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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 5 new columns ({'pgen_compressed_bytes', 'pvar_compressed_bytes', 'pgen_file', 'chromosome', 'pvar_file'}) and 2 missing columns ({'metric', 'value'}).

This happened while the csv dataset builder was generating data using

hf://datasets/madhavajay/1kgp-bv-all/results/qc_file_summary.tsv (at revision 43ad04b827a977808c0ec1f80990ff79b60035a2), ['hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_dataset_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_file_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_population_counts.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_sample_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_superpopulation_counts.tsv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              chromosome: string
              pgen_file: string
              pvar_file: string
              pgen_compressed_bytes: int64
              pvar_compressed_bytes: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 894
              to
              {'metric': Value('string'), 'value': Value('int64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 5 new columns ({'pgen_compressed_bytes', 'pvar_compressed_bytes', 'pgen_file', 'chromosome', 'pvar_file'}) and 2 missing columns ({'metric', 'value'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/madhavajay/1kgp-bv-all/results/qc_file_summary.tsv (at revision 43ad04b827a977808c0ec1f80990ff79b60035a2), ['hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_dataset_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_file_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_population_counts.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_sample_summary.tsv', 'hf://datasets/madhavajay/1kgp-bv-all@43ad04b827a977808c0ec1f80990ff79b60035a2/results/qc_superpopulation_counts.tsv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

metric
string
value
int64
total_samples
3,202
male_count_sex_1
1,598
female_count_sex_2
1,603
pgen_file_count
26
pvar_file_count
26
pgen_compressed_bytes
3,396,903,111
pvar_compressed_bytes
2,880,454,741
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total_samples
3,202
male_count_sex_1
1,598
female_count_sex_2
1,603
unknown_or_other_sex_count
1
sex_code_1_count
1,598
sex_code_2_count
1,603
sex_code_NA_count
1
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1000 Genomes Phase 3 GRCh38 PLINK2 Dataset

Local package of the PLINK 2.0-hosted 1000 Genomes phase 3 GRCh38 files.

The dataset is stored in PLINK 2 format:

  • .pgen.zst: compressed genotype data
  • .pvar.zst: compressed variant metadata
  • hg38_corrected.psam: sample metadata

See SOURCE.md for source and citation notes. See SCHEMA.md for machine-readable frontmatter and human-readable schema documentation. See LICENSE for data-use and license notes.

Contents

Directory layout:

README.md
SOURCE.md
LICENSE
SCHEMA.md
data/
  hg38_corrected.psam
  chr1_hg38.pgen.zst
  chr1_hg38_rs.pvar.zst
  ...
scripts/
  qc_summary.py
  plink2_qc_pca.sh
results/
  qc_sample_summary.tsv
  qc_population_counts.tsv
  qc_superpopulation_counts.tsv
  qc_variant_summary.tsv
  qc_dataset_summary.tsv

expected_files.txt is the complete file manifest.

Sample Metadata

data/hg38_corrected.psam contains one row per sample.

#IID    PAT    MAT    SEX    SuperPop    Population
HG00096 0      0      1      EUR         GBR

Columns:

  • #IID: sample/participant ID
  • PAT, MAT: parental sample IDs when known
  • SEX: PLINK sex code, usually 1=male, 2=female, other/0=unknown
  • SuperPop: super-population label
  • Population: sub-population label

The .pvar.zst files contain variant metadata. The .pgen.zst files contain genotypes in the sample order defined by the .psam.

Validate Files

scripts/verify_downloads.sh

This checks:

  • all manifest files are present
  • there are no .aria2 partial markers
  • every .zst file is a valid zstd stream
  • hg38_corrected.psam is readable

Produce Basic QC Summaries

python3 scripts/qc_summary.py

This writes TSV files under results/:

  • qc_sample_summary.tsv
  • qc_population_counts.tsv
  • qc_superpopulation_counts.tsv
  • qc_file_summary.tsv
  • qc_dataset_summary.tsv

The default run reports the main practical checks:

  • total samples
  • male/female/unknown counts
  • super-population counts
  • population counts
  • number of .pgen.zst and .pvar.zst files
  • compressed file sizes

It does not scan every variant row by default.

For per-chromosome variant row counts and estimated diploid allele slots, run:

python3 scripts/qc_summary.py --variant-counts

This adds variant_count and estimated_diploid_allele_slots to the summaries.

For exact INFO-derived allele totals (AC/AN) and SNV/non-SNV summaries, run:

python3 scripts/qc_summary.py --full-info-scan

Both variant-count modes stream every row of every .pvar.zst file and can take several minutes. Use PLINK 2 for genotype-level missingness, MAF, HWE, and LD pruning.

Deprecated older outputs may be removed and regenerated by rerunning the script. Current default outputs are:

results/qc_sample_summary.tsv
results/qc_population_counts.tsv
results/qc_superpopulation_counts.tsv
results/qc_file_summary.tsv
results/qc_dataset_summary.tsv

PLINK2 QC/PCA Example

scripts/plink2_qc_pca.sh

The script builds temporary uncompressed per-chromosome files under work_plink2_qc/, merges autosomes, applies common QC filters, performs LD pruning, and writes outputs under results/ prefixed with plink2_qc_*.

Default thresholds:

BV_GENO=0.05
BV_MIND=0.10
BV_MAF=0.01
BV_HWE_P=1e-4
BV_INDEP_WINDOW=50
BV_INDEP_STEP=5
BV_INDEP_R2=0.2

Override them on the command line:

BV_GENO=0.02 BV_MAF=0.05 scripts/plink2_qc_pca.sh

Requirements:

  • zstd
  • plink2

The PLINK2 workflow is intentionally an example pipeline. Review the filter choices for your cohort and analysis goal before publishing results.

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