yairschiff
commited on
Commit
•
770904a
1
Parent(s):
0857cc8
Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,71 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: apache-2.0
|
3 |
+
---
|
4 |
+
|
5 |
+
## Overview
|
6 |
+
This dataset consists of reference genomes for 10 species:
|
7 |
+
|
8 |
+
| Species | Assembly Accession |
|
9 |
+
|--------------------------|-----------------------------------------------------|
|
10 |
+
| *Arabidopsis thaliana* | `GCF_000001735.4_TAIR10.1` |
|
11 |
+
| *Caenorhabditis elegans* | `GCF_000002985.6_WBcel235` |
|
12 |
+
| *Danio rerio* | `GCF_000002035.6_GRCz11` |
|
13 |
+
| *Drosophila melanogaster*| `GCF_000001215.4_Release_6_plus_ISO1_MT` |
|
14 |
+
| *Felis catus* | `GCF_018350175.1_F.catus_Fca126_mat1.0` |
|
15 |
+
| *Gallus gallus* | `GCF_016699485.2_bGalGal1.mat.broiler.GRCg7b` |
|
16 |
+
| *Gorilla gorilla* | `GCF_029281585.2_NHGRI_mGorGor1-v2.0_pri` |
|
17 |
+
| *Homo sapiens* | `GCF_000001405.40_GRCh38.p14` |
|
18 |
+
| *Mus musculus* | `GCF_000001635.27_GRCm39` |
|
19 |
+
| *Salmo trutta* | `GCF_901001165.1_fSalTru1.1` |
|
20 |
+
|
21 |
+
Each item in the dataset contains the following fields:
|
22 |
+
```
|
23 |
+
"sequence": datasets.Value("string"),
|
24 |
+
"species_label": datasets.ClassLabel() # See below
|
25 |
+
"description": datasets.Value("string"),
|
26 |
+
"start_pos": datasets.Value("int32"),
|
27 |
+
"end_pos": datasets.Value("int32"),
|
28 |
+
"fasta_url": datasets.Value("string")
|
29 |
+
```
|
30 |
+
|
31 |
+
The class labels are as follows:
|
32 |
+
| Class | Label |
|
33 |
+
|-----------------------------|-------|
|
34 |
+
| `'Homo_sapiens'` | 0 |
|
35 |
+
| `'Mus_musculus'` | 1 |
|
36 |
+
| `'Drosophila_melanogaster'` | 2 |
|
37 |
+
| `'Danio_rerio'` | 3 |
|
38 |
+
| `'Caenorhabditis_elegans'` | 4 |
|
39 |
+
| `'Gallus_gallus'` | 5 |
|
40 |
+
| `'Gorilla_gorilla'` | 6 |
|
41 |
+
| `'Felis_catus'` | 7 |
|
42 |
+
| `'Salmo_trutta'` | 8 |
|
43 |
+
| `'Arabidopsis_thaliana'` | 9 |
|
44 |
+
|
45 |
+
|
46 |
+
## Usage
|
47 |
+
To use this dataset, set the `chunk_length` (length of each sequence, in base-pairs) and the `overlap` (amount each sequence overlaps, in base-pairs).
|
48 |
+
The dataset only contains a `train` split.
|
49 |
+
We recommend randomly splitting the dataset to create validation/test sets.
|
50 |
+
See below for example usage:
|
51 |
+
|
52 |
+
```python
|
53 |
+
import datasets
|
54 |
+
|
55 |
+
max_length = 32_768
|
56 |
+
overlap = 0
|
57 |
+
|
58 |
+
dataset = datasets.load_dataset(
|
59 |
+
'yairschiff/ten_species',
|
60 |
+
split='train', # original dataset only has `train` split
|
61 |
+
chunk_length=max_length,
|
62 |
+
overlap=overlap,
|
63 |
+
trust_remote_code=True
|
64 |
+
)
|
65 |
+
self.dataset = dataset.train_test_split(
|
66 |
+
test_size=0.05, seed=42)[split]
|
67 |
+
```
|
68 |
+
|
69 |
+
|
70 |
+
## Acknowledgments
|
71 |
+
Code for dataset processing is derived from https://huggingface.co/datasets/InstaDeepAI/multi_species_genomes.
|