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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 2 new columns ({'perturbed_gene_name', 'Unnamed: 0'}) and 17 missing columns ({'std', 'max_ct_exp_measured', 'mean', 'mean_exp_measured', 'gene_id', 'entropy_measured', 'initial_name', 'is_normal_program', 'corr', 'leiden', 'entropy_decoded', 'mean_exp_decoded', 'is_pert_program', 'closest_initial_cluster_dist', 'max_ct_exp_decoded', 'gene_name', 'closest_initial_cluster'}).
This happened while the csv dataset builder was generating data using
hf://datasets/xingjiepan/SCMG_data/data/tutorial_data/perturbation_cluster_annotation.csv (at revision 64625be7d6283abd5236a7ddfeaba46732a0b248)
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 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Unnamed: 0: string
perturbed_gene_name: string
cluster_name: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 643
to
{'gene_id': Value('string'), 'gene_name': Value('string'), 'mean_exp_measured': Value('float64'), 'mean_exp_decoded': Value('float64'), 'max_ct_exp_measured': Value('float64'), 'max_ct_exp_decoded': Value('float64'), 'entropy_measured': Value('float64'), 'entropy_decoded': Value('float64'), 'corr': Value('float64'), 'mean': Value('float64'), 'std': Value('float64'), 'is_normal_program': Value('bool'), 'is_pert_program': Value('bool'), 'leiden': Value('int64'), 'initial_name': Value('string'), 'closest_initial_cluster': Value('string'), 'closest_initial_cluster_dist': Value('float64'), 'cluster_name': Value('string')}
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 1334, 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 911, in stream_convert_to_parquet
builder._prepare_split(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, 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 1833, 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 2 new columns ({'perturbed_gene_name', 'Unnamed: 0'}) and 17 missing columns ({'std', 'max_ct_exp_measured', 'mean', 'mean_exp_measured', 'gene_id', 'entropy_measured', 'initial_name', 'is_normal_program', 'corr', 'leiden', 'entropy_decoded', 'mean_exp_decoded', 'is_pert_program', 'closest_initial_cluster_dist', 'max_ct_exp_decoded', 'gene_name', 'closest_initial_cluster'}).
This happened while the csv dataset builder was generating data using
hf://datasets/xingjiepan/SCMG_data/data/tutorial_data/perturbation_cluster_annotation.csv (at revision 64625be7d6283abd5236a7ddfeaba46732a0b248)
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.
gene_id
string | gene_name
string | mean_exp_measured
float64 | mean_exp_decoded
float64 | max_ct_exp_measured
float64 | max_ct_exp_decoded
float64 | entropy_measured
float64 | entropy_decoded
float64 | corr
float64 | mean
float64 | std
float64 | is_normal_program
bool | is_pert_program
bool | leiden
int64 | initial_name
string | closest_initial_cluster
string | closest_initial_cluster_dist
float64 | cluster_name
string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ENSG00000000460
|
C1orf112
| 0.078643
| 0.062203
| 0.602036
| 0.46285
| 5.979717
| 6.278659
| 0.546421
| 0.054691
| 0.082258
| true
| false
| 1
|
DNA replication/repair
|
DNA replication/repair
| 0.083172
|
DNA replication/repair
|
ENSG00000000938
|
FGR
| 0.054915
| 0.070316
| 1.588363
| 1.632723
| 4.664536
| 5.185165
| 0.923123
| 0.10463
| 0.287978
| true
| false
| 2
|
myeloid
|
myeloid
| 0.099559
|
myeloid
|
ENSG00000001626
|
CFTR
| 0.059629
| 0.065133
| 2.142436
| 2.478465
| 4.811962
| 4.893707
| 0.682566
| 0.057234
| 0.258548
| true
| false
| 7
|
pancreatic
|
pancreatic
| 0.15052
|
pancreatic
|
ENSG00000002726
|
AOC1
| 0.02026
| 0.042491
| 1.041236
| 1.161259
| 4.171046
| 5.073389
| 0.776136
| 0.036618
| 0.146576
| true
| false
| 11
|
epithelial
|
intestine
| 0.183307
|
intestine
|
ENSG00000002746
|
HECW1
| 0.145073
| 0.044394
| 2.148202
| 1.038975
| 4.969098
| 5.42126
| 0.767777
| 0.030333
| 0.101403
| true
| false
| 12
|
neuronal
|
neuronal
| 0.220742
|
neuronal
|
ENSG00000003393
|
ALS2
| 0.09856
| 0.098163
| 1.166949
| 1.50173
| 6.214801
| 6.328247
| 0.633608
| 0.087639
| 0.131345
| true
| false
| 16
|
mast cell
|
mast cell
| 0.267258
|
mast cell
|
ENSG00000003402
|
CFLAR
| 0.344175
| 0.512357
| 2.081995
| 1.964265
| 6.238989
| 6.495287
| 0.724652
| 0.518251
| 0.397128
| false
| true
| 17
|
lysosome/autophagy
|
lysosome/autophagy
| 0.170557
|
lysosome/autophagy
|
ENSG00000003436
|
TFPI
| 0.195885
| 0.290556
| 3.138867
| 3.180006
| 5.605494
| 5.934016
| 0.817756
| 0.313737
| 0.555176
| true
| false
| 18
|
endothelial
|
endothelial
| 0.272805
|
endothelial
|
ENSG00000003987
|
MTMR7
| 0.077828
| 0.032729
| 0.728238
| 0.321197
| 5.71972
| 5.802386
| 0.586592
| 0.024999
| 0.0577
| true
| false
| 19
|
neuronal
|
neuronal
| 0.211585
|
neuronal
|
ENSG00000004399
|
PLXND1
| 0.106226
| 0.12637
| 1.802729
| 1.765444
| 5.603848
| 5.961662
| 0.905066
| 0.136506
| 0.241189
| true
| true
| 21
|
endothelial
|
endothelial
| 0.161576
|
endothelial
|
ENSG00000004468
|
CD38
| 0.094254
| 0.109697
| 2.799629
| 2.579114
| 5.144906
| 5.677367
| 0.747294
| 0.137377
| 0.306469
| true
| false
| 22
|
immune system
|
B cell
| 0.152334
|
B cell
|
ENSG00000004478
|
FKBP4
| 0.548472
| 0.471984
| 2.811753
| 2.451181
| 6.233132
| 6.387268
| 0.762764
| 0.425007
| 0.425162
| true
| true
| 23
|
ribosome biogenesis
|
ribosome biogenesis
| 0.204712
|
ribosome biogenesis
|
ENSG00000004487
|
KDM1A
| 0.323658
| 0.281697
| 1.186943
| 0.935354
| 6.497249
| 6.554156
| 0.604301
| 0.241632
| 0.175254
| false
| true
| 24
|
proliferation
|
proliferation
| 0.244914
|
proliferation
|
ENSG00000004776
|
HSPB6
| 0.052288
| 0.069799
| 1.477889
| 1.398706
| 5.073073
| 5.388507
| 0.831372
| 0.084611
| 0.263559
| true
| false
| 25
|
muscle
|
smooth muscle
| 0.295978
|
smooth muscle
|
ENSG00000004777
|
ARHGAP33
| 0.070942
| 0.076915
| 0.615148
| 0.90923
| 5.995522
| 6.110319
| 0.698129
| 0.060597
| 0.108023
| true
| false
| 26
|
neural development
|
neural development
| 0.249844
|
neural development
|
ENSG00000004809
|
SLC22A16
| 0.005723
| 0.013416
| 0.258387
| 0.379514
| 4.127474
| 5.50757
| 0.64524
| 0.013662
| 0.052761
| true
| false
| 28
|
erythroid
|
erythroid
| 0.169546
|
erythroid
|
ENSG00000004838
|
ZMYND10
| 0.025491
| 0.034393
| 2.368813
| 2.261577
| 3.950533
| 4.528069
| 0.905437
| 0.029119
| 0.182862
| true
| false
| 29
|
cilia
|
cilia
| 0.028953
|
cilia
|
ENSG00000004848
|
ARX
| 0.020645
| 0.032096
| 1.128491
| 1.225173
| 4.188317
| 4.77134
| 0.739378
| 0.024824
| 0.127477
| true
| false
| 30
|
pancreatic islet
|
pancreatic islet
| 0.057893
|
pancreatic islet
|
ENSG00000004939
|
SLC4A1
| 0.067797
| 0.058569
| 4.369649
| 5.121705
| 4.576278
| 4.496973
| 0.945848
| 0.05781
| 0.348418
| true
| false
| 28
|
erythroid
|
erythroid
| 0.065305
|
erythroid
|
ENSG00000005022
|
SLC25A5
| 1.002946
| 1.103247
| 3.534455
| 3.026036
| 6.204274
| 6.522491
| 0.692411
| 1.111338
| 0.722111
| false
| true
| 33
|
spliceosome
|
spliceosome
| 0.216032
|
spliceosome
|
ENSG00000005059
|
MCUB
| 0.095687
| 0.181814
| 1.149586
| 0.818189
| 5.641002
| 6.388273
| 0.622961
| 0.202189
| 0.210571
| true
| false
| 34
|
immune system
|
immune system
| 0.269173
|
immune system
|
ENSG00000005102
|
MEOX1
| 0.021954
| 0.017331
| 0.903396
| 0.392727
| 4.694122
| 5.400196
| 0.615235
| 0.020573
| 0.078696
| true
| false
| 35
|
endothelial
|
endothelial
| 0.183247
|
endothelial
|
ENSG00000005243
|
COPZ2
| 0.080611
| 0.047968
| 1.175829
| 0.677118
| 5.634281
| 5.973762
| 0.734412
| 0.049978
| 0.104063
| true
| true
| 36
|
mesenchymal
|
mesenchymal
| 0.202444
|
mesenchymal
|
ENSG00000005421
|
PON1
| 0.006244
| 0.010618
| 0.76933
| 0.695731
| 3.861076
| 5.38741
| 0.460518
| 0.011206
| 0.061448
| true
| false
| 20
|
retinal epithelium
|
retinal epithelium
| 0.16623
|
retinal epithelium
|
ENSG00000005448
|
WDR54
| 0.100804
| 0.195322
| 2.443353
| 1.806254
| 5.800535
| 6.313819
| 0.579096
| 0.177588
| 0.207562
| true
| false
| 5
|
cilia
|
cilia
| 0.261753
|
cilia
|
ENSG00000005513
|
SOX8
| 0.021023
| 0.027335
| 0.907234
| 1.421343
| 4.694608
| 5.233978
| 0.739045
| 0.024112
| 0.098774
| true
| false
| 40
|
glia
|
glia
| 0.196639
|
glia
|
ENSG00000005844
|
ITGAL
| 0.062831
| 0.072472
| 1.001629
| 1.327644
| 5.033098
| 5.464544
| 0.875311
| 0.093831
| 0.203647
| true
| false
| 41
|
immune system
|
immune system
| 0.162375
|
immune system
|
ENSG00000005893
|
LAMP2
| 0.345273
| 0.354526
| 2.144605
| 1.560156
| 6.303643
| 6.545169
| 0.578369
| 0.355118
| 0.272943
| false
| true
| 17
|
lysosome/autophagy
|
lysosome/autophagy
| 0.160433
|
lysosome/autophagy
|
ENSG00000005961
|
ITGA2B
| 0.036292
| 0.033152
| 3.06303
| 3.172016
| 4.574396
| 4.453627
| 0.972725
| 0.038618
| 0.259713
| true
| false
| 43
|
megakaryocyte
|
megakaryocyte
| 0.022428
|
megakaryocyte
|
ENSG00000006042
|
TMEM98
| 0.138856
| 0.225655
| 2.610615
| 2.692456
| 5.738405
| 6.124598
| 0.655323
| 0.222313
| 0.346765
| true
| false
| 0
|
Hox genes
|
Hox genes
| 0.23841
|
Hox genes
|
ENSG00000006071
|
ABCC8
| 0.042987
| 0.037503
| 1.82245
| 1.605298
| 4.576771
| 4.766181
| 0.911981
| 0.034235
| 0.180153
| true
| false
| 30
|
pancreatic islet
|
pancreatic islet
| 0.013489
|
pancreatic islet
|
ENSG00000006116
|
CACNG3
| 0.030596
| 0.010599
| 1.588333
| 0.319845
| 4.135904
| 5.179506
| 0.544359
| 0.007356
| 0.034383
| true
| false
| 47
|
neuronal
|
neuronal
| 0.118683
|
neuronal
|
ENSG00000006534
|
ALDH3B1
| 0.041314
| 0.052485
| 2.106015
| 1.557732
| 5.122142
| 5.616291
| 0.765093
| 0.055521
| 0.150202
| true
| false
| 29
|
cilia
|
cilia
| 0.215472
|
cilia
|
ENSG00000006555
|
TTC22
| 0.011985
| 0.020925
| 0.282079
| 0.261718
| 5.170022
| 5.937418
| 0.681068
| 0.018724
| 0.043458
| true
| false
| 53
|
epithelial
|
epithelial
| 0.252795
|
epithelial
|
ENSG00000006611
|
USH1C
| 0.047646
| 0.04792
| 1.661703
| 1.111914
| 4.785948
| 5.214994
| 0.807615
| 0.040398
| 0.135336
| true
| false
| 11
|
epithelial
|
intestine
| 0.162787
|
intestine
|
ENSG00000006625
|
GGCT
| 0.159025
| 0.316764
| 1.068657
| 1.21205
| 6.163178
| 6.427557
| 0.427767
| 0.293833
| 0.275422
| false
| true
| 33
|
spliceosome
|
proliferation
| 0.129106
|
proliferation
|
ENSG00000006638
|
TBXA2R
| 0.026796
| 0.018705
| 1.408069
| 0.631253
| 4.699285
| 5.550981
| 0.58418
| 0.020933
| 0.068887
| true
| false
| 43
|
megakaryocyte
|
megakaryocyte
| 0.126991
|
megakaryocyte
|
ENSG00000006747
|
SCIN
| 0.051448
| 0.074773
| 1.476031
| 1.894256
| 4.762114
| 5.297548
| 0.645894
| 0.059523
| 0.193005
| true
| false
| 56
|
kidney
|
kidney
| 0.237647
|
kidney
|
ENSG00000007129
|
CEACAM21
| 0.010007
| 0.021528
| 0.260165
| 0.291614
| 4.90801
| 5.958999
| 0.6478
| 0.02577
| 0.051258
| true
| false
| 22
|
immune system
|
immune system
| 0.14418
|
immune system
|
ENSG00000007174
|
DNAH9
| 0.047363
| 0.033279
| 2.688128
| 2.025363
| 4.594569
| 4.849034
| 0.844888
| 0.026335
| 0.145348
| true
| false
| 60
|
cilia
|
cilia
| 0.02716
|
cilia
|
ENSG00000007216
|
SLC13A2
| 0.011018
| 0.012727
| 0.474032
| 0.491647
| 4.115062
| 5.074336
| 0.738251
| 0.010103
| 0.04681
| true
| false
| 11
|
epithelial
|
intestine
| 0.296919
|
intestine
|
ENSG00000007264
|
MATK
| 0.071084
| 0.075201
| 1.51039
| 1.538231
| 5.313304
| 5.621872
| 0.854695
| 0.096094
| 0.245045
| true
| false
| 62
|
natural killer
|
natural killer
| 0.054694
|
natural killer
|
ENSG00000007312
|
CD79B
| 0.093122
| 0.111385
| 3.785419
| 3.707985
| 4.361068
| 5.031197
| 0.976431
| 0.150278
| 0.488969
| true
| false
| 63
|
B cell
|
B cell
| 0.032234
|
B cell
|
ENSG00000007402
|
CACNA2D2
| 0.078203
| 0.046532
| 1.686698
| 0.719591
| 5.201139
| 5.715666
| 0.655121
| 0.037616
| 0.108147
| true
| false
| 65
|
respiratory epithelium
|
respiratory epithelium
| 0.278037
|
respiratory epithelium
|
ENSG00000007516
|
BAIAP3
| 0.038671
| 0.027963
| 1.254321
| 0.831104
| 4.700587
| 5.490084
| 0.602337
| 0.023461
| 0.080849
| true
| false
| 66
|
mixed cell types
|
cilia
| 0.200385
|
cilia
|
ENSG00000007541
|
PIGQ
| 0.110573
| 0.119722
| 1.706158
| 3.033561
| 6.208082
| 6.397719
| 0.718545
| 0.107091
| 0.145101
| true
| false
| 28
|
erythroid
|
erythroid
| 0.232896
|
erythroid
|
ENSG00000007908
|
SELE
| 0.012007
| 0.0152
| 1.869812
| 1.269248
| 3.319904
| 4.388331
| 0.913558
| 0.019872
| 0.169293
| true
| false
| 35
|
endothelial
|
endothelial
| 0.231886
|
endothelial
|
ENSG00000007968
|
E2F2
| 0.052019
| 0.035558
| 1.506451
| 0.698034
| 5.523224
| 5.837623
| 0.705145
| 0.035578
| 0.097198
| true
| false
| 71
|
chromatin structure
|
chromatin structure
| 0.126008
|
chromatin structure
|
ENSG00000008056
|
SYN1
| 0.088109
| 0.054819
| 1.722255
| 0.686229
| 4.967062
| 5.641636
| 0.78198
| 0.040165
| 0.102738
| true
| false
| 72
|
neuronal
|
neuronal
| 0.060933
|
neuronal
|
ENSG00000008118
|
CAMK1G
| 0.019353
| 0.009073
| 0.391745
| 0.262969
| 5.408143
| 5.786058
| 0.563554
| 0.006981
| 0.021755
| true
| false
| 74
|
peripheral neurons
|
peripheral neurons
| 0.117464
|
peripheral neurons
|
ENSG00000008226
|
DLEC1
| 0.015497
| 0.01799
| 0.992494
| 1.298976
| 4.643097
| 4.956375
| 0.883923
| 0.015665
| 0.091234
| true
| false
| 60
|
cilia
|
cilia
| 0.037415
|
cilia
|
ENSG00000008277
|
ADAM22
| 0.175016
| 0.080148
| 1.748751
| 0.994174
| 5.600198
| 5.809764
| 0.740267
| 0.058948
| 0.141228
| true
| false
| 12
|
neuronal
|
neuronal
| 0.179817
|
neuronal
|
ENSG00000008300
|
CELSR3
| 0.034198
| 0.028446
| 0.421583
| 0.314338
| 5.256979
| 5.659752
| 0.766255
| 0.020037
| 0.050494
| true
| false
| 77
|
neuronal
|
neuronal
| 0.129033
|
neuronal
|
ENSG00000008323
|
PLEKHG6
| 0.02182
| 0.030594
| 0.465213
| 0.671468
| 4.966695
| 5.472681
| 0.79555
| 0.025497
| 0.078591
| true
| false
| 79
|
intestine
|
intestine
| 0.205651
|
intestine
|
ENSG00000008438
|
PGLYRP1
| 0.040444
| 0.022504
| 2.183361
| 3.025856
| 4.077811
| 3.714661
| 0.608735
| 0.028487
| 0.269225
| true
| false
| 39
|
myeloid
|
myeloid
| 0.165651
|
myeloid
|
ENSG00000008516
|
MMP25
| 0.008589
| 0.016708
| 0.360395
| 0.578396
| 4.718986
| 5.701924
| 0.773874
| 0.019284
| 0.085028
| true
| false
| 39
|
myeloid
|
myeloid
| 0.106322
|
myeloid
|
ENSG00000008735
|
MAPK8IP2
| 0.076289
| 0.055372
| 1.120881
| 0.740115
| 5.263757
| 5.438102
| 0.612036
| 0.03984
| 0.111374
| true
| false
| 82
|
neuronal
|
neuronal
| 0.172959
|
neuronal
|
ENSG00000008952
|
SEC62
| 0.861623
| 1.005959
| 3.157542
| 2.299927
| 6.559262
| 6.614525
| 0.54744
| 0.979222
| 0.440148
| false
| true
| 83
|
Golgi vesicle transport
|
Golgi vesicle transport
| 0.114076
|
Golgi vesicle transport
|
ENSG00000008988
|
RPS20
| 1.530842
| 1.645378
| 4.007606
| 3.412686
| 6.339879
| 6.55333
| 0.744499
| 1.69255
| 1.034028
| false
| true
| 84
|
ribosomal protein genes
|
ribosomal protein genes
| 0.081699
|
ribosomal protein genes
|
ENSG00000009694
|
TENM1
| 0.11961
| 0.072526
| 2.941487
| 1.49944
| 4.898086
| 5.523528
| 0.722082
| 0.052056
| 0.156776
| true
| false
| 72
|
neuronal
|
neuronal
| 0.179042
|
neuronal
|
ENSG00000009724
|
MASP2
| 0.009282
| 0.009116
| 0.67352
| 0.510626
| 5.255494
| 5.743114
| 0.79947
| 0.008948
| 0.041298
| true
| false
| 85
|
liver
|
liver
| 0.067182
|
liver
|
ENSG00000009765
|
IYD
| 0.012767
| 0.01017
| 1.72264
| 0.35118
| 4.039892
| 5.508415
| 0.352794
| 0.008382
| 0.028857
| true
| false
| 11
|
epithelial
|
epithelial
| 0.279621
|
epithelial
|
ENSG00000009790
|
TRAF3IP3
| 0.100218
| 0.127383
| 1.311056
| 1.399701
| 5.063036
| 5.533846
| 0.948658
| 0.176556
| 0.333907
| true
| false
| 41
|
immune system
|
T cell
| 0.087267
|
T cell
|
ENSG00000009950
|
MLXIPL
| 0.051301
| 0.068242
| 2.34399
| 2.411797
| 4.777955
| 5.078548
| 0.833334
| 0.058106
| 0.226315
| true
| false
| 37
|
adipocyte
|
adipocyte
| 0.207366
|
adipocyte
|
ENSG00000010256
|
UQCRC1
| 0.595797
| 0.584925
| 3.185254
| 1.594548
| 6.343349
| 6.554685
| 0.784524
| 0.562479
| 0.358339
| false
| true
| 86
|
proliferation
|
proliferation
| 0.297269
|
proliferation
|
ENSG00000010292
|
NCAPD2
| 0.170229
| 0.11536
| 1.330405
| 0.975911
| 6.17117
| 6.390541
| 0.709104
| 0.107872
| 0.151433
| true
| true
| 89
|
cell cycle (M phase)
|
cell cycle (M phase)
| 0.059445
|
cell cycle (M phase)
|
ENSG00000010319
|
SEMA3G
| 0.016521
| 0.024768
| 1.162503
| 1.156737
| 4.30584
| 5.050297
| 0.786418
| 0.023369
| 0.119709
| true
| false
| 35
|
endothelial
|
endothelial
| 0.272882
|
endothelial
|
ENSG00000010327
|
STAB1
| 0.085087
| 0.092255
| 3.223461
| 2.647115
| 4.70936
| 4.992966
| 0.906465
| 0.11133
| 0.352062
| true
| false
| 90
|
macrophage
|
macrophage
| 0.212996
|
macrophage
|
ENSG00000010361
|
FUZ
| 0.055514
| 0.090524
| 0.842272
| 0.815184
| 6.217363
| 6.38175
| 0.46194
| 0.083781
| 0.099933
| true
| false
| 5
|
cilia
|
cilia
| 0.291961
|
cilia
|
ENSG00000010379
|
SLC6A13
| 0.032011
| 0.022593
| 3.161597
| 1.887257
| 3.801551
| 4.434047
| 0.442659
| 0.021353
| 0.160121
| true
| false
| 20
|
retinal epithelium
|
retinal epithelium
| 0.09256
|
retinal epithelium
|
ENSG00000010438
|
PRSS3
| 0.042563
| 0.058204
| 5.186567
| 2.165949
| 3.948701
| 5.178743
| 0.804088
| 0.05674
| 0.230741
| true
| false
| 7
|
pancreatic
|
pancreatic
| 0.219261
|
pancreatic
|
ENSG00000010610
|
CD4
| 0.05052
| 0.087749
| 1.795453
| 1.270487
| 4.810176
| 5.724979
| 0.722824
| 0.116447
| 0.24947
| true
| false
| 92
|
macrophage
|
macrophage
| 0.122313
|
macrophage
|
ENSG00000010626
|
LRRC23
| 0.046446
| 0.101761
| 1.915119
| 1.865563
| 5.411774
| 6.242618
| 0.831224
| 0.093413
| 0.162887
| true
| false
| 93
|
cilia
|
cilia
| 0.024067
|
cilia
|
ENSG00000010671
|
BTK
| 0.066731
| 0.071877
| 1.231543
| 1.207398
| 4.805341
| 5.29567
| 0.959054
| 0.095525
| 0.222105
| true
| false
| 94
|
immune system
|
immune system
| 0.29097
|
immune system
|
ENSG00000011028
|
MRC2
| 0.100911
| 0.097416
| 1.312969
| 1.643289
| 5.673486
| 5.999825
| 0.808423
| 0.098638
| 0.18992
| true
| false
| 44
|
mesenchymal
|
mesenchymal
| 0.209142
|
mesenchymal
|
ENSG00000011243
|
AKAP8L
| 0.304012
| 0.26246
| 1.050251
| 1.295674
| 6.532816
| 6.594118
| 0.593947
| 0.240133
| 0.147567
| false
| true
| 17
|
lysosome/autophagy
|
lysosome/autophagy
| 0.09893
|
lysosome/autophagy
|
ENSG00000011304
|
PTBP1
| 0.420956
| 0.484169
| 1.858476
| 1.494183
| 6.470069
| 6.524891
| 0.85778
| 0.472879
| 0.308961
| false
| true
| 86
|
proliferation
|
spliceosome
| 0.254886
|
spliceosome
|
ENSG00000011332
|
DPF1
| 0.046922
| 0.04406
| 0.524064
| 0.643707
| 5.513878
| 5.525124
| 0.799659
| 0.030827
| 0.085869
| true
| false
| 26
|
neural development
|
neural development
| 0.047683
|
neural development
|
ENSG00000011347
|
SYT7
| 0.108802
| 0.051997
| 1.927491
| 0.642821
| 5.456133
| 5.625905
| 0.657928
| 0.039451
| 0.10958
| true
| false
| 100
|
mixed cell types
|
pancreatic islet
| 0.274507
|
pancreatic islet
|
ENSG00000011422
|
PLAUR
| 0.132585
| 0.155718
| 2.356685
| 2.528526
| 5.353899
| 5.706504
| 0.904705
| 0.192806
| 0.426331
| true
| false
| 2
|
myeloid
|
TNF signaling
| 0.244209
|
TNF signaling
|
ENSG00000011426
|
ANLN
| 0.132293
| 0.072421
| 1.481618
| 1.084471
| 5.850487
| 6.076339
| 0.744657
| 0.063934
| 0.156129
| true
| true
| 89
|
cell cycle (M phase)
|
cell cycle (M phase)
| 0.048082
|
cell cycle (M phase)
|
ENSG00000011465
|
DCN
| 0.234921
| 0.307267
| 5.037736
| 4.712678
| 4.952261
| 5.486637
| 0.930569
| 0.356554
| 0.853239
| true
| false
| 44
|
mesenchymal
|
mesenchymal
| 0.081357
|
mesenchymal
|
ENSG00000011600
|
TYROBP
| 0.23674
| 0.256312
| 4.089225
| 3.452202
| 4.788477
| 5.189896
| 0.974352
| 0.401001
| 0.91019
| true
| false
| 101
|
macrophage
|
macrophage
| 0.173535
|
macrophage
|
ENSG00000011677
|
GABRA3
| 0.046873
| 0.017175
| 0.929604
| 0.261254
| 4.97487
| 5.487633
| 0.813713
| 0.01249
| 0.040305
| true
| false
| 72
|
neuronal
|
neuronal
| 0.167394
|
neuronal
|
ENSG00000012048
|
BRCA1
| 0.126665
| 0.111689
| 1.043143
| 0.636133
| 6.022993
| 6.230928
| 0.71844
| 0.095988
| 0.154371
| true
| true
| 102
|
cell cycle (G1/S)
|
cell cycle (G1/S)
| 0.129894
|
cell cycle (G1/S)
|
ENSG00000012124
|
CD22
| 0.024057
| 0.031059
| 1.049695
| 1.134858
| 4.135662
| 4.96915
| 0.949198
| 0.044233
| 0.169557
| true
| false
| 103
|
B cell
|
B cell
| 0.032734
|
B cell
|
ENSG00000012779
|
ALOX5
| 0.054106
| 0.076109
| 1.894992
| 1.602148
| 4.713189
| 5.311318
| 0.871447
| 0.102145
| 0.266422
| true
| false
| 94
|
immune system
|
myeloid
| 0.286017
|
myeloid
|
ENSG00000012822
|
CALCOCO1
| 0.135123
| 0.202894
| 1.021483
| 3.196518
| 6.400714
| 6.467461
| 0.321305
| 0.19251
| 0.188283
| false
| true
| 105
|
mixed cell types
|
Golgi vesicle transport
| 0.238695
|
Golgi vesicle transport
|
ENSG00000013016
|
EHD3
| 0.068422
| 0.038188
| 2.846458
| 0.696334
| 5.463123
| 6.025313
| 0.508818
| 0.034564
| 0.090761
| true
| false
| 43
|
megakaryocyte
|
megakaryocyte
| 0.179004
|
megakaryocyte
|
ENSG00000013293
|
SLC7A14
| 0.058492
| 0.026473
| 1.423957
| 0.608445
| 4.670568
| 5.282654
| 0.719372
| 0.018278
| 0.067578
| true
| false
| 77
|
neuronal
|
neuronal
| 0.224942
|
neuronal
|
ENSG00000013725
|
CD6
| 0.035149
| 0.040112
| 1.171849
| 1.074869
| 4.237621
| 4.839058
| 0.943945
| 0.055724
| 0.178787
| true
| false
| 108
|
T cell
|
T cell
| 0.0582
|
T cell
|
ENSG00000013810
|
TACC3
| 0.160393
| 0.145981
| 1.38257
| 1.50486
| 6.054944
| 6.170305
| 0.75329
| 0.143568
| 0.224508
| true
| true
| 89
|
cell cycle (M phase)
|
cell cycle (M phase)
| 0.068471
|
cell cycle (M phase)
|
ENSG00000014138
|
POLA2
| 0.099715
| 0.08132
| 0.873034
| 0.493525
| 6.241536
| 6.278504
| 0.663941
| 0.073729
| 0.104144
| true
| false
| 109
|
DNA replication/repair
|
DNA replication/repair
| 0.069876
|
DNA replication/repair
|
ENSG00000014914
|
MTMR11
| 0.042789
| 0.041694
| 0.714506
| 0.653097
| 5.7099
| 5.895747
| 0.676435
| 0.042013
| 0.09156
| true
| false
| 79
|
intestine
|
intestine
| 0.212222
|
intestine
|
ENSG00000015133
|
CCDC88C
| 0.161024
| 0.147412
| 0.944324
| 1.140975
| 6.138074
| 6.325062
| 0.717105
| 0.151092
| 0.18043
| true
| false
| 96
|
T cell
|
T cell
| 0.235103
|
T cell
|
ENSG00000015285
|
WAS
| 0.099817
| 0.138436
| 1.0207
| 1.053684
| 5.071493
| 5.658304
| 0.948234
| 0.193978
| 0.31783
| true
| false
| 22
|
immune system
|
immune system
| 0.051862
|
immune system
|
ENSG00000015520
|
NPC1L1
| 0.006415
| 0.009307
| 0.303594
| 0.351642
| 4.281338
| 5.296481
| 0.821766
| 0.007944
| 0.031004
| true
| false
| 79
|
intestine
|
intestine
| 0.148612
|
intestine
|
ENSG00000015592
|
STMN4
| 0.121616
| 0.150791
| 2.695679
| 2.017533
| 4.805047
| 5.158967
| 0.751866
| 0.1041
| 0.328695
| true
| false
| 26
|
neural development
|
neural development
| 0.123235
|
neural development
|
ENSG00000016082
|
ISL1
| 0.095697
| 0.046327
| 2.712304
| 1.281083
| 4.836068
| 4.81081
| 0.671374
| 0.039333
| 0.174159
| true
| false
| 30
|
pancreatic islet
|
pancreatic islet
| 0.050005
|
pancreatic islet
|
ENSG00000016490
|
CLCA1
| 0.016559
| 0.023116
| 3.545856
| 3.831846
| 3.04629
| 3.357353
| 0.924987
| 0.018992
| 0.215486
| true
| false
| 45
|
intestine
|
intestine
| 0.273192
|
intestine
|
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