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+ ---
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+ tags:
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+ - biology
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+ - DNA
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+ - genomics
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+ ---
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+
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+ # Pretraining dataset
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+ For pretraining and validation, we curated a dataset comprising all 19,551 representative genomes sourced from the National Center for Biotechnology Information (NCBI)
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+ database by February 23, 2024, including 18,268 bacterial, 647 archaeal, 577 fungal, 40 viral, and 1 human reference genome.
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+ Then, to create samples, we created chunks of 3200 long nucleotide sequences with 100 bases overlapping.
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+ The resulting train set has 27,831,882 samples, the validation set has 3,478,985, and the test set has 3,478,986 samples.
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+
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+ ## Dataset Structure
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+
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+ Each dataset sample contains the following information:
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+
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+ - **`assembly_accession`**: Genome assembly identifier
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+ - **`seq_id`**: Accession identifier
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+ - **`assembly_id`**: Line number in the file
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+ - **`start`**: Start position of the sequence read within the accession ID
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+ - **`sequence`**: DNA sequence data
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+ - **`sequence_length`**: Length of the DNA sequence sample
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+ - **`split`**: Dataset split category