Upload README.md
Browse files
README.md
CHANGED
|
@@ -1,40 +1,109 @@
|
|
| 1 |
-
---
|
| 2 |
-
license: cc-by-nc-4.0
|
| 3 |
-
dataset_info:
|
| 4 |
-
features:
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
splits:
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
download_size: 134650306
|
| 30 |
-
dataset_size: 175825691
|
| 31 |
-
configs:
|
| 32 |
-
- config_name: default
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
dataset_info:
|
| 4 |
+
features:
|
| 5 |
+
- name: accession
|
| 6 |
+
dtype: string
|
| 7 |
+
- name: name
|
| 8 |
+
dtype: string
|
| 9 |
+
- name: Full Name
|
| 10 |
+
dtype: string
|
| 11 |
+
- name: taxon
|
| 12 |
+
dtype: string
|
| 13 |
+
- name: sequence
|
| 14 |
+
dtype: string
|
| 15 |
+
- name: function
|
| 16 |
+
dtype: string
|
| 17 |
+
- name: AlphaFoldDB
|
| 18 |
+
dtype: string
|
| 19 |
+
splits:
|
| 20 |
+
- name: train
|
| 21 |
+
num_bytes: 168911398
|
| 22 |
+
num_examples: 248315
|
| 23 |
+
- name: test
|
| 24 |
+
num_bytes: 3470418
|
| 25 |
+
num_examples: 4203
|
| 26 |
+
- name: validation
|
| 27 |
+
num_bytes: 3443875
|
| 28 |
+
num_examples: 4172
|
| 29 |
+
download_size: 134650306
|
| 30 |
+
dataset_size: 175825691
|
| 31 |
+
configs:
|
| 32 |
+
- config_name: default
|
| 33 |
+
data_files:
|
| 34 |
+
- split: train
|
| 35 |
+
path: data/train-*
|
| 36 |
+
- split: test
|
| 37 |
+
path: data/test-*
|
| 38 |
+
- split: validation
|
| 39 |
+
path: data/validation-*
|
| 40 |
+
---
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
|
| 44 |
+
# Dataset Card for Prot2Text-Data
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
## Dataset Description
|
| 48 |
+
|
| 49 |
+
This dataset is designed for training the Prot2Text framework. It contains information for 256,690 proteins and is comprised of three modalities:
|
| 50 |
+
|
| 51 |
+
Protein sequence (amino acid sequence)
|
| 52 |
+
AlphaFold accession ID
|
| 53 |
+
Textual description of the protein
|
| 54 |
+
The dataset is built from the SwissProt database, a component of UniProtKB Release 2022_04.
|
| 55 |
+
|
| 56 |
+
## Dataset Summary
|
| 57 |
+
|
| 58 |
+
Format: TSV (Tab-separated values) - expected (not explicitly mentioned)
|
| 59 |
+
Splits: Train (248,315), Validation (4,172), Test (4,203)
|
| 60 |
+
Size: 256,690 proteins
|
| 61 |
+
Features:
|
| 62 |
+
name (str): Full name of the protein
|
| 63 |
+
sequence (str): Amino acid sequence of the protein
|
| 64 |
+
AlphaFoldDB (str): Accession ID of the protein in AlphaFold database
|
| 65 |
+
taxon (str): Species information (potentially)
|
| 66 |
+
text (str): Textual description of the protein (excluding "(By Similarity)" and "PubMed")
|
| 67 |
+
## Supported Tasks and Leaderboards
|
| 68 |
+
|
| 69 |
+
This dataset is intended for training and evaluating models that learn relationships between protein sequences, structures, and textual descriptions. Tasks may include:
|
| 70 |
+
|
| 71 |
+
Protein function prediction
|
| 72 |
+
Protein structure prediction
|
| 73 |
+
Text-based protein information retrieval
|
| 74 |
+
## Dataset Structure
|
| 75 |
+
|
| 76 |
+
#### Data Fields:
|
| 77 |
+
|
| 78 |
+
* **name:** (string) codename of the protein.
|
| 79 |
+
* **Full Name:** (string) Full name of the protein.
|
| 80 |
+
* **sequence:** (string) Amino acid sequence of the protein.
|
| 81 |
+
* **AlphaFoldDB:** (string) Accession ID of the protein in AlphaFold database.
|
| 82 |
+
* **taxon:** (string) Species information for the protein.
|
| 83 |
+
* **function:** (string) Textual description of the protein.
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
#### Data Splits:
|
| 87 |
+
|
| 88 |
+
The dataset is split into training, validation, and test sets with a maximum sequence similarity threshold of 40% within each set using the CD-HIT clustering algorithm.
|
| 89 |
+
|
| 90 |
+
* **Train:** 248,315 proteins
|
| 91 |
+
* **Validation:** 4,172 proteins
|
| 92 |
+
* **Test:** 4,203 proteins
|
| 93 |
+
|
| 94 |
+
## Considerations for Using the Data
|
| 95 |
+
|
| 96 |
+
The dataset is built from a single source (SwissProt). Consider incorporating data from other sources to increase diversity.
|
| 97 |
+
The textual descriptions may contain biases present in the original database. Be mindful of these biases when using the data for downstream tasks.
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
### License
|
| 101 |
+
We are releasing this dataset under the terms of [CC-BY-NC-4.0](https://opendatacommons.org/licenses/by/1-0/).
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
### Citation
|
| 105 |
+
Please cite this dataset and the original sources if you use this dataset in your work
|
| 106 |
+
```none
|
| 107 |
+
|
| 108 |
+
```
|
| 109 |
+
|