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Overview

This dataset consists of reference genomes for 10 species:

Species Assembly Accession
Arabidopsis thaliana GCF_000001735.4_TAIR10.1
Caenorhabditis elegans GCF_000002985.6_WBcel235
Danio rerio GCF_000002035.6_GRCz11
Drosophila melanogaster GCF_000001215.4_Release_6_plus_ISO1_MT
Felis catus GCF_018350175.1_F.catus_Fca126_mat1.0
Gallus gallus GCF_016699485.2_bGalGal1.mat.broiler.GRCg7b
Gorilla gorilla GCF_029281585.2_NHGRI_mGorGor1-v2.0_pri
Homo sapiens GCF_000001405.40_GRCh38.p14
Mus musculus GCF_000001635.27_GRCm39
Salmo trutta GCF_901001165.1_fSalTru1.1

Each item in the dataset contains the following fields:

"sequence": datasets.Value("string"),
"species_label": datasets.ClassLabel()  # See below
"description": datasets.Value("string"),
"start_pos": datasets.Value("int32"),
"end_pos": datasets.Value("int32"),
"fasta_url": datasets.Value("string")

The class labels are as follows:

Class Label
'Homo_sapiens' 0
'Mus_musculus' 1
'Drosophila_melanogaster' 2
'Danio_rerio' 3
'Caenorhabditis_elegans' 4
'Gallus_gallus' 5
'Gorilla_gorilla' 6
'Felis_catus' 7
'Salmo_trutta' 8
'Arabidopsis_thaliana' 9

Usage

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). The dataset only contains a train split. We recommend randomly splitting the dataset to create validation/test sets. See below for example usage:

import datasets

max_length = 32_768
overlap = 0

dataset = datasets.load_dataset(
  'yairschiff/ten_species',
  split='train',  # original dataset only has `train` split
  chunk_length=max_length,
  overlap=overlap,
  trust_remote_code=True
)
train_validation_splits = dataset.train_test_split(
  test_size=0.05, seed=42)

Acknowledgments

Code for dataset processing is derived from https://huggingface.co/datasets/InstaDeepAI/multi_species_genomes.

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