XLOGP3': '0.8',
|
150 |
+
'PUBCHEM_NONSTANDARDBOND': None,
|
151 |
+
'PUBCHEM_REFERENCE_STANDARDIZATION': None
|
152 |
+
}
|
153 |
+
```
|
154 |
+
|
155 |
+
### Data Fields
|
156 |
+
|
157 |
+
| Field | Description |
|
158 |
+
| --------------------------------- | ---------------------------------------------------------------------- |
|
159 |
+
| PUBCHEM_COMPOUND_CID | PubChem Compound ID |
|
160 |
+
| PUBCHEM_COMPOUND_CANONICALIZED | Canonicalized form of the compound computed by OEChem 2.3.0 |
|
161 |
+
| PUBCHEM_CACTVS_COMPLEXITY | Complexity of the compound computed by Cactvs 3.4.8.18 |
|
162 |
+
| PUBCHEM_CACTVS_HBOND_ACCEPTOR | Number of hydrogen bond acceptors computed by Cactvs 3.4.8.18 |
|
163 |
+
| PUBCHEM_CACTVS_HBOND_DONOR | Number of hydrogen bond donors computed by Cactvs 3.4.8.18 |
|
164 |
+
| PUBCHEM_CACTVS_ROTATABLE_BOND | Number of rotatable bonds computed by Cactvs 3.4.8.18 |
|
165 |
+
| PUBCHEM_CACTVS_SUBSKEYS | Substructure keys computed by Cactvs 3.4.8.18 |
|
166 |
+
| PUBCHEM_IUPAC_OPENEYE_NAME | IUPAC name of the compound computed by OEChem 2.3.0 |
|
167 |
+
| PUBCHEM_IUPAC_CAS_NAME | CAS name of the compound |
|
168 |
+
| PUBCHEM_IUPAC_NAME_MARKUP | IUPAC name markup |
|
169 |
+
| PUBCHEM_IUPAC_NAME | IUPAC name computed by Lexichem TK 2.7.0 |
|
170 |
+
| PUBCHEM_IUPAC_SYSTEMATIC_NAME | IUPAC systematic name |
|
171 |
+
| PUBCHEM_IUPAC_TRADITIONAL_NAME | IUPAC traditional name |
|
172 |
+
| PUBCHEM_IUPAC_INCHI | InChI of the compound computed by InChI 1.0.6 |
|
173 |
+
| PUBCHEM_IUPAC_INCHIKEY | InChI key of the compound computed by InChI 1.0.6 |
|
174 |
+
| PUBCHEM_XLOGP3_AA | XLogP3 with atom additive model computed by XLogP3 3.0 |
|
175 |
+
| PUBCHEM_EXACT_MASS | Exact mass of the compound computed by PubChem 2.2 |
|
176 |
+
| PUBCHEM_MOLECULAR_FORMULA | Molecular formula of the compound computed by PubChem 2.2 |
|
177 |
+
| PUBCHEM_MOLECULAR_WEIGHT | Molecular weight of the compound computed by PubChem 2.2 |
|
178 |
+
| PUBCHEM_OPENEYE_CAN_SMILES | Canonical SMILES of the compound computed by OEChem 2.3.0 |
|
179 |
+
| PUBCHEM_OPENEYE_ISO_SMILES | Isomeric SMILES of the compound computed by OEChem 2.3.0 |
|
180 |
+
| PUBCHEM_CACTVS_TPSA | Topological polar surface area computed by Cactvs 3.4.8.18 |
|
181 |
+
| PUBCHEM_MONOISOTOPIC_WEIGHT | Monoisotopic weight of the compound computed by PubChem 2.2 |
|
182 |
+
| PUBCHEM_TOTAL_CHARGE | Total charge of the compound computed by PubChem |
|
183 |
+
| PUBCHEM_HEAVY_ATOM_COUNT | Number of heavy atoms in the compound computed by PubChem |
|
184 |
+
| PUBCHEM_ATOM_DEF_STEREO_COUNT | Number of defined stereo centers in the compound computed by PubChem |
|
185 |
+
| PUBCHEM_ATOM_UDEF_STEREO_COUNT | Number of undefined stereo centers in the compound computed by PubChem |
|
186 |
+
| PUBCHEM_BOND_DEF_STEREO_COUNT | Number of defined stereo bonds in the compound computed by PubChem |
|
187 |
+
| PUBCHEM_BOND_UDEF_STEREO_COUNT | Number of undefined stereo bonds in the compound computed by PubChem |
|
188 |
+
| PUBCHEM_ISOTOPIC_ATOM_COUNT | Number of isotopic atoms in the compound computed by PubChem |
|
189 |
+
| PUBCHEM_COMPONENT_COUNT | Number of components in the compound computed by PubChem |
|
190 |
+
| PUBCHEM_CACTVS_TAUTO_COUNT | Number of tautomers of the compound computed by Cactvs 3.4.8.18 |
|
191 |
+
| PUBCHEM_COORDINATE_TYPE | Coordinate type |
|
192 |
+
| PUBCHEM_BONDANNOTATIONS | Bond annotations |
|
193 |
+
| COORDS | Cartesian coordinates of the molecular geometry |
|
194 |
+
| ATOMIC_INDICES | Atomic indices |
|
195 |
+
| ATOMIC_SYMBOLS | Atomic symbols |
|
196 |
+
| ATOMIC_NUMBERS | Atomic numbers |
|
197 |
+
| ATOMIC_FORMAL_CHARGES | Atomic formal charges |
|
198 |
+
| BOND_ORDERS | Bond orders |
|
199 |
+
| PUBCHEM_XLOGP3 | XLogP3 computed by XLogP3 3.0 |
|
200 |
+
| PUBCHEM_NONSTANDARDBOND | Non-standard bond |
|
201 |
+
| PUBCHEM_REFERENCE_STANDARDIZATION | Reference standardization |
|
202 |
+
|
203 |
+
### Data Splits and Configurations
|
204 |
+
|
205 |
+
The dataset has only one `train` split and one configuration/subset:
|
206 |
+
|
207 |
+
- `pubchem-10-15-2024` (default)
|
208 |
+
|
209 |
+
## Dataset Creation
|
210 |
+
|
211 |
+
### Curation Rationale
|
212 |
+
|
213 |
+
The present version of PubChem dataset has been extracted from its original
|
214 |
+
ftp repository, transformed into a dictionary and stored in the `.json`
|
215 |
+
format.
|
216 |
+
|
217 |
+
### Source Data
|
218 |
+
|
219 |
+
The link to the original PubChem dataset FTP repository can be found
|
220 |
+
[here](https://ftp.ncbi.nlm.nih.gov/pubchem/Compound/)
|
221 |
+
|
222 |
+
#### Initial Data Collection and Normalization
|
223 |
+
|
224 |
+
Other than the changes detailed in Sec. [Curation Rationale](#curation-rationale),
|
225 |
+
no data modification has been performed on the PubChem dataset.
|
226 |
+
|
227 |
+
### Personal and Sensitive Information
|
228 |
+
|
229 |
+
The PubChem dataset does not involve any personal or sensitive information.
|
230 |
+
|
231 |
+
## Considerations for Using the Data
|
232 |
+
|
233 |
+
### Social Impact of Dataset
|
234 |
+
|
235 |
+
The PubChem dataset paves the way for applications in drug discovery and materials science, among others.
|
236 |
+
|
237 |
+
## Additional Information
|
238 |
+
|
239 |
+
### Dataset Curators
|
240 |
+
|
241 |
+
- **Sunghwan Kim**, National Center for Biotechnology Information, National
|
242 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
243 |
+
Human Services, Bethesda, MD, 20894 USA
|
244 |
+
- **Jie Chen**, National Center for Biotechnology Information, National Library
|
245 |
+
of Medicine, National Institutes of Health, Department of Health and Human
|
246 |
+
Services, Bethesda, MD, 20894 USA
|
247 |
+
- **Tiejun Cheng**, National Center for Biotechnology Information, National
|
248 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
249 |
+
Human Services, Bethesda, MD, 20894 USA
|
250 |
+
- **Asta Gindulyte**, National Center for Biotechnology Information, National
|
251 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
252 |
+
Human Services, Bethesda, MD, 20894 USA
|
253 |
+
- **Jia He**, National Center for Biotechnology Information, National Library of
|
254 |
+
Medicine, National Institutes of Health, Department of Health and Human
|
255 |
+
Services, Bethesda, MD, 20894 USA
|
256 |
+
- **Siqian He**, National Center for Biotechnology Information, National Library
|
257 |
+
of Medicine, National Institutes of Health, Department of Health and Human
|
258 |
+
Services, Bethesda, MD, 20894 USA
|
259 |
+
- **Qingliang Li**, National Center for Biotechnology Information, National
|
260 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
261 |
+
Human Services, Bethesda, MD, 20894 USA
|
262 |
+
- **Benjamin A Shoemaker**, National Center for Biotechnology Information, National
|
263 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
264 |
+
Human Services, Bethesda, MD, 20894 USA
|
265 |
+
- **Paul A Thiessen**, National Center for Biotechnology Information, National
|
266 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
267 |
+
Human Services, Bethesda, MD, 20894 USA
|
268 |
+
- **Bo Yu**, National Center for Biotechnology Information, National Library of
|
269 |
+
Medicine, National Institutes of Health, Department of Health and Human
|
270 |
+
Services, Bethesda, MD, 20894 USA
|
271 |
+
- **Leonid Zaslavsky**, National Center for Biotechnology Information, National
|
272 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
273 |
+
Human Services, Bethesda, MD, 20894 USA
|
274 |
+
- **Jian Zhang**, National Center for Biotechnology Information, National
|
275 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
276 |
+
Human Services, Bethesda, MD, 20894 USA
|
277 |
+
- **Evan E Bolton**, National Center for Biotechnology Information, National
|
278 |
+
Library of Medicine, National Institutes of Health, Department of Health and
|
279 |
+
Human Services, Bethesda, MD, 20894 USA
|
280 |
+
|
281 |
+
### Licensing Information
|
282 |
+
|
283 |
+
[Free Public Domain License](https://www.ncbi.nlm.nih.gov/home/about/policies/#data)
|
284 |
+
|
285 |
+
### Citation Information
|
286 |
+
|
287 |
+
```tex
|
288 |
+
@article{Kim:2022:D1373,
|
289 |
+
author = {Kim, Sunghwan and Chen, Jie and Cheng, Tiejun and Gindulyte, Asta and He, Jia and He, Siqian and Li, Qingliang and Shoemaker, Benjamin A and Thiessen, Paul A and Yu, Bo and Zaslavsky, Leonid and Zhang, Jian and Bolton, Evan E},
|
290 |
+
title = "{PubChem 2023 update}",
|
291 |
+
journal = {Nucleic Acids Research},
|
292 |
+
volume = {51},
|
293 |
+
pages = {D1373-D1380},
|
294 |
+
year = {2022},
|
295 |
+
doi = {10.1093/nar/gkac956}
|
296 |
+
}
|
297 |
+
```
|
298 |
+
|
299 |
+
### Contributions
|
300 |
+
|
301 |
+
- **Mohammad Mostafanejad**, The Molecular Sciences Software Institute (MolSSI)
|