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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 9 new columns ({'Other seq', '3D seq', 'Published?', 'Median QC score', 'Protocols', 'ChIP-seq', 'ATAC-seq', 'RNA-seq', 'Organisms'}) and 8 missing columns ({'Sample name', 'Read depth', 'Treatment', 'QC score', 'Replicate', 'Protocol', 'Cell type', 'Organism'}).

This happened while the csv dataset builder was generating data using

hf://datasets/funlab/DBNascent/datasets.csv (at revision 2b150727f77de6fa2e9f105d664e2ff4e69efa38)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Paper identifier: string
              Protocols: string
              Organisms: string
              Published?: string
              Median QC score: double
              ATAC-seq: string
              RNA-seq: string
              ChIP-seq: string
              3D seq: string
              Other seq: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1456
              to
              {'Sample name': Value(dtype='string', id=None), 'Paper identifier': Value(dtype='string', id=None), 'Organism': Value(dtype='string', id=None), 'Protocol': Value(dtype='string', id=None), 'Cell type': Value(dtype='string', id=None), 'Treatment': Value(dtype='string', id=None), 'Replicate': Value(dtype='int64', id=None), 'Read depth': Value(dtype='string', id=None), 'QC score': Value(dtype='int64', id=None)}
              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 1577, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1191, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, 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 9 new columns ({'Other seq', '3D seq', 'Published?', 'Median QC score', 'Protocols', 'ChIP-seq', 'ATAC-seq', 'RNA-seq', 'Organisms'}) and 8 missing columns ({'Sample name', 'Read depth', 'Treatment', 'QC score', 'Replicate', 'Protocol', 'Cell type', 'Organism'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/funlab/DBNascent/datasets.csv (at revision 2b150727f77de6fa2e9f105d664e2ff4e69efa38)
              
              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.

Sample name
string
Paper identifier
string
Organism
string
Protocol
string
Cell type
string
Treatment
string
Replicate
int64
Read depth
string
QC score
int64
ERR769522
Laitem2015cdk9
H. sapiens
GRO-seq
HeLa (cell line)
DRB (30min)
1
20M
4
ERR769523
Laitem2015cdk9
H. sapiens
GRO-seq
HeLa (cell line)
KM05283 (30min)
1
23M
4
ERR769524
Laitem2015cdk9
H. sapiens
GRO-seq
HeLa (cell line)
null
1
24M
2
ERR769525
Laitem2015cdk9
H. sapiens
GRO-seq
HeLa (cell line)
null
2
26M
2
SRM497904
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
ethanol
1
40M
3
SRM497907
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
ethanol
2
49M
2
SRM497911
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
17-beta-estradiol (10min)
1
41M
2
SRM497912
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
17-beta-estradiol (10min)
2
52M
3
SRM497914
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
17-beta-estradiol (40min)
1
46M
2
SRM497917
Hah2013enhancer
H. sapiens
GRO-seq
MCF7 (cell line)
17-beta-estradiol (40min)
2
38M
2
SRR064994
Core2012defining
D. melanogaster
GRO-seq
S2 (cell line)
null
1
6M
4
SRR065240
Escoubet-lozach2011mechanisms
M. musculus
GRO-seq
peritoneal macrophage (primary)
DMSO (1hr)
1
8M
4
SRR065241
Escoubet-lozach2011mechanisms
M. musculus
GRO-seq
peritoneal macrophage (primary)
Kdo2-Lipid A (1hr)
1
8M
4
SRR073010
Larschan2011x
D. melanogaster
GRO-seq
S2 (cell line)
null
2
11M
4
SRR091798
Ji2011transcriptional
M. musculus
GRO-seq
C2C12 (cell line)
null
1
17M
2
SRR097862
Min2011regulating
M. musculus
GRO-seq
ESC (cell line)
null
3
8M
4
SRR097863
Min2011regulating
M. musculus
GRO-seq
MEF (primary)
null
1
8M
4
SRR097864
Min2011regulating
M. musculus
GRO-seq
MEF (primary)
null
2
7M
4
SRR10063517
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
growth media (6hr)
1
19M
2
SRR10063518
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
growth media (6hr)
2
9M
4
SRR10063519
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
hypoxia (6hr)
1
18M
2
SRR10063520
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
hypoxia (6hr)
2
8M
4
SRR10063521
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
oxPAPC (6hr)
1
15M
3
SRR10063522
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
oxPAPC (6hr)
2
11M
3
SRR10063523
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
hypoxia (6hr) , oxPAPC (6hr)
1
16M
2
SRR10063524
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HAEC (primary)
hypoxia (6hr) , oxPAPC (6hr)
2
16M
2
SRR10063525
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
growth media (6hr)
1
19M
2
SRR10063526
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
growth media (6hr)
2
15M
2
SRR10063527
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr)
1
15M
3
SRR10063528
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr)
2
17M
2
SRR10063529
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr)
3
13M
3
SRR10063530
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
oxPAPC (6hr)
1
99M
4
SRR10063531
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
oxPAPC (6hr)
2
14M
3
SRR10063532
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
oxPAPC (6hr)
3
12M
3
SRR10063533
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr) , oxPAPC (6hr)
1
51M
4
SRR10063534
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr) , oxPAPC (6hr)
2
16M
2
SRR10063535
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HUVEC (primary)
hypoxia (6hr) , oxPAPC (6hr)
3
14M
3
SRR10063536
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HASM (primary)
growth media (6hr)
1
14M
3
SRR10063537
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HASM (primary)
growth media (6hr)
2
23M
2
SRR10063540
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HASM (primary)
oxPAPC (6hr)
1
17M
2
SRR10063541
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
HASM (primary)
oxPAPC (6hr)
2
7M
4
SRR10063544
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
CD14+ macrophage (primary)
growth media (6hr)
1
19M
2
SRR10063545
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
CD14+ macrophage (primary)
growth media (6hr)
2
26M
2
SRR10063548
Linnakuosmanen2020nrf2
H. sapiens
GRO-seq
CD14+ macrophage (primary)
oxPAPC (6hr)
1
18M
2
SRR10067473
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
null
1
41M
2
SRR10067474
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
null
2
23M
1
SRR10067475
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
JQ1 (2hr)
1
29M
2
SRR10067476
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
JQ1 (2hr)
2
15M
2
SRR10067477
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
LBH589 (2hr)
1
51M
2
SRR10067478
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
LBH589 (2hr)
2
10M
3
SRR10067479
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
LBH589 (6hr)
1
30M
1
SRR10067480
Kelly2020unpublished
M. musculus
PRO-seq
ESC (cell line)
LBH589 (6hr)
2
42M
2
SRR1015583
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
null
1
22M
1
SRR1015584
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
null
2
23M
1
SRR1015585
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (10min)
1
21M
1
SRR1015586
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (10min)
2
18M
2
SRR1015587
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (30min)
1
16M
2
SRR1015588
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (30min)
2
21M
1
SRR1015589
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (2hr)
1
20M
2
SRR1015590
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
TNF-alpha (2hr)
2
24M
1
SRR1015591
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
DMSO (15min)
1
77M
1
SRR1015592
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
DMSO (15min)
2
55M
1
SRR1015593
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
null
1
130M
3
SRR1015594
Luo2014dynamic
H. sapiens
GRO-seq
AC16 (cell line)
null
2
154M
4
SRR10282967
Komarov2020epigenetic
D. melanogaster
GRO-seq
ovary (tissue)
null
1
25M
3
SRR10282968
Komarov2020epigenetic
D. melanogaster
GRO-seq
ovary (tissue)
null
1
23M
3
SRR10298307
Li2021comprehensive
H. sapiens
GRO-seq
MCF7 (cell line)
null
1
64M
2
SRR10298308
Li2021comprehensive
H. sapiens
GRO-seq
MCF7 (cell line)
null
2
49M
1
SRR10298309
Li2021comprehensive
H. sapiens
GRO-seq
MDA-MB-231 (cell line)
null
1
59M
1
SRR10298310
Li2021comprehensive
H. sapiens
GRO-seq
MDA-MB-231 (cell line)
null
2
115M
2
SRR10312745
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain Towne IE2 BAC (4day)
1
28M
2
SRR10312746
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain Towne IE2 BAC (4day) , dTag7 (6hr)
1
29M
3
SRR10312747
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain Towne IE2F BAC (4day)
1
29M
2
SRR10312748
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain Towne IE2F BAC (4day) , dTag7 (6hr)
1
25M
3
SRR10312749
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain Towne IE2 BAC (4day) , flavopiridol (1hr)
1
27M
3
SRR10312750
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain Towne IE2 BAC (4day) , dTag7 (6hr) , flavopiridol (1hr)
1
28M
3
SRR10312751
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain Towne IE2F BAC (4day) , flavopiridol (1hr)
1
28M
3
SRR10312752
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain Towne IE2F BAC (4day) , dTag7 (6hr) , flavopiridol (1hr)
1
31M
3
SRR10312753
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain TB40/E IE2F (3day)
1
38M
4
SRR10312754
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2F (3day) , dTag7 (6hr)
1
43M
3
SRR10312755
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain TB40/E IE2F (3day) , flavopiridol (1hr)
1
40M
3
SRR10312756
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2F (3day) , dTag7 (6hr) , flavopiridol (1hr)
1
36M
4
SRR10312757
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain TB40/E IE2F (3day)
2
38M
4
SRR10312758
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2F (3day) , dTag7 (6hr)
2
26M
5
SRR10312759
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
DMSO (6hr) , HCMV strain TB40/E IE2F (3day) , phosphonoformic acid (6hr)
1
42M
3
SRR10312760
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2F (3day) , dTag7 (6hr) , phosphonoformic acid (6hr)
1
39M
4
SRR10312761
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2 (1day)
1
36M
3
SRR10312762
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2 (3day)
1
33M
3
SRR10312763
Li2020human
H. sapiens
PRO-seq
foreskin fibroblast (primary)
HCMV strain TB40/E IE2 (3day) , phosphonoformic acid (3day)
1
24M
4
SRR10354624
Jaeger2020selective
H. sapiens
PRO-seq
KBM7 (cell line)
DMSO (2hr)
1
77M
1
SRR10354625
Jaeger2020selective
H. sapiens
PRO-seq
KBM7 (cell line)
DMSO (2hr)
2
67M
1
SRR10354626
Jaeger2020selective
H. sapiens
PRO-seq
KBM7 (cell line)
dTAG7 (2hr)
1
74M
2
SRR10354627
Jaeger2020selective
H. sapiens
PRO-seq
KBM7 (cell line)
dTAG7 (2hr)
2
83M
1
SRR10354653
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , DMSO (2hr)
1
57M
1
SRR10354654
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , DMSO (2hr)
2
60M
1
SRR10354655
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , dTAG7 (2hr)
1
63M
1
SRR10354656
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , dTAG7 (2hr)
2
69M
1
SRR10354657
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , NVP2 (30min)
1
59M
2
SRR10354658
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , NVP2 (30min)
2
55M
1
SRR10354659
Jaeger2020selective
H. sapiens
other
KBM7 (cell line)
4-thiouridine (5min) , NVP2 (30min) , dTAG7 (2hr)
1
58M
1
End of preview.

Data pulled from https://nascent.colorado.edu/home/

Querying with DuckDB

duckdb -csv -c "SELECT * FROM read_csv_auto('~/src/fg/DBNascent/all_samples.csv') WHERE Protocol == 'GRO-seq' AND \"Cell type\" ILIKE '%HeLa%'"
# Write the output to a file
# > hela_groseq.csv
Sample name Paper identifier Organism Protocol Cell type Treatment Replicate Read depth QC score
ERR769522 Laitem2015cdk9 H. sapiens GRO-seq HeLa (cell line) DRB (30min) 1 20M 4
ERR769523 Laitem2015cdk9 H. sapiens GRO-seq HeLa (cell line) KM05283 (30min) 1 23M 4
ERR769524 Laitem2015cdk9 H. sapiens GRO-seq HeLa (cell line) NaN 1 24M 2
ERR769525 Laitem2015cdk9 H. sapiens GRO-seq HeLa (cell line) NaN 2 26M 2
SRR1342250 Gardini2014integrator H. sapiens GRO-seq HeLa (cell line) EGF (30min) , serum starvation (1day) 1 58M 3
SRR1342251 Gardini2014integrator H. sapiens GRO-seq HeLa (cell line) EGF (30min) , doxycycline (4day) , serum starvation (1day) 1 45M 1
SRR1342252 Gardini2014integrator H. sapiens GRO-seq HeLa (cell line) EGF (30min) , serum starvation (1day) 2 114M 4
SRR1342253 Gardini2014integrator H. sapiens GRO-seq HeLa (cell line) EGF (30min) , doxycycline (4day) , serum starvation (1day) 2 71M 3
SRR1596500 Andersson2014nuclear H. sapiens GRO-seq HeLa (cell line) NaN 1 21M 1
SRR1596501 Andersson2014nuclear H. sapiens GRO-seq HeLa (cell line) NaN 2 33M 1
SRR2059423 Zhang2016regulation H. sapiens GRO-seq HeLa (cell line) NaN 1 56M 3
SRR2059424 Zhang2016regulation H. sapiens GRO-seq HeLa (cell line) NaN 1 85M 3
SRR5109939 Bouvyliivrand2017analysis H. sapiens GRO-seq HeLa (cell line) NaN 1 22M 1
SRR7010982 Fei2018ndf H. sapiens GRO-seq HeLa (cell line) NaN 1 64M 2
SRR7010983 Fei2018ndf H. sapiens GRO-seq HeLa (cell line) NaN 1 76M 2
SRR7010984 Fei2018ndf H. sapiens GRO-seq HeLa (cell line) NaN 2 66M 2
SRZ10004434 Bahat2019targeting H. sapiens GRO-seq HeLa (cell line) DMSO (90min) 1 141M 2
SRZ10004438 Bahat2019targeting H. sapiens GRO-seq HeLa (cell line) DMSO (90min) 2 124M 2
SRZ10004442 Bahat2019targeting H. sapiens GRO-seq HeLa (cell line) Spt5-Pol II small-molecule inhibitor 21 (90min) 1 138M 2
SRZ1693611 Duttke2015human H. sapiens GRO-seq HeLa (cell line) NaN 1 68M 4
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