Datasets:

Ruilie
/

test_repo

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 78 new columns ({'GSM4697905', 'GSM4697933', 'GSM4697952', 'GSM4697925', 'GSM4697938', 'GSM4697939', 'GSM4697915', 'GSM4697919', 'GSM4697960', 'GSM4697901', 'GSM4697931', 'GSM4697934', 'GSM4697946', 'GSM4697949', 'GSM4697891', 'GSM4697942', 'GSM4697896', 'GSM4697912', 'GSM4697935', 'GSM4697955', 'GSM4697947', 'GSM4697888', 'GSM4697921', 'GSM4697957', 'GSM4697959', 'GSM4697895', 'GSM4697910', 'GSM4697940', 'GSM4697893', 'GSM4697923', 'GSM4697929', 'GSM4697920', 'GSM4697954', 'GSM4697902', 'GSM4697917', 'GSM4697948', 'GSM4697900', 'GSM4697922', 'GSM4697926', 'GSM4697930', 'GSM4697899', 'GSM4697958', 'GSM4697892', 'GSM4697887', 'GSM4697889', 'GSM4697918', 'GSM4697908', 'GSM4697894', 'GSM4697914', 'GSM4697928', 'GSM4697953', 'GSM4697961', 'GSM4697904', 'GSM4697909', 'GSM4697932', 'GSM4697937', 'GSM4697916', 'GSM4697924', 'GSM4697944', 'GSM4697885', 'GSM4697907', 'GSM4697936', 'GSM4697956', 'GSM4697890', 'GSM4697898', 'GSM4697927', 'GSM4697884', 'GSM4697906', 'GSM4697886', 'GSM4697950', 'GSM4697943', 'GSM4697903', 'GSM4697913', 'GSM4697945', 'GSM4697951', 'GSM4697911', 'GSM4697897', 'GSM4697941'}) and 93 missing columns ({'GSM286663', 'GSM286676', 'GSM286732', 'GSM286664', 'GSM286662', 'GSM286653', 'GSM286711', 'GSM286675', 'GSM286724', 'GSM286689', 'GSM286717', 'GSM286648', 'GSM286718', 'GSM286671', 'GSM286667', 'GSM286710', 'GSM286736', 'GSM286712', 'GSM286647', 'GSM286670', 'GSM286734', 'GSM286730', 'GSM286673', 'GSM286721', 'GSM286713', 'GSM286726', 'GSM286669', 'GSM286693', 'GSM286672', 'GSM286685', 'GSM286727', 'GSM286725', 'GSM286737', 'GSM286720', 'GSM286694', 'GSM286677', 'GSM286703', 'GSM286729', 'GSM286683', 'GSM286738', 'GSM286719', 'GSM286674', 'GSM286735', 'GSM286722', 'GSM286688', 'GSM286646', 'GSM286705', 'GSM286665', 'GSM286661', 'GSM286657', 'GSM286668', 'GSM286681', 'GSM286654', 'GSM286666', 'GSM286686', 'GSM286707', 'GSM286656', 'GSM286696', 'GSM286651', 'GSM286690', 'GSM286701', 'GSM286692', 'GSM286723', 'GSM286697', 'GSM286655', 'GSM286733', 'GSM286691', 'GSM286702', 'GSM286731', 'GSM286682', 'GSM286678', 'GSM286706', 'GSM286695', 'GSM286728', 'GSM286715', 'GSM286684', 'GSM286699', 'GSM286679', 'GSM286698', 'GSM286704', 'GSM286700', 'GSM286714', 'GSM286649', 'GSM286659', 'GSM286658', 'GSM286687', 'GSM286708', 'GSM286660', 'GSM286680', 'GSM286709', 'GSM286650', 'GSM286716', 'GSM286652'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Ruilie/test_repo/gene_expr/GSE155237_gene_expr.csv (at revision 5d8a9389b2b1e7c783939b25bc4e31fcbfaac257)

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 1870, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 622, 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 2292, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2240, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Unnamed: 0: string
              GSM4697884: double
              GSM4697885: double
              GSM4697886: double
              GSM4697887: double
              GSM4697888: double
              GSM4697889: double
              GSM4697890: double
              GSM4697891: double
              GSM4697892: double
              GSM4697893: double
              GSM4697894: double
              GSM4697895: double
              GSM4697896: double
              GSM4697897: double
              GSM4697898: double
              GSM4697899: double
              GSM4697900: double
              GSM4697901: double
              GSM4697902: double
              GSM4697903: double
              GSM4697904: double
              GSM4697905: double
              GSM4697906: double
              GSM4697907: double
              GSM4697908: double
              GSM4697909: double
              GSM4697910: double
              GSM4697911: double
              GSM4697912: double
              GSM4697913: double
              GSM4697914: double
              GSM4697915: double
              GSM4697916: double
              GSM4697917: double
              GSM4697918: double
              GSM4697919: double
              GSM4697920: double
              GSM4697921: double
              GSM4697922: double
              GSM4697923: double
              GSM4697924: double
              GSM4697925: double
              GSM4697926: double
              GSM4697927: double
              GSM4697928: double
              GSM4697929: double
              GSM4697930: double
              GSM4697931: double
              GSM4697932: double
              GSM4697933: double
              GSM4697934: double
              GSM4697935: double
              GSM4697936: double
              GSM4697937: double
              GSM4697938: double
              GSM4697939: double
              GSM4697940: double
              GSM4697941: double
              GSM4697942: double
              GSM4697943: double
              GSM4697944: double
              GSM4697945: double
              GSM4697946: double
              GSM4697947: double
              GSM4697948: double
              GSM4697949: double
              GSM4697950: double
              GSM4697951: double
              GSM4697952: double
              GSM4697953: double
              GSM4697954: double
              GSM4697955: double
              GSM4697956: double
              GSM4697957: double
              GSM4697958: double
              GSM4697959: double
              GSM4697960: double
              GSM4697961: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 9821
              to
              {'Unnamed: 0': Value(dtype='string', id=None), 'GSM286646': Value(dtype='float64', id=None), 'GSM286647': Value(dtype='float64', id=None), 'GSM286648': Value(dtype='float64', id=None), 'GSM286649': Value(dtype='float64', id=None), 'GSM286650': Value(dtype='float64', id=None), 'GSM286651': Value(dtype='float64', id=None), 'GSM286652': Value(dtype='float64', id=None), 'GSM286653': Value(dtype='float64', id=None), 'GSM286654': Value(dtype='float64', id=None), 'GSM286655': Value(dtype='float64', id=None), 'GSM286656': Value(dtype='float64', id=None), 'GSM286657': Value(dtype='float64', id=None), 'GSM286658': Value(dtype='float64', id=None), 'GSM286659': Value(dtype='float64', id=None), 'GSM286660': Value(dtype='float64', id=None), 'GSM286661': Value(dtype='float64', id=None), 'GSM286662': Value(dtype='float64', id=None), 'GSM286663': Value(dtype='float64', id=None), 'GSM286664': Value(dtype='float64', id=None), 'GSM286665': Value(dtype='float64', id=None), 'GSM286666': Value(dtype='float64', id=None), 'GSM286667': Value(dtype='float64', id=None), 'GSM286668': Value(dtype='float64', id=None), 'GSM286669': Value(dtype='float64', id=None), 'GSM286670': Value(dtype='float64', id=None), 'GSM286671': Value(dtype='float64', id=None), 'GSM286672': Value(dtype='float64', id=None), 'GSM286673': Value(dtype='float64', id=None), 'GSM286674': Value(dtype='float64', id=None), 'GSM286675': Value(dtype='float64', id=None), 'GSM286676': Value(dtype='float64', id=None), 'GSM286677': Value(dtype='f
              ...
              e(dtype='float64', id=None), 'GSM286707': Value(dtype='float64', id=None), 'GSM286708': Value(dtype='float64', id=None), 'GSM286709': Value(dtype='float64', id=None), 'GSM286710': Value(dtype='float64', id=None), 'GSM286711': Value(dtype='float64', id=None), 'GSM286712': Value(dtype='float64', id=None), 'GSM286713': Value(dtype='float64', id=None), 'GSM286714': Value(dtype='float64', id=None), 'GSM286715': Value(dtype='float64', id=None), 'GSM286716': Value(dtype='float64', id=None), 'GSM286717': Value(dtype='float64', id=None), 'GSM286718': Value(dtype='float64', id=None), 'GSM286719': Value(dtype='float64', id=None), 'GSM286720': Value(dtype='float64', id=None), 'GSM286721': Value(dtype='float64', id=None), 'GSM286722': Value(dtype='float64', id=None), 'GSM286723': Value(dtype='float64', id=None), 'GSM286724': Value(dtype='float64', id=None), 'GSM286725': Value(dtype='float64', id=None), 'GSM286726': Value(dtype='float64', id=None), 'GSM286727': Value(dtype='float64', id=None), 'GSM286728': Value(dtype='float64', id=None), 'GSM286729': Value(dtype='float64', id=None), 'GSM286730': Value(dtype='float64', id=None), 'GSM286731': Value(dtype='float64', id=None), 'GSM286732': Value(dtype='float64', id=None), 'GSM286733': Value(dtype='float64', id=None), 'GSM286734': Value(dtype='float64', id=None), 'GSM286735': Value(dtype='float64', id=None), 'GSM286736': Value(dtype='float64', id=None), 'GSM286737': Value(dtype='float64', id=None), 'GSM286738': Value(dtype='float64', 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 1420, 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 1052, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, 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 1741, 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 1872, 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 78 new columns ({'GSM4697905', 'GSM4697933', 'GSM4697952', 'GSM4697925', 'GSM4697938', 'GSM4697939', 'GSM4697915', 'GSM4697919', 'GSM4697960', 'GSM4697901', 'GSM4697931', 'GSM4697934', 'GSM4697946', 'GSM4697949', 'GSM4697891', 'GSM4697942', 'GSM4697896', 'GSM4697912', 'GSM4697935', 'GSM4697955', 'GSM4697947', 'GSM4697888', 'GSM4697921', 'GSM4697957', 'GSM4697959', 'GSM4697895', 'GSM4697910', 'GSM4697940', 'GSM4697893', 'GSM4697923', 'GSM4697929', 'GSM4697920', 'GSM4697954', 'GSM4697902', 'GSM4697917', 'GSM4697948', 'GSM4697900', 'GSM4697922', 'GSM4697926', 'GSM4697930', 'GSM4697899', 'GSM4697958', 'GSM4697892', 'GSM4697887', 'GSM4697889', 'GSM4697918', 'GSM4697908', 'GSM4697894', 'GSM4697914', 'GSM4697928', 'GSM4697953', 'GSM4697961', 'GSM4697904', 'GSM4697909', 'GSM4697932', 'GSM4697937', 'GSM4697916', 'GSM4697924', 'GSM4697944', 'GSM4697885', 'GSM4697907', 'GSM4697936', 'GSM4697956', 'GSM4697890', 'GSM4697898', 'GSM4697927', 'GSM4697884', 'GSM4697906', 'GSM4697886', 'GSM4697950', 'GSM4697943', 'GSM4697903', 'GSM4697913', 'GSM4697945', 'GSM4697951', 'GSM4697911', 'GSM4697897', 'GSM4697941'}) and 93 missing columns ({'GSM286663', 'GSM286676', 'GSM286732', 'GSM286664', 'GSM286662', 'GSM286653', 'GSM286711', 'GSM286675', 'GSM286724', 'GSM286689', 'GSM286717', 'GSM286648', 'GSM286718', 'GSM286671', 'GSM286667', 'GSM286710', 'GSM286736', 'GSM286712', 'GSM286647', 'GSM286670', 'GSM286734', 'GSM286730', 'GSM286673', 'GSM286721', 'GSM286713', 'GSM286726', 'GSM286669', 'GSM286693', 'GSM286672', 'GSM286685', 'GSM286727', 'GSM286725', 'GSM286737', 'GSM286720', 'GSM286694', 'GSM286677', 'GSM286703', 'GSM286729', 'GSM286683', 'GSM286738', 'GSM286719', 'GSM286674', 'GSM286735', 'GSM286722', 'GSM286688', 'GSM286646', 'GSM286705', 'GSM286665', 'GSM286661', 'GSM286657', 'GSM286668', 'GSM286681', 'GSM286654', 'GSM286666', 'GSM286686', 'GSM286707', 'GSM286656', 'GSM286696', 'GSM286651', 'GSM286690', 'GSM286701', 'GSM286692', 'GSM286723', 'GSM286697', 'GSM286655', 'GSM286733', 'GSM286691', 'GSM286702', 'GSM286731', 'GSM286682', 'GSM286678', 'GSM286706', 'GSM286695', 'GSM286728', 'GSM286715', 'GSM286684', 'GSM286699', 'GSM286679', 'GSM286698', 'GSM286704', 'GSM286700', 'GSM286714', 'GSM286649', 'GSM286659', 'GSM286658', 'GSM286687', 'GSM286708', 'GSM286660', 'GSM286680', 'GSM286709', 'GSM286650', 'GSM286716', 'GSM286652'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Ruilie/test_repo/gene_expr/GSE155237_gene_expr.csv (at revision 5d8a9389b2b1e7c783939b25bc4e31fcbfaac257)
              
              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.

Unnamed: 0 string	GSM286646 float64	GSM286647 float64	GSM286648 float64	GSM286649 float64	GSM286650 float64	GSM286651 float64	GSM286652 float64	GSM286653 float64	GSM286654 float64	GSM286655 float64	GSM286656 float64	GSM286657 float64	GSM286658 float64	GSM286659 float64	GSM286660 float64	GSM286661 float64	GSM286662 float64	GSM286663 float64	GSM286664 float64	GSM286665 float64	GSM286666 float64	GSM286667 float64	GSM286668 float64	GSM286669 float64	GSM286670 float64	GSM286671 float64	GSM286672 float64	GSM286673 float64	GSM286674 float64	GSM286675 float64	GSM286676 float64	GSM286677 float64	GSM286678 float64	GSM286679 float64	GSM286680 float64	GSM286681 float64	GSM286682 float64	GSM286683 float64	GSM286684 float64	GSM286685 float64	GSM286686 float64	GSM286687 float64	GSM286688 float64	GSM286689 float64	GSM286690 float64	GSM286691 float64	GSM286692 float64	GSM286693 float64	GSM286694 float64	GSM286695 float64	GSM286696 float64	GSM286697 float64	GSM286698 float64	GSM286699 float64	GSM286700 float64	GSM286701 float64	GSM286702 float64	GSM286703 float64	GSM286704 float64	GSM286705 float64	GSM286706 float64	GSM286707 float64	GSM286708 float64	GSM286709 float64	GSM286710 float64	GSM286711 float64	GSM286712 float64	GSM286713 float64	GSM286714 float64	GSM286715 float64	GSM286716 float64	GSM286717 float64	GSM286718 float64	GSM286719 float64	GSM286720 float64	GSM286721 float64	GSM286722 float64	GSM286723 float64	GSM286724 float64	GSM286725 float64	GSM286726 float64	GSM286727 float64	GSM286728 float64	GSM286729 float64	GSM286730 float64	GSM286731 float64	GSM286732 float64	GSM286733 float64	GSM286734 float64	GSM286735 float64	GSM286736 float64	GSM286737 float64	GSM286738 float64
DDR1	10.217274	9.953376	10.060196	10.354979	10.124779	10.239041	10.203615	10.224897	10.197398	10.159013	10.100739	10.159013	9.911877	9.989891	10.088026	10.287284	10.295461	10.194856	10.116725	10.424043	10.273655	10.104527	10.211255	10.018159	10.200397	10.172284	10.343235	10.170985	10.279007	10.120811	10.17696	10.140099	10.120811	10.124779	10.241996	10.154439	10.186085	10.133193	10.197398	10.210005	10.200397	10.369271	10.311054	10.273655	10.223673	10.227881	10.441526	9.782223	10.160238	10.162708	10.172284	10.065314	10.210005	10.124779	10.100739	10.196058	10.212786	10.311054	10.232598	10.42776	10.170985	10.044303	9.856707	10.325935	10.100739	10.293928	10.401208	10.218783	10.103127	10.212786	10.103127	10.006113	10.082571	10.267202	10.107134	10.124779	10.095384	10.282192	9.978532	10.327805	10.182917	10.148983	10.137515	10.048591	10.17696	10.16826	10.14448	10.007579	10.120811	10.019677	10.229411	10.200397	10.259598
RFC2	7.276876	7.613321	7.33132	7.091187	7.098024	7.020314	6.856585	6.898907	7.045626	7.28335	7.171016	7.09829	7.281014	7.224116	6.988193	6.912888	6.989666	6.981517	7.217678	6.952532	7.107685	7.170593	7.017053	7.107685	7.24066	7.250111	6.875029	7.113885	6.966626	7.113648	7.07355	6.953016	6.942022	7.114839	7.258801	7.269777	7.161136	7.160633	7.148863	7.196853	7.192049	7.352557	6.683456	7.229464	6.924075	6.866617	7.034155	6.935811	7.054166	7.052705	7.111301	7.030417	6.6713	7.114839	7.057557	7.175466	7.231376	7.038198	6.92022	7.029857	6.977666	7.130657	6.951313	6.747789	6.911471	6.985582	7.46864	7.306277	6.70406	7.182567	7.004041	6.988193	6.7834	6.88369	6.969993	7.292882	7.173035	6.906958	7.227571	6.536148	7.019052	7.295546	7.062446	7.068703	7.15039	7.056329	7.058057	7.227101	7.415245	7.21091	6.829598	6.861605	6.968279
PAX8	8.038576	8.012246	7.731447	7.923318	7.775602	7.876826	7.808468	7.83047	8.144354	8.02443	7.674742	7.763578	7.893419	7.705901	7.966505	7.787359	7.753971	7.848753	7.986666	7.819669	8.084747	7.927703	8.027001	8.16849	8.150224	7.86311	8.168016	7.727379	7.882493	8.012026	7.717758	7.815322	7.676826	7.899367	7.957885	7.990387	7.993353	7.719417	7.946255	8.061275	7.839305	8.161157	7.912429	8.174082	7.855364	7.95505	8.087175	8.200796	7.710878	7.79088	7.737887	7.737887	7.748478	7.914324	7.70927	8.013144	7.912617	7.921657	7.889425	8.287852	7.901514	7.858102	8.076062	7.517005	7.746224	7.882282	8.134447	7.869815	7.949769	7.847923	7.928093	7.847021	8.168244	7.79227	7.855364	7.750127	7.993742	7.738706	7.847923	8.135779	7.921657	7.778513	7.845571	8.123672	7.711066	7.805841	7.687987	7.896299	8.057992	7.919083	7.91971	7.852775	7.968251
CCL5	8.691144	8.639706	8.904145	8.614638	8.435548	8.658161	7.769845	8.34978	7.332264	8.328921	8.738674	8.261007	9.321955	9.455027	9.008959	7.697434	7.488437	7.216312	8.535633	7.866711	8.561323	8.386401	8.749477	8.135132	7.750743	7.382271	7.916582	8.805062	8.372961	8.795508	7.788709	7.535315	7.692316	8.219102	8.03218	7.814677	8.470645	8.713239	7.657957	8.767167	8.535375	7.692316	7.374277	8.433804	7.708475	8.138435	8.214177	8.275452	7.381813	7.9836	7.613321	8.007138	8.510582	8.317905	8.797474	8.960156	8.38584	7.050546	7.297419	6.651964	8.653097	8.434291	8.942746	8.8887	8.836605	8.661047	8.454524	8.465362	8.010924	9.000044	8.886834	8.509661	8.917777	8.667917	8.258129	8.925155	8.702321	8.333987	8.968356	9.081879	8.686564	8.064166	8.307592	7.81884	8.607787	8.324705	8.613457	9.413787	9.175934	9.86193	7.958118	8.248118	8.450889
ESRRA	7.838075	8.179108	7.769171	8.14506	7.997807	7.936462	7.952944	8.043618	8.084632	8.178429	7.986189	8.052816	8.125508	8.058844	8.23042	8.314517	8.158323	8.173864	7.854313	7.852356	8.391297	8.188619	8.033497	7.881848	7.929615	8.221506	7.764195	8.038787	8.004188	7.733569	8.034294	7.942514	7.992143	8.028704	7.993556	8.037024	8.208774	8.009277	8.170251	7.884761	7.93691	8.004467	8.039235	8.019846	7.787846	8.022265	7.880648	8.080604	8.176825	8.033497	7.984598	7.889425	7.803923	8.027001	7.856243	7.931409	8.1068	8.08976	8.128536	8.150709	8.228564	8.028509	7.968508	8.141947	8.12176	8.089482	8.116934	7.842224	8.129626	7.954206	7.975071	7.876129	8.099324	8.109745	7.904429	8.167797	8.08272	8.033047	8.212107	8.100149	8.272292	7.807469	8.006327	7.930183	8.171157	8.115131	7.969735	8.32146	8.242349	8.055807	7.849363	7.868727	7.818003
CYP2A6	8.643618	8.266803	8.562429	9.01126	8.146539	8.244594	8.179332	7.987917	7.706351	8.482426	8.588775	8.743012	7.335123	7.668368	7.945897	8.205224	9.216248	8.729226	8.062227	8.671654	8.033497	8.624291	9.361065	8.137494	9.395312	9.127984	9.427811	8.7817	8.921181	9.161259	8.923383	8.596617	9.019385	8.613151	8.519447	8.430903	8.539231	8.047941	7.662316	9.296131	8.74403	8.857805	9.041032	8.73992	8.569148	10.077674	10.262634	7.842224	8.491963	8.388404	8.210832	8.58196	8.540652	8.289799	8.158823	8.332479	8.279059	8.537881	7.946545	8.168244	8.302997	9.190995	7.506047	7.584349	7.171016	7.556462	9.11459	9.029634	8.170501	7.932475	7.86434	7.360728	8.359526	8.51696	8.121633	8.205353	8.421801	8.50856	7.605017	8.472842	7.979084	8.639385	8.719959	8.311401	7.581662	7.695163	7.866937	7.372294	7.038701	7.274835	8.558455	8.609846	8.60006
SCARB1	7.582609	7.868727	7.42129	7.35235	7.390139	7.486422	7.241929	7.268447	6.763669	7.45735	7.133064	7.199764	7.626864	7.555387	7.401889	7.287952	7.322746	7.400944	7.129425	7.341694	7.144524	7.430351	7.430587	7.114839	7.141848	7.154953	7.361687	7.543967	7.557167	7.55226	7.050087	7.106459	7.142362	7.549699	7.543266	7.570799	7.354224	7.511974	7.184006	7.747969	7.682181	7.512726	7.091187	7.508466	7.348436	7.576732	7.493586	7.196342	7.264729	7.422913	7.457829	7.40551	7.424821	7.346596	7.236517	7.446547	7.33132	7.218413	7.211394	7.199303	7.23274	7.340774	7.316166	6.979903	7.145756	7.413464	7.720472	7.210067	6.970483	7.352929	7.399112	7.062446	7.182567	7.069242	7.349357	7.592716	7.39379	7.392847	7.399601	7.536547	7.235388	7.562043	7.476358	7.250307	7.503608	7.281014	7.636258	7.430976	7.655343	7.76108	7.381223	7.564657	7.541888
TTLL12	8.603765	9.316609	8.943137	8.738997	8.767847	8.839089	8.604053	8.528613	8.461145	8.92606	8.722188	8.477359	9.089032	8.604359	8.863394	8.404567	8.437603	8.80627	8.572209	8.458765	8.925155	8.674988	8.66964	8.709989	8.43357	8.796883	8.542865	8.375521	8.73169	8.634502	9.010827	8.860813	8.810563	8.724006	8.456613	8.538127	8.651607	8.561077	8.618825	8.730023	8.735057	9.16177	8.484311	8.514968	8.657542	8.609846	8.734141	8.617907	8.884272	8.611841	8.929581	8.36059	8.62172	8.727984	8.729491	8.737347	8.722743	8.427864	8.72827	8.824812	8.626488	8.237045	8.720262	8.382265	8.307336	8.382718	8.513814	8.751199	8.715075	8.491963	8.569704	8.670761	8.725089	8.581408	8.614638	8.810926	8.723382	8.567425	8.635979	8.779098	8.723057	8.677243	8.460157	8.375265	8.516361	8.663627	8.794187	9.119823	8.88243	8.911174	8.51838	8.342562	8.520612
ADAM32	5.321927	5.296562	5.627175	6.053898	5.293421	4.948827	6.263918	5.723013	5.113649	6.022459	4.357716	5.98331	5.800271	5.867133	5.592981	5.950652	5.218058	6.043052	5.770059	6.258842	5.046933	5.628562	5.64483	3.284793	6.448398	6.305021	5.538119	6.351293	5.171012	5.718392	5.851559	6.020713	6.098721	5.433064	4.74825	5.72198	5.922877	5.56377	5.367412	5.730631	5.61198	5.925958	5.613778	6.372014	6.242988	5.739767	5.946691	5.704317	4.752305	5.355171	5.398204	5.764233	6.098061	5.393922	6.054843	5.9894	6.180683	6.179523	6.138856	5.848165	6.060569	6.501413	4.490165	5.882117	5.686401	5.393633	5.755463	5.82594	5.577435	5.928777	5.638019	5.56261	5.567524	5.59254	5.64673	5.564673	6.379728	6.445081	5.801142	4.820852	5.725965	5.773847	5.607178	5.573963	5.214454	5.759592	4.523866	5.2957	4.25596	5.119383	5.299301	5.746782	6.099097
PRR22	6.474985	5.965542	6.409095	6.57945	6.564836	6.576107	5.662789	6.111235	5.733662	6.001299	6.320352	6.659849	6.169123	6.231034	6.149867	6.486809	5.441769	6.191307	6.596783	6.723158	6.061659	6.322518	5.81493	5.037637	6.244862	6.561895	6.258842	6.281263	6.278972	6.308704	6.427137	6.313416	6.310931	6.072501	6.229637	6.459401	6.373929	6.355955	6.677338	6.283758	6.576923	6.632604	6.119451	6.206265	6.152471	6.234936	6.309606	5.715964	6.077336	6.282974	6.743982	6.637941	6.242704	6.120584	6.785397	6.508312	6.179323	6.308478	6.50927	5.900289	6.080774	6.338594	6.368678	6.182709	6.521362	6.411993	6.348503	6.515051	6.252316	6.199884	6.05528	5.886954	6.018161	5.99004	5.98765	6.293964	6.592301	6.689439	6.403736	6.691557	6.60504	6.124653	6.585911	6.022876	6.024568	6.350298	6.511392	6.631065	6.690834	6.043501	6.358387	6.079187	6.218012
MSANTD3	7.398666	7.629007	7.282203	7.372515	7.489736	7.687987	7.656677	7.422913	7.45126	7.471712	7.360728	7.49858	7.452458	7.437087	7.495612	7.32062	7.350547	7.277627	7.461173	7.496757	7.785902	7.508188	7.567848	7.350277	7.426027	7.207607	7.193922	7.312388	7.502505	7.309393	7.375472	7.422463	7.246007	7.296012	7.579373	7.493586	7.489736	7.461858	7.473079	7.71797	7.452687	7.34331	7.569785	7.592225	7.530917	7.332045	7.219763	7.27123	7.525313	7.649378	7.220734	7.442619	7.638363	7.355751	7.448046	7.386251	7.578322	7.373669	7.399346	7.626042	7.47763	7.353536	7.284606	7.257226	7.306036	7.337172	7.701763	7.603706	7.31128	7.276439	7.090481	6.951113	7.676299	7.355751	7.392331	7.649591	7.54077	7.418029	7.54841	7.593222	7.284072	7.222706	7.497707	7.231146	7.372964	7.326087	7.462559	7.527624	7.506266	7.348436	7.495397	7.264178	7.551338
SLC46A1	7.65472	7.24703	7.146976	7.188894	7.364561	7.245536	7.458495	7.211854	7.166428	7.328429	6.919723	7.247964	7.139213	7.070523	7.499756	7.021371	7.431222	7.217028	7.246577	7.266567	7.472157	7.126375	7.294508	7.129425	7.299208	6.964813	7.394463	7.224902	7.519046	7.264066	6.896351	6.868577	7.03611	7.213467	7.549908	6.974508	7.313965	7.093239	6.980574	7.408816	7.240927	7.543266	7.170129	7.314919	7.392331	7.293548	7.206847	7.07219	7.129425	7.191112	7.237294	7.278322	7.441155	7.227571	7.080379	7.139666	7.163835	7.353762	7.246302	6.976369	7.193398	7.266357	7.283828	7.186783	7.066638	7.197311	7.481064	7.27123	7.146014	7.124775	7.400041	7.224446	7.18542	7.359027	7.131559	7.502388	7.25561	7.351957	7.039152	7.41394	7.27905	7.454253	7.096916	7.309393	7.097485	7.07355	7.052253	7.09593	7.130839	7.258373	7.562488	7.396497	7.50141
TIMD4	4.820468	4.516896	5.138917	3.438636	5.4913	5.194114	3.845988	5.636732	5.034371	5.709885	5.257809	5.304971	5.907474	3.587094	5.764918	4.666252	4.41897	5.635945	5.064489	5.155564	3.93926	3.946302	4.893019	4.588236	4.588978	5.117804	2.416644	4.844198	5.597378	4.93329	4.363023	5.52441	5.395136	4.0102	4.436412	5.286803	4.798602	4.106516	4.94375	4.958086	5.148017	5.673115	3.637124	4.534424	3.863235	5.489071	4.264963	4.109686	4.463478	5.18383	3.943346	4.299663	5.235552	4.670942	3.960017	4.226514	3.776758	4.813624	2.999265	5.717052	2.329184	4.61151	5.529093	3.685613	4.724829	4.10832	4.020799	3.855266	6.095783	4.21877	5.466081	4.166878	5.34195	4.422983	5.593199	4.151413	4.142746	5.196074	5.478116	5.710114	5.391841	3.88982	3.630862	5.446796	4.749398	3.669931	4.817785	5.525127	5.087818	4.98837	4.201124	3.546305	4.634656
SLC39A5	6.326083	6.904515	6.615322	6.487006	6.213938	6.607413	6.013901	5.355171	6.351545	6.267871	6.624145	6.204063	5.898129	5.69355	6.610137	6.25328	6.638723	5.965775	6.533763	6.165913	6.780154	6.491127	6.787472	5.615932	6.779485	5.829108	6.130018	6.198081	6.408336	6.230576	6.254371	6.720851	6.135854	6.31675	6.396204	6.331492	6.358643	6.034063	6.85292	5.193152	6.674994	6.906449	6.540288	6.313621	6.121915	6.109216	6.339325	6.267588	6.611974	5.983902	6.049896	6.450376	5.848165	5.775631	6.376357	5.922448	6.474704	4.840342	6.597551	6.530288	5.0782	5.762376	6.657418	6.386354	6.020495	6.426363	4.884527	5.967145	6.362019	5.978864	6.251378	5.689828	6.668383	5.904652	6.005409	6.623675	6.140592	6.292513	4.871758	5.784711	5.254943	6.587767	6.413526	5.173629	6.040496	6.005177	6.132723	5.345998	6.731052	6.370535	6.569628	6.43214	5.611112
ATP6V1E2	6.305263	6.419762	6.758406	6.662931	6.01905	6.199217	6.231468	6.710379	5.799613	5.519193	6.495257	6.208401	6.194639	6.283758	5.700388	6.217057	6.45895	6.595196	5.904831	6.395987	5.520191	6.357664	6.019868	4.18317	6.617605	6.213724	6.622365	6.585653	6.131376	6.642191	6.488959	6.226097	6.419067	6.50115	6.599967	6.591786	6.271955	6.075606	6.049231	6.278972	6.381425	6.026153	6.451996	6.295915	6.454443	6.356215	6.208118	3.987172	6.699127	6.335217	6.472938	6.575619	6.534495	6.623675	5.943282	5.763386	6.742206	6.43144	6.414831	5.986309	6.192226	6.709831	3.372664	6.614781	6.116769	6.203542	5.709885	6.625737	5.052101	6.493054	6.096478	5.481531	5.933576	6.17624	5.310019	6.005827	6.322518	5.974185	6.184087	6.285907	5.74482	6.520067	6.46081	5.506534	6.359602	6.377826	6.170593	6.179523	5.553864	6.449388	6.244862	6.348503	6.221416
AFG3L1P	7.308461	7.420363	7.327496	7.364561	7.552029	7.443399	7.436111	7.136003	6.889518	7.465175	7.491352	7.503178	7.266856	7.400716	6.987377	7.612858	7.203505	7.488842	7.633516	7.222483	7.423216	7.330817	7.373173	7.13723	7.027319	7.28657	7.181583	7.339534	7.229464	7.115588	7.510334	7.204996	7.233935	7.581253	7.270494	7.418934	7.269095	7.492931	7.668143	7.162149	7.478527	7.571424	7.700059	7.23067	7.439295	7.373415	7.367358	7.293783	7.274376	7.197311	7.561642	7.429891	7.612613	7.254602	7.314179	7.409987	7.332539	7.385298	7.382761	7.461421	7.34308	7.200883	7.004306	7.29973	7.190565	7.126857	7.110521	7.509154	7.518792	7.089972	6.934792	7.276439	7.044867	7.09721	7.259776	7.36804	7.340524	7.462978	7.293548	7.535077	7.625212	7.28958	7.28481	7.202238	7.238742	7.600699	7.275024	7.342601	7.738281	7.413118	7.307987	7.370904	7.03847
CILP2	5.967145	6.214799	5.172408	5.999311	5.626051	5.674657	5.345034	5.357217	5.560968	4.813624	5.923345	5.16473	6.158247	5.489071	6.06828	5.928593	5.538612	6.010429	5.71447	5.604533	6.263412	5.376004	5.86447	5.2435	5.826293	5.34298	6.306006	5.617126	5.380012	4.98249	5.87504	5.992461	5.288761	5.618881	5.680184	5.673547	5.769387	5.689169	5.904427	5.606096	5.84865	5.133307	6.005177	5.302105	5.01559	5.65793	5.718189	5.91929	6.159145	5.549461	4.827654	5.776224	5.638916	5.6539	5.536433	5.367508	5.750861	5.830921	5.779403	5.760003	6.140371	5.701526	4.964915	5.897386	5.128033	5.345479	5.602201	4.928732	5.569918	5.934648	5.495568	5.817172	5.817996	6.071261	5.947523	5.245685	5.449248	5.51069	5.709452	5.891095	5.661274	5.728789	5.817805	5.948204	5.74656	5.429276	5.440642	4.590291	5.489071	5.506534	5.674241	5.596709	6.182483
TMEM196	3.982494	3.705621	4.335129	4.075358	3.517358	3.887392	4.190731	3.894782	3.668837	4.16122	4.209861	3.715053	4.30902	4.355744	4.115574	3.611684	4.214506	4.142312	3.738268	4.161653	4.147502	3.146306	4.618313	4.425224	3.481407	3.911773	4.307694	4.16967	3.963273	4.008383	4.315046	4.486373	3.779613	4.311978	3.957566	4.045553	4.430352	4.343773	3.989564	4.208969	3.656343	4.367892	3.880469	3.736345	4.359531	4.141371	3.907449	4.611907	5.449454	4.504877	3.846961	3.574469	3.680475	3.526276	3.285419	3.913605	4.381693	3.812038	4.355326	4.290347	4.182283	3.998164	3.973642	3.740718	4.508279	3.641125	4.223211	4.037117	4.33734	3.880469	3.965689	3.852557	3.848422	3.639727	4.388398	4.123562	3.687604	3.823496	3.951521	4.218299	4.124424	4.250423	4.181827	3.663662	3.995029	4.302759	3.647138	5.528151	4.599109	4.352101	4.339039	4.440141	4.045953
SLC39A13	7.670034	7.880648	7.619818	7.890552	7.654515	7.64063	7.581662	7.566959	7.641711	7.729707	7.519525	7.617659	7.605245	7.584878	7.934767	7.727556	7.703618	7.752104	7.8395	7.94418	7.940398	7.630506	7.761282	8.079329	7.722504	7.559829	7.549908	7.502045	7.411896	7.759726	7.497707	7.689779	7.454021	7.670231	7.777242	7.614195	7.669778	7.682389	7.593222	7.688204	7.867636	7.824531	7.822675	7.807469	7.6994	7.71838	7.616364	7.81739	7.668368	8.015802	7.71817	7.684106	7.91456	7.749725	7.603059	7.869815	7.764195	7.691043	7.659604	7.907364	7.594063	7.395336	7.794099	7.641911	7.686805	7.489511	7.788251	7.744885	7.734353	7.542127	7.805223	7.662949	7.776245	7.661914	7.743228	7.623283	7.664179	7.588726	7.509409	7.714425	7.696444	7.870435	7.899572	7.882932	7.664352	7.768163	7.666311	7.497935	7.706133	7.855146	7.365502	7.536238	7.662511
BEST4	7.734547	3.842828	6.233355	7.950814	7.147797	7.175738	7.515902	8.499863	7.519525	7.010534	7.594689	7.291637	6.011037	6.922063	6.519332	7.767976	7.898911	7.396044	6.847956	8.386678	7.16286	7.19827	7.179292	5.234582	7.618704	8.165077	7.952747	8.327014	7.326819	7.538384	7.615059	7.474711	7.36529	6.949411	7.800015	7.560281	7.132019	7.423689	7.418739	7.24914	6.95876	6.867796	8.588447	7.822675	7.849157	7.831131	8.028105	5.933137	6.600415	7.4014	6.709344	7.668846	7.514317	7.092794	7.605017	7.09593	6.616085	7.772841	7.669552	7.326356	6.853602	7.674364	4.297409	7.438596	7.304278	7.315945	7.54619	7.112977	7.052705	6.70431	7.56742	6.759952	7.418934	7.773229	6.933832	7.130657	7.870859	8.256471	6.268899	7.269777	7.280759	7.061083	7.763578	7.216312	7.444777	7.389213	6.868577	3.318024	4.066696	5.393106	7.219326	7.886005	7.671924
CORO6	6.009809	6.108725	5.956894	5.88888	6.351545	6.083393	5.716618	5.959025	6.014532	6.236324	5.879087	5.976657	5.559888	6.087774	5.602836	5.696126	5.930958	6.185471	6.102387	6.068969	6.6282	6.013461	5.882308	6.149631	5.770274	5.836123	5.77689	6.04721	5.913889	5.773847	5.811405	5.900289	5.726445	6.121475	6.241549	6.161855	6.20487	5.074525	5.747423	5.976207	5.994597	5.54516	6.04455	5.663682	5.805749	5.999058	5.893929	6.115658	5.783002	5.997916	5.970101	6.163154	5.903352	6.296404	5.891537	5.752531	5.617773	6.258474	5.657707	6.549174	5.738484	5.666973	6.077336	5.891095	5.788836	6.337143	6.116769	6.061659	5.904831	6.077526	5.976021	6.120584	6.245815	6.512359	6.667665	5.902725	6.119781	6.008288	6.050542	5.788002	5.841621	6.262931	5.203647	5.747902	6.006056	6.056637	6.066452	5.976207	6.345495	5.805356	5.731751	6.266692	6.020931
TMEM106A	6.33126	6.185688	6.753519	6.460296	6.753016	6.379449	6.411517	6.362787	6.505368	6.486034	6.749583	6.662174	6.306297	6.594489	6.561895	6.517158	6.221416	6.775389	6.574399	6.639524	6.472693	6.299972	6.080774	6.922803	6.299744	6.463258	6.090864	6.18475	6.401885	6.617605	6.541695	6.184193	6.225176	6.532191	6.344082	6.639524	6.451996	6.190168	6.725743	6.354415	6.890014	6.607413	5.938783	6.241549	6.353904	6.262235	6.590853	7.478295	6.318948	6.34734	6.414328	6.278245	6.551734	6.638197	6.65092	6.6053	6.215054	6.246336	6.189186	5.895885	6.478839	6.189186	7.104774	6.138427	6.768134	6.489204	6.504011	6.51889	6.956593	6.657668	6.45895	6.610645	6.023979	6.110988	6.518391	6.601194	6.386805	6.753769	6.334699	6.825047	6.407172	6.288058	6.224648	6.908861	6.400995	6.525659	6.521362	6.669196	6.667413	7.023438	5.85607	6.531949	6.34802
ALG10	6.759714	5.974185	6.621644	6.400212	6.485179	6.613609	6.091091	6.240873	6.310274	6.668965	6.438181	6.510619	6.004499	6.347543	6.588759	6.446019	6.462308	6.310931	6.319618	6.100608	6.387574	6.246336	6.639255	5.60543	6.427858	6.626239	6.042194	6.230355	6.286156	6.598681	5.789878	6.807477	6.453267	6.98329	6.257126	6.587048	6.542947	6.51451	6.123397	6.394494	6.743982	6.490882	6.2093	6.685	6.26838	5.928777	6.390317	6.361073	6.118339	6.409331	6.294444	6.301811	6.495505	6.078244	6.56068	6.177389	6.055064	6.108273	6.200793	6.095589	6.583912	6.61431	5.943522	6.477141	6.590117	6.759952	5.676409	6.11592	6.085349	6.514785	6.627963	6.407915	6.268634	6.62379	6.113582	6.289696	6.517645	5.889086	6.65718	6.550207	6.458261	6.454917	6.283514	6.315308	6.111497	6.30652	6.178005	6.690834	6.526949	6.319859	6.451787	6.340056	6.194901
NEXN	5.850003	5.18383	6.947868	5.531646	5.502284	5.592118	5.851067	6.031394	7.996483	5.687511	5.216866	5.653018	3.688071	6.386126	5.881487	5.669324	5.61839	5.338455	5.794693	5.679577	5.64716	5.349831	5.682121	5.955416	5.147657	4.94482	5.367508	6.04455	5.621354	5.668735	5.043393	4.872466	5.294668	5.694484	5.558792	5.376004	5.971801	5.654334	5.019565	4.815178	5.621354	5.735582	4.675535	5.897545	4.904827	4.291172	4.899232	7.431222	5.709885	5.293141	5.484239	5.27625	5.12025	6.245815	5.513431	5.733004	6.053633	5.303956	5.002122	5.470483	5.047909	5.44585	7.697668	5.632761	7.678554	5.216328	5.546734	5.136805	7.581253	5.661669	5.552044	7.331022	5.454832	5.534983	7.73166	5.743866	5.526732	5.546734	5.729393	5.992678	6.396204	5.406732	5.441578	7.541549	5.720299	6.24955	5.720919	6.266927	5.694708	5.905249	5.431463	5.787393	5.867133
C15orf40	7.745763	7.69786	7.709092	8.061275	7.752934	7.834701	7.931581	7.904637	7.402363	7.690179	7.861299	7.965658	7.538165	7.879034	7.716858	7.8395	7.828031	7.843771	7.820097	7.81884	7.971701	7.715525	7.658747	7.246828	8.085165	7.613757	7.789715	8.024806	7.781127	7.960716	8.140053	8.200614	7.92544	7.938344	7.821256	7.931409	7.789831	7.739343	7.880085	7.985972	7.789371	8.06503	7.616551	7.846639	7.931765	7.853593	7.525556	7.404792	7.527825	7.446777	7.827184	8.112214	7.854519	7.930761	7.912429	7.77644	8.105487	8.177045	8.094634	7.945674	7.649591	7.82827	7.259535	7.897581	7.713179	7.930761	7.636627	7.898521	7.594882	7.870031	7.770923	7.441636	7.890066	7.611727	7.296012	7.685623	7.64385	7.709659	7.928763	7.714645	7.967548	7.915508	7.703806	7.267049	8.054215	8.012724	8.003318	7.673442	7.440924	7.439295	7.842836	8.06459	7.973364
RAX2	6.549174	6.383299	6.527705	6.582915	6.010238	6.5367	6.099942	6.270182	5.509292	6.806677	5.621769	6.17459	6.332481	6.160226	6.61221	6.55321	6.453389	6.317956	6.307606	6.189186	6.025638	6.50927	6.021779	4.847244	6.653932	5.905053	6.458261	6.383947	6.117873	5.682121	6.15497	6.299972	6.12764	6.479064	6.228512	5.882513	6.305263	6.466056	6.153372	6.263412	6.34251	5.360945	5.444625	6.451577	6.400995	6.246336	6.041378	6.212845	6.592028	5.634267	5.642657	6.388705	5.988944	6.043314	6.309846	5.929797	5.974185	6.333931	6.49944	6.615837	6.125089	6.602003	5.830695	6.353204	6.087044	5.268507	5.713275	6.652883	6.195368	6.141546	6.280079	6.177389	6.184087	6.42999	5.347152	6.246064	4.247587	6.02114	6.181133	6.572924	6.084281	6.195368	6.509544	5.323469	6.207862	6.286876	4.644908	6.361289	6.200322	5.808159	6.726282	6.531422	6.385394
GIMAP1	5.307166	5.049463	5.919746	4.971356	5.588541	5.322675	6.00426	5.372995	5.947115	5.924916	5.744591	5.855439	6.365096	5.82539	5.778767	4.744975	5.16913	5.641053	5.452471	3.444455	5.903795	5.828217	5.504015	5.785258	5.13152	5.525611	5.803206	5.734848	5.655412	5.870623	4.803109	5.604749	5.091061	5.856275	5.814271	5.985457	5.646317	5.853067	5.50999	5.748913	6.257923	5.490048	5.264774	5.264269	5.556566	5.574238	5.020492	6.995194	5.656656	5.834063	5.818399	5.710527	5.757017	6.12486	5.515874	5.572644	5.346849	5.220554	4.258178	5.386829	6.336418	5.6274	7.019826	6.280807	6.25554	5.898348	6.108037	5.544928	6.087044	5.589195	6.156019	6.428606	6.288274	4.729909	6.388283	6.005177	5.115136	5.634059	6.019663	5.847961	5.838011	5.322917	5.130269	6.271059	5.827362	5.462968	5.466299	6.239077	6.223968	6.25554	5.442999	5.663477	5.348169
CCDC65	8.536176	6.378977	7.394153	8.552118	7.828031	7.996698	8.958349	8.804389	8.254557	7.9592	8.104746	8.103451	7.036853	8.215743	7.921657	8.414104	8.626488	8.099921	8.199489	8.580571	7.852356	8.323767	8.351552	6.966626	9.160135	8.524296	8.996038	8.953903	8.215967	8.637943	8.201287	8.405471	8.209006	8.176378	8.463724	8.446943	8.474501	8.254557	7.662949	8.711235	7.734779	7.481554	8.687736	8.734141	8.435858	8.74696	8.605938	7.000087	7.789831	8.132156	7.764009	8.432091	8.467156	8.297818	8.607478	8.608074	7.792086	8.95417	9.035191	8.329367	8.109745	8.926817	7.129425	8.486802	8.309282	8.229331	8.852384	8.626488	7.996915	8.218448	8.776364	8.103723	8.852781	8.532653	7.55307	8.190922	8.376348	8.635403	7.835547	7.307179	7.804574	8.290247	8.724709	7.97779	8.568618	8.330249	8.278572	4.911676	5.976207	6.651698	8.470645	8.699176	8.831462
CCDC11	7.876826	6.426363	6.935811	8.634246	7.597337	8.203173	8.595457	8.676999	8.516688	7.439548	7.883901	7.830239	7.200213	7.589401	7.374825	7.891771	8.235393	7.634528	7.497229	8.32146	7.492931	7.917232	8.038576	6.949691	8.95417	8.425957	9.232159	8.864891	7.658375	8.730712	8.114083	7.852148	8.20638	7.565927	7.955664	7.752934	8.000373	7.731868	7.261187	8.244594	7.322501	7.489511	8.754732	8.435295	8.229085	8.137494	8.420509	6.806021	7.7487	7.901423	7.636258	8.100149	7.937966	7.882693	7.736236	8.027434	7.319406	8.449571	8.00674	8.224814	7.87108	8.463973	7.109877	8.25226	8.384381	8.41818	8.607787	8.093689	7.832366	8.107766	8.405166	7.930562	8.408477	8.515242	8.088857	7.705527	7.983375	8.03129	7.138972	7.187502	7.616364	8.035945	8.187737	7.93691	7.99932	7.595771	8.041271	4.84606	5.266119	6.23841	7.93454	8.496409	8.682801
CATSPER1	4.06186	5.028444	5.231928	4.18666	3.702092	4.682419	4.86743	3.93789	5.656419	4.188932	4.312862	4.19569	4.397685	4.648708	4.127532	5.381704	5.667649	4.395511	4.122457	4.192461	4.349001	4.321796	4.038508	4.933635	4.554525	5.793486	5.210334	5.460915	3.751683	4.153231	4.883759	4.877934	5.328902	3.72643	3.91011	5.097161	4.020397	4.575123	5.42854	5.034984	4.815497	4.584795	4.008383	5.743648	3.770237	3.064766	4.135613	5.174226	4.303192	4.37542	3.828925	4.774021	3.999416	4.152704	5.718189	4.550909	4.996222	4.824691	3.721089	4.12888	4.860852	4.315926	5.842532	5.210929	4.441838	4.919369	4.03756	4.207112	5.251647	5.886095	4.379585	4.197949	4.223735	4.130756	4.749026	4.005609	3.996348	3.865232	4.21146	5.455121	4.387339	4.312862	4.895975	4.361284	5.26316	4.415934	4.494406	5.79457	4.157317	5.953872	5.516095	3.909178	5.732141
HOXD4	5.245917	5.294668	5.57308	3.89375	5.089277	4.633771	3.116422	3.032233	5.081261	3.780084	3.216827	3.124912	5.39793	4.989781	3.960017	4.620072	4.514308	3.552444	5.455626	4.126231	3.778086	3.572766	3.322282	4.815178	4.439695	4.635104	3.96431	3.810335	5.406732	2.906409	3.445636	2.84619	5.074845	5.033092	2.883005	5.020174	3.690735	4.753964	4.902389	5.986759	5.051425	3.348101	5.007064	3.195308	3.469911	4.30902	5.167449	4.410445	5.022516	2.485033	4.503168	2.554898	4.948214	4.248432	3.059242	4.743894	4.734612	3.319971	4.782543	4.139456	4.204507	5.46365	3.254212	5.016643	2.973715	4.752305	2.918959	2.794358	4.664476	4.494858	3.479082	3.959062	3.85444	5.234861	2.503177	4.617454	3.697044	4.367015	5.500842	2.624929	4.062762	3.625591	4.672561	5.606543	4.875474	3.814422	4.533128	4.0102	4.071212	2.965444	4.563577	5.199507	5.251119
GSC	2.966269	2.74687	2.72143	2.88787	2.835692	2.70043	3.042657	2.765904	2.745895	2.696583	2.772949	2.794358	2.586933	2.756838	2.929848	2.791342	2.89257	2.734465	2.72848	2.959535	2.929848	2.680126	2.858984	2.80701	2.687259	2.871542	2.688416	2.740353	2.884905	2.832557	2.72143	2.768043	2.853529	3.004659	2.85252	2.864763	2.836769	2.776317	2.579318	2.796361	2.911804	2.438176	3.007641	3.077905	2.786106	2.669501	2.530984	2.854467	2.726067	2.923557	2.620316	2.755672	3.122706	2.395684	2.900141	2.688416	2.900603	2.81163	2.548085	2.958521	3.111897	2.638183	2.928125	2.799572	2.826809	2.780386	3.003213	2.88397	2.672243	2.830416	2.594533	2.795367	2.784944	2.70043	3.206674	2.792299	2.913696	2.751335	2.529354	2.712908	2.666932	2.971306	2.571363	2.880957	2.658101	2.798621	2.696583	2.760229	2.672243	2.730197	2.946009	2.80701	2.899678
SP7	4.018646	3.940652	3.599777	4.247587	4.002418	3.974096	3.828925	5.287702	5.167197	5.189412	3.55051	3.806422	4.90768	3.703616	3.790094	4.96902	5.088958	3.884349	4.022636	4.462515	3.353159	4.299217	4.535207	4.594601	3.882895	4.946254	3.203873	4.135209	3.403251	4.858612	5.125726	3.910642	3.708231	3.523684	3.64227	5.058823	3.282997	3.9998	3.58183	4.301441	2.803918	3.00874	4.153743	4.016755	2.960394	3.86579	2.824679	4.268214	3.817168	3.848422	3.878474	3.629294	3.989564	2.782606	3.74841	4.132652	4.292775	3.265112	3.818187	5.160859	3.907449	4.021694	4.605901	2.955976	3.717521	5.612911	4.291172	3.928031	3.977412	3.413374	4.313384	3.737386	3.00655	3.410433	4.431167	3.807863	4.001594	4.07434	4.491489	4.677316	2.991227	4.41897	3.60024	4.047753	3.544245	3.213241	3.685096	4.321796	4.134819	4.313787	4.44786	5.266672	3.711518
PRSS33	5.452698	6.143758	5.645682	4.949566	6.25906	5.597132	3.778086	4.444395	4.76827	5.625746	3.917931	5.328365	5.981478	4.636279	5.791475	3.745165	6.079399	5.386829	5.327396	6.050752	4.473956	5.95086	5.607622	6.276968	4.67393	5.972249	4.423414	6.050127	6.050127	4.928356	5.652614	6.209814	5.710114	4.308549	5.186849	4.675535	6.377102	5.605849	6.6308	5.418155	3.663662	6.156697	4.233346	4.223211	4.071978	6.125518	5.928131	4.799311	5.85283	4.485117	4.324579	5.510446	4.352533	5.152717	4.74787	5.937	4.197031	5.500207	5.419313	6.06317	6.151027	5.087203	4.406378	6.132035	5.725758	5.809427	4.615373	5.398925	5.676285	6.088857	6.271059	4.465652	5.407737	3.377089	5.544544	5.885261	4.328474	5.940666	5.745289	6.516406	4.999457	5.479281	6.32769	5.552044	6.162285	3.993098	5.797171	6.518161	6.170175	4.842635	6.02114	4.436412	6.488708
MCMDC2	5.450388	5.320185	5.365321	5.77689	5.221065	5.109564	5.799855	5.92041	5.669324	4.91442	5.617126	6.014078	4.069369	5.435098	4.949924	4.656911	5.585789	5.143302	5.335628	5.524889	4.598458	5.833672	5.403341	4.855757	5.512659	5.362198	5.518739	5.083102	5.696126	5.500533	5.42974	5.525388	5.988705	5.471182	5.371414	5.12025	5.710114	5.12025	4.784876	5.672649	4.617454	2.696583	5.589655	5.319382	4.664476	5.728169	5.112533	4.593719	5.487648	4.787948	5.447049	5.020492	5.689599	5.682339	5.129774	5.212853	5.5797	5.69075	5.693154	5.61198	5.014646	6.061216	5.178528	5.951303	5.743229	4.562744	5.990428	5.929997	5.101101	5.265808	5.784313	4.607551	5.838219	5.022145	4.826184	5.284285	5.492295	5.301829	4.873132	4.775169	5.633596	5.560112	6.007782	3.420028	5.517839	5.199275	4.906953	4.543515	3.196697	3.785632	5.499737	5.753998	5.331718
LEAP2	6.435533	5.878855	6.538543	5.885261	5.981893	5.611753	6.196922	6.360836	6.872958	6.460296	6.278726	5.720299	6.433155	6.049019	6.496004	6.197378	5.39029	6.187306	6.032247	6.026976	6.435533	6.158914	5.845096	6.19441	6.057082	6.232641	6.055516	5.333741	6.451577	6.172702	6.178658	5.778565	6.442134	5.930265	6.067302	5.842328	5.644364	6.09176	6.504239	5.692492	6.407915	6.410336	6.054344	6.104252	6.521606	6.124205	6.152471	6.461307	6.420769	6.031394	6.480323	5.643267	6.034311	6.437885	6.085586	6.157823	6.717097	5.63615	6.087279	6.441627	5.887864	6.219199	6.690597	6.301625	5.66812	6.138638	6.032897	6.07371	6.528992	5.570379	6.116575	6.46526	6.259929	6.310496	5.882308	6.192004	6.116769	6.182483	6.438181	6.720619	6.47174	6.117486	5.647409	5.860532	5.55751	6.070136	5.937443	6.505101	6.564335	6.484706	5.812123	6.656718	6.50927
SCIN	9.030013	8.966078	9.341825	8.807968	8.897029	9.111855	9.152459	9.091776	9.33306	8.632242	8.613151	8.813772	8.762734	9.293396	9.198662	8.903743	8.80863	8.993243	9.23381	9.236412	9.216752	8.852384	9.312525	8.829433	8.792285	8.436293	9.075291	8.687441	8.755278	8.68314	9.120268	8.799822	8.981403	8.775003	8.460157	8.967992	8.842523	8.810926	8.940004	9.139313	8.860439	8.948564	8.610431	8.771181	8.901152	8.767847	8.926453	8.609521	8.622672	9.061474	9.109711	8.902638	8.968356	8.982619	9.013698	9.113681	9.182299	8.892651	8.729226	8.823429	8.222176	8.936346	8.47605	8.853521	8.716923	8.711576	8.824458	9.261464	8.741461	8.977813	9.1006	9.078531	9.053831	8.681372	9.069076	8.851265	8.849425	8.830448	8.760757	8.941536	8.873675	8.801609	8.697974	8.664527	8.635119	8.641127	8.881345	8.784963	8.91253	9.112375	8.846365	9.045032	8.70445
CTCFL	4.657314	3.613191	4.67593	3.094317	3.922502	2.896901	5.217764	2.809321	4.490632	3.077905	4.987182	3.277847	3.658488	4.952272	5.010641	4.97979	5.001465	3.864712	2.838999	2.605186	3.07262	4.065399	2.902571	2.63262	4.813624	3.03075	2.970462	4.150919	4.923019	5.322175	2.967993	3.88982	3.565224	3.157857	4.656438	5.510906	2.923557	2.972826	4.646484	2.490673	5.099573	5.359969	3.171536	5.084371	3.348719	4.384369	4.870668	3.189006	3.599289	3.363076	4.426932	4.92542	4.826184	5.374737	5.032828	4.119716	4.442248	4.165472	4.883759	4.35616	3.354347	3.260419	2.940221	4.792675	4.661938	4.44786	2.530984	3.079439	4.670063	4.937864	4.749026	4.412682	5.418155	4.469131	5.387031	3.352524	2.978812	4.84606	2.581064	4.446996	4.625824	4.341486	5.206167	4.229737	4.748632	4.066257	3.759357	3.378194	2.64488	5.299542	5.088958	3.862804	4.833219
C4orf33	7.194627	6.381622	8.005299	7.388499	7.363425	7.660978	8.029548	7.940398	7.835747	6.992027	7.251045	7.504311	6.593988	7.121591	6.885231	7.136504	7.464326	7.091187	6.878885	7.110801	6.607539	7.886812	7.556697	7.443637	7.553333	7.007543	7.335548	7.393186	7.207088	7.584349	7.536108	7.726975	7.665462	7.2325	7.137753	6.913146	7.807645	7.56552	7.537723	7.949566	7.51011	7.564831	7.774255	7.658149	7.6614	7.46864	7.374555	7.512481	7.036621	7.326356	7.298474	7.464778	7.312889	7.275763	7.256253	6.924564	7.126375	7.496757	7.209139	7.40701	7.510436	7.872745	7.632528	7.886411	8.220116	8.413112	7.264066	7.575852	7.044158	7.320392	7.433631	7.438811	8.182279	7.887471	8.132786	7.233229	7.247205	7.496757	7.21091	7.023438	7.138212	7.285306	7.358794	7.464067	7.33038	6.889796	7.171016	6.890784	6.714817	7.001092	7.096132	7.339286	7.223137
TVP23C	7.11173	7.319406	7.014643	7.004542	7.54947	7.336941	7.138972	7.075822	7.467084	7.439295	7.341229	7.322247	7.141848	7.167422	7.320392	7.217225	7.39259	7.053034	7.138754	7.609391	7.40679	6.883967	7.387313	7.671924	7.207088	7.214141	6.853602	7.27711	6.979673	7.265885	7.160633	7.194161	7.085173	6.95355	6.897651	7.213879	7.226368	6.919967	7.195374	7.213083	7.084437	7.179292	6.950229	6.902049	6.757128	7.294285	7.154691	7.52603	7.167667	6.882443	6.974275	6.86482	7.370673	6.893701	7.097485	7.286783	7.151634	7.133064	7.158822	7.457611	7.137999	7.184949	7.685623	6.997419	7.269356	7.220946	7.274835	7.165929	7.33418	7.022655	7.096916	7.354448	7.363874	7.163109	7.312889	7.171544	7.053162	7.47007	7.006784	7.498348	7.170378	7.207896	6.98454	7.410697	7.041511	7.317589	7.167894	7.119773	7.32062	7.466063	7.090224	6.721563	7.306036
FAM71A	5.420212	6.782373	5.946691	5.822638	6.696165	5.860984	5.499737	6.454443	6.514035	6.378977	6.576392	5.714883	6.145363	6.333474	5.901855	5.449022	6.512791	5.551799	6.499678	6.407915	6.170402	5.844701	6.029589	6.679886	5.738292	6.497176	5.912336	6.393522	6.53719	5.924682	6.263146	6.559059	6.338821	5.598029	6.650473	6.08209	6.25254	6.598681	6.678607	6.016159	6.551734	4.7177	6.116769	6.266228	6.433633	6.40166	6.199884	6.704608	6.190632	6.177389	6.508312	6.009343	5.530467	6.408579	6.231468	6.555187	6.415873	6.50115	6.541933	6.038858	6.308704	6.349519	6.801291	6.231913	6.417079	5.127065	6.240241	5.834488	6.661623	6.32225	6.558328	6.170175	5.272301	6.770315	6.714009	6.575619	6.408336	6.594737	5.961785	6.50321	6.101513	5.919746	6.027841	6.2093	6.465775	5.51974	6.279854	6.520195	6.574399	6.534957	5.974185	5.893065	6.503742
GAPT	6.035656	5.269035	6.20956	5.495056	5.405498	5.994367	5.687941	5.6914	5.876286	5.780691	5.659945	5.687941	6.843787	6.218012	5.701726	5.115414	5.820806	5.604319	5.180854	5.683981	4.95023	5.720919	5.580635	6.409331	5.951505	5.978631	5.79414	5.400627	5.84777	5.574469	4.964152	5.90811	6.169331	5.078821	5.640623	5.077619	6.144038	5.924916	5.876286	5.753354	5.485838	5.327068	5.574912	5.285795	5.96903	5.708337	5.187454	5.893523	4.90451	6.228079	6.06828	5.229974	5.248182	4.731065	5.699805	5.222947	6.256636	4.765395	5.522773	5.460431	6.397617	5.792411	6.470924	5.595738	5.896714	5.753998	5.468186	6.228747	5.915016	5.730037	6.247008	5.672201	6.087541	5.627873	5.870201	6.714817	6.27487	6.109627	5.617558	5.52441	5.622609	5.854417	5.715749	6.150807	5.901389	5.674008	4.859818	6.831446	6.46498	6.484497	5.793082	5.752168	5.431932
FLJ30901	5.672201	4.973548	5.74068	5.393633	5.95942	5.3977	5.142528	5.966918	4.811741	5.270096	5.955863	5.736823	5.751296	5.922029	6.327409	5.595597	5.238082	4.502362	4.752305	4.615785	4.77897	5.24763	4.539037	4.163071	5.627175	4.369605	4.462169	4.421366	5.410273	5.882914	4.46865	4.602844	5.689169	5.876865	5.793702	5.710734	5.361703	5.620666	4.679417	5.948204	5.340918	5.655412	5.950033	5.394621	5.791246	5.702147	6.065375	4.989781	5.041494	5.405236	5.406025	5.910153	5.166927	5.205639	5.155307	5.942631	5.916719	4.948827	4.12888	5.671972	4.898126	4.457688	4.527488	4.39813	6.117486	5.766586	4.697112	4.369605	5.562344	6.029363	5.710114	5.657707	5.7775	5.266904	3.768535	5.919509	4.647766	5.067399	6.212346	4.829439	5.678531	5.502284	5.72198	4.777949	5.327068	5.379787	5.352911	6.188256	5.8589	6.39277	5.575552	4.456775	4.216779
ERICH5	8.637943	8.017175	7.872157	8.772125	7.940599	8.202653	9.124025	8.948129	7.550658	8.232606	8.446692	8.687736	7.696698	8.522019	8.181134	8.490811	8.598567	8.471177	8.445967	8.420775	8.21169	8.40132	8.389935	6.781907	9.226159	8.5905	9.141326	9.123133	8.700081	9.012891	8.607172	8.424231	8.689236	8.678743	8.815498	8.84535	8.819387	8.543493	8.163477	8.693903	8.176825	8.101939	8.839432	8.990375	8.573696	8.784647	8.784261	7.317824	8.293042	8.859665	8.666936	8.899066	8.777856	8.544029	8.583452	8.786392	8.256471	8.907158	8.73992	8.435061	7.620461	8.83416	6.451374	8.947709	7.952747	8.933614	8.897029	8.858159	7.594475	8.670761	8.936745	7.67323	8.834852	8.493357	7.550658	8.092004	8.235845	8.448052	8.156954	8.029952	7.861095	8.84875	8.856755	7.458495	8.885355	8.788436	8.757493	7.205555	7.196342	7.889425	8.996038	9.111855	8.933225
CCDC185	5.458299	5.091061	5.833867	5.824978	5.3921	5.915016	5.157224	5.85607	3.805965	5.93423	5.784711	4.719278	4.979434	4.806528	3.377613	5.143606	5.869127	5.760868	5.629618	5.517008	5.109807	5.800063	3.299021	4.887373	5.626941	5.118758	5.274777	3.08702	5.44371	6.250452	5.033485	5.594785	5.320051	5.088088	5.545618	5.104079	5.281978	5.28502	5.556364	5.350515	5.640185	4.733809	5.566426	5.129451	5.745713	5.8734	5.561636	5.382096	3.473985	5.22689	5.670463	6.230793	5.535975	5.946001	6.019868	5.148605	5.445	5.69822	4.061379	5.277565	5.367984	5.312727	5.289229	5.251647	4.905599	5.1116	6.189434	5.04634	5.369412	4.753628	5.945508	5.845325	5.916064	5.725965	5.701526	5.628107	5.718501	5.829108	5.22549	5.251393	3.159273	5.111317	5.557708	5.822425	5.776614	5.681494	5.320433	3.780084	6.1713	5.100828	5.383382	5.319918	5.366855
ENTHD1	2.36346	3.709324	4.706039	2.228654	4.641175	2.804824	3.272447	4.251431	4.792834	3.056354	4.061379	4.513336	2.454841	4.918285	4.48326	2.800587	3.328785	3.151769	3.357254	2.766948	3.935957	4.556304	2.680126	5.157224	3.002415	4.760361	4.93532	3.526862	3.010468	4.5503	3.51345	2.402966	4.784075	2.668074	4.980114	2.775135	4.92654	4.103933	3.311115	4.572595	4.253114	4.783343	2.529354	4.177885	4.751552	2.387751	4.503621	2.63262	5.029288	2.201786	3.654189	3.721089	3.011976	3.27112	2.813933	4.230597	4.190731	4.126634	2.340361	4.895556	2.87251	3.228346	5.175733	2.53455	3.014988	4.098792	3.06938	2.81701	4.259684	3.173455	3.175711	2.297697	4.023158	3.927671	3.31741	4.694163	1.884989	2.754656	4.784482	3.855266	3.181755	2.93753	3.656796	2.49992	2.896901	3.087587	3.632918	3.086313	4.620916	3.764795	4.144071	4.815497	4.011468
TSSK3	4.101361	4.534867	4.526625	4.362615	4.733809	3.778086	4.908758	4.380822	4.301441	4.352984	4.550698	4.141371	4.189384	4.607551	4.602427	4.230128	4.259684	5.061102	4.488119	4.380452	4.376329	4.206739	4.202953	4.630812	4.024553	4.072802	4.463478	4.13783	4.629957	4.13025	3.834234	3.807454	4.693756	4.181827	4.049523	4.177885	4.311978	4.757858	4.830864	4.740188	4.48469	4.737785	4.190731	3.967024	4.083685	4.241915	4.139075	4.917943	4.573415	4.749026	4.63342	4.619653	4.541349	4.158154	4.620916	4.730238	4.520399	4.271374	4.275699	4.779339	4.639047	5.751806	4.443981	4.453083	4.25451	4.504877	4.560524	4.214885	4.092578	4.100128	4.193799	4.176056	4.563157	4.515551	4.259684	4.22838	3.853485	4.731894	4.620916	4.21194	4.085496	4.300073	4.704799	5.00446	4.588572	4.760764	5.045001	4.171593	4.616999	4.876175	4.487651	4.179172	4.759115
WFDC6	6.992981	5.460915	6.510343	7.37044	6.299972	7.066371	7.627089	7.700462	6.505585	6.681427	6.916547	7.189614	6.471949	7.142086	7.41394	6.892039	6.497418	7.014643	6.611192	6.875963	6.917666	7.03847	7.121357	6.562405	7.607689	6.757888	7.397474	7.491748	7.145756	7.09829	7.25813	7.370673	7.410958	6.722915	7.351957	7.159317	7.270268	7.250564	6.835015	7.204996	6.682705	6.169123	7.416889	7.439295	6.941758	7.050546	7.332751	4.959117	6.644471	6.734577	6.52717	7.202238	6.891035	6.509792	7.07105	7.157689	6.536404	7.518348	7.357331	7.429245	6.790301	7.351684	5.642833	7.219511	6.592301	7.424348	7.569387	7.176902	6.616842	7.150629	7.544369	6.598109	7.290724	6.997419	6.31821	7.084204	7.186783	7.322247	6.550437	5.954737	6.31384	7.120317	7.200883	5.953441	7.245765	6.668383	7.016568	6.214163	5.660863	6.310714	6.585911	7.24845	7.377609
CLEC12A	3.537861	5.78282	4.233797	4.466819	6.012519	5.516527	6.92915	6.135444	5.279516	5.488789	4.627006	4.00026	7.352557	6.681201	6.39376	5.699597	6.106611	5.89987	5.68702	5.578336	5.019901	5.763386	5.900498	7.758097	3.632415	3.617443	3.655272	4.036657	5.200556	5.260201	3.414691	3.958568	3.836112	6.153142	6.019663	6.435009	6.425204	6.534727	6.006498	5.535772	5.859682	5.065746	5.163578	5.60261	3.697044	6.616842	6.431888	7.236766	5.557063	5.099573	5.310795	5.730037	6.521606	5.991291	3.516573	5.804055	5.22965	5.910368	5.737622	5.621979	5.714681	5.071025	6.128555	4.47559	5.433064	5.409258	5.372545	4.971681	5.937201	6.317956	6.243251	6.072713	3.853485	2.883005	5.907014	6.428114	5.906555	6.60793	4.419865	5.860984	5.304181	5.477865	3.805965	5.084736	6.46275	5.831251	5.853722	5.858399	6.403244	5.683981	5.287937	2.425465	5.46365
C15orf27	4.830581	6.151282	5.692911	5.764001	4.44925	5.833283	5.262032	5.973127	5.658375	4.276479	5.53187	5.480438	5.564011	5.675066	6.036848	4.784482	5.429504	5.688774	4.88486	5.39029	5.836988	6.096944	5.853295	6.29569	3.93789	6.206018	5.202019	5.712201	6.271059	4.37176	5.845096	5.917352	5.924916	5.76118	5.781779	5.821002	6.345495	6.269141	5.917564	3.970977	5.981893	5.516326	5.973781	4.35812	5.534323	5.722634	5.451753	6.273912	6.086053	5.739335	4.162589	5.409727	5.859262	5.753792	4.007083	5.699089	5.060724	6.154764	5.728415	5.928777	5.908819	5.568625	6.272946	5.64483	5.860296	5.427302	5.713873	5.538894	6.290172	5.864109	6.040683	5.922246	4.488492	5.968401	5.82931	5.99815	5.55455	5.959025	5.94288	5.761288	5.912843	6.153372	5.171536	6.113582	5.562852	5.936151	5.894376	6.312008	2.740353	4.370904	4.699265	5.816261	5.630993
CALML6	5.760481	3.186957	3.311834	5.247001	5.356466	5.380309	3.198005	3.588777	6.130676	5.521559	5.073556	3.937429	5.893929	5.575115	4.684075	2.894377	5.742374	5.771328	5.128326	3.984503	3.662566	3.872048	4.288924	3.354347	3.623457	3.729323	3.051602	5.467754	5.657034	3.63875	6.193975	5.218927	4.630812	3.524642	3.922972	4.107895	5.694238	3.542562	5.175093	3.566892	4.540462	5.607825	3.657339	3.387018	4.50663	3.775794	5.213606	4.394946	3.424883	5.828005	4.175075	5.034984	3.818655	4.587826	3.451019	5.407004	5.317232	5.166927	3.555657	5.200882	3.420028	4.160353	6.198784	3.142726	2.886819	6.010238	3.865232	5.576458	5.453375	4.042748	3.533587	5.226565	3.49423	3.452766	5.175093	3.578561	4.160782	4.005609	4.895975	4.533494	3.997761	3.839967	5.814727	5.147387	4.008861	5.019901	3.392994	3.327557	5.595456	3.857604	4.762217	3.733192	4.130756
NLRP5	4.193799	5.382697	4.159434	5.610451	3.651453	3.741279	4.545213	3.600794	4.277005	3.464238	4.521655	4.03398	4.591145	5.629618	3.664733	5.713873	5.251119	5.58196	4.458578	5.129451	5.287937	5.471411	5.943089	5.50803	5.364086	4.564075	4.626216	3.207224	4.198808	3.76578	5.374259	4.830224	4.740188	5.209426	4.945877	4.15904	4.837086	5.053382	4.320351	5.34739	3.818187	5.229315	5.739117	5.586446	3.357972	4.872466	5.682339	5.770059	4.959736	4.059016	5.252667	4.046392	5.262564	3.309897	3.712024	3.975507	5.508138	4.588978	5.850003	4.520854	4.671728	4.341973	5.071999	4.759115	4.360898	3.6164	4.276101	5.709885	4.655195	4.994591	4.296504	5.884021	4.197949	5.252412	4.912982	4.767458	3.468796	4.565948	5.447049	5.786987	5.438169	4.089117	4.025025	5.904427	4.07662	4.96902	3.318716	5.679978	5.851288	5.050814	3.717521	4.231888	5.47481
ODF4	4.833723	5.267713	3.534135	4.508279	4.381693	3.462557	3.538374	4.79829	4.122457	5.222947	4.486815	4.595415	3.014247	5.265808	5.473711	5.528151	5.146203	5.051128	2.769306	3.147883	3.656796	3.461984	4.912048	3.186957	5.090174	4.690859	4.364837	5.958645	4.635831	3.277173	4.359035	4.651992	4.704026	2.62941	4.423947	5.362731	5.264994	5.370913	4.995958	5.128942	4.898501	5.13742	3.890679	4.668345	3.171536	5.538119	3.917505	4.387339	4.712918	3.621121	5.287702	5.189147	4.736234	4.278234	4.970701	4.512838	4.592925	4.785966	4.676314	3.372664	4.282645	5.387775	5.196074	5.254364	4.591145	2.269031	4.924434	5.093816	3.6111	4.822001	4.778366	3.903539	5.035389	4.702059	3.36858	3.047594	4.16585	4.071978	2.978812	4.885238	2.805798	4.744975	4.794921	5.415378	5.082109	3.286137	4.108815	5.510906	2.949733	5.481986	5.031605	5.471411	4.849508
CLEC4F	5.737211	5.790992	5.635945	5.966918	6.340991	5.922246	5.209158	6.375664	5.855439	5.246723	4.170626	5.506534	6.077741	6.378741	6.148947	5.658166	5.617971	5.893929	5.194648	6.291552	6.619486	5.747423	5.896522	6.316497	5.761748	5.778565	5.612911	6.231672	6.248843	6.146607	5.223201	6.183593	5.509026	5.401223	5.657276	5.487648	6.159145	5.865518	5.935299	6.304214	5.525826	5.243759	6.188938	6.124003	5.760244	6.20254	6.035656	6.185241	6.352956	6.311482	6.07476	6.117666	5.832895	6.063867	5.741957	5.448761	5.789878	5.87504	5.275931	6.136789	5.899	5.9057	6.213293	6.056195	5.5984	6.563396	6.238863	6.33278	6.111235	5.752047	6.164731	6.121039	6.619246	6.44028	5.64483	5.623029	5.635088	5.899449	6.419503	5.987176	5.775631	5.501307	5.29746	6.580359	5.372995	6.297807	6.187527	6.297586	6.300417	6.247691	6.323287	6.169776	6.218244
DEFB106A	7.092541	7.256253	7.07355	6.983842	7.039663	7.18471	7.062446	6.919723	7.389447	7.057909	6.736318	6.709565	7.149762	6.864336	7.260246	7.06411	6.976496	7.105732	7.051483	7.172051	7.526465	6.811008	6.583648	7.692316	6.403504	6.821694	6.801291	6.581927	6.891035	6.331717	7.084204	6.480045	6.984328	7.044158	6.948399	6.909835	6.674762	6.868823	7.02174	6.919723	7.178565	7.369517	6.882443	7.081183	6.834037	6.966376	6.79579	7.445956	6.841597	6.992413	6.8715	6.927443	7.024786	6.936993	6.868577	6.898907	6.876481	6.925299	7.016568	7.245536	7.081903	6.812328	7.388275	6.535677	6.769101	6.858317	7.146499	6.94533	7.311054	6.874562	6.968279	7.338278	7.341808	6.917193	6.979198	6.988193	6.971788	7.19953	7.22356	7.636857	7.126857	6.778258	6.553664	7.602201	6.552941	6.912657	7.160142	7.342846	7.493796	7.245306	6.726517	6.676615	6.931427
WFDC9	6.16544	6.387799	5.683407	5.855439	4.299663	4.865053	6.038588	5.763386	5.280665	5.870201	4.813291	5.952537	4.797508	6.287089	5.603525	4.476854	4.629445	6.394229	5.735582	6.008392	5.336642	4.331825	5.348925	5.150739	5.394153	4.296504	5.189671	3.873625	4.295605	5.623435	6.095589	5.577923	5.747207	5.888673	5.453375	6.065785	5.419968	3.547648	5.677695	3.170842	6.045424	4.07434	6.092924	3.602437	5.720919	6.221889	4.946889	4.908029	5.925321	5.916064	5.619739	6.080975	5.866329	5.589904	5.237811	4.222681	5.930958	5.941979	3.914088	4.034967	6.241804	4.110605	5.551063	4.060507	3.953334	4.192461	5.333508	5.904831	5.499059	4.150919	6.108496	6.233355	5.882717	5.672649	6.142904	6.161604	4.536096	6.112392	4.92542	5.40902	5.206428	5.908567	5.997705	6.184299	5.330933	5.897953	5.415159	6.241087	5.386594	6.204252	5.552271	5.948872	5.971141
CALR3	3.960956	4.537821	2.63964	4.675535	3.900308	3.782653	3.178417	3.738766	3.129485	4.157701	4.078089	3.994088	3.193886	4.797508	3.102955	3.639216	2.820616	3.575402	2.660521	3.614331	5.024595	3.023787	2.519413	4.111061	3.088993	5.503766	5.176572	3.157155	4.205467	3.324353	2.850516	3.00655	3.184116	3.316032	4.746774	2.841857	3.796113	3.129485	3.005562	3.099185	3.111897	3.622383	4.333763	5.559681	4.625368	3.788642	3.247357	4.897097	4.923681	3.304314	3.151769	4.194818	3.485084	4.064923	4.099747	3.054668	3.476924	3.664733	3.222942	3.182572	3.731771	4.687202	3.633463	3.953334	3.720069	3.335567	3.488996	2.736887	2.627935	4.300501	4.451472	4.149186	3.858671	4.37767	4.043731	3.121797	2.889769	5.355171	2.867664	3.014988	4.35168	3.792197	4.945154	4.468225	3.100778	3.956568	3.718572	3.574913	3.03149	4.013403	3.826509	2.930678	5.153552
C10orf25	4.426932	4.149532	4.782543	4.434705	4.809507	5.135851	4.676907	4.134819	4.726456	4.093661	4.022194	4.96654	3.990397	4.883416	4.403428	4.821241	5.857156	4.019539	4.59253	4.792675	4.99016	5.028089	4.300073	4.39813	5.428773	4.626216	5.614595	5.111017	4.222681	4.700817	3.858151	3.968308	4.636704	3.811224	5.498592	4.189384	4.141371	5.913075	3.963826	4.561894	4.030668	4.488306	3.964757	5.375217	4.704026	4.664019	4.673072	4.569117	4.725614	5.92041	4.725207	4.502755	4.588978	5.10828	4.708108	4.092174	4.634656	4.796392	5.495815	4.163555	5.349615	5.633807	4.639891	4.335505	3.731294	5.27897	4.384369	4.216202	4.379198	4.421366	4.543963	4.216779	5.098956	3.813962	4.159434	4.146552	4.539037	4.204945	4.259684	4.632252	5.016287	4.451057	4.671728	4.94375	4.45575	3.656343	4.399444	3.974985	4.610981	4.229737	4.134819	3.967448	3.372124
KLHL10	5.448025	5.819919	5.156767	5.738484	5.7773	5.4795	3.584404	3.148629	5.26316	5.537127	5.61734	4.747155	5.217764	5.606543	5.608901	5.873773	5.741107	4.900218	3.785064	5.41196	5.42451	4.569534	5.887184	5.535453	5.716618	5.408764	3.971915	5.880424	5.458071	5.132756	5.642657	3.796113	5.549923	4.955433	5.440412	5.937638	5.101101	4.324579	5.595214	4.764581	5.619532	6.253724	4.245824	5.331198	5.837536	5.68702	5.913075	5.766805	6.16725	5.535772	5.626941	3.74566	5.659945	5.507923	5.331718	5.849084	5.448282	3.861378	4.74173	5.051128	4.848361	5.655922	4.53008	5.532333	5.186581	5.008015	4.953433	5.679577	3.893343	5.015284	5.182655	5.775631	6.042599	3.750549	5.423978	4.572181	3.837509	5.092597	5.82865	5.028444	5.624088	5.611545	5.361417	5.42046	5.544928	5.659715	5.678138	5.704767	4.233797	5.240029	4.376798	5.205912	5.143036
ZNF485	5.251119	4.923681	4.750266	4.725207	4.828924	5.290077	3.586531	5.185225	4.610534	4.961967	5.240546	5.174502	5.267998	4.529672	4.776797	5.286577	5.187454	5.000189	4.557149	2.340361	5.153798	5.185744	3.76138	3.187727	4.850616	4.545213	5.048565	5.405236	5.444866	4.477676	5.159804	4.206345	5.156076	5.146464	4.7228	4.48326	5.224355	5.475515	5.098013	5.197797	5.422483	5.277302	4.286188	3.120334	5.017308	4.265787	5.079134	4.504042	5.193857	4.929801	5.562102	4.850616	4.227904	5.355426	4.959736	4.891078	5.360945	4.836778	5.507923	4.478903	5.130887	4.443132	4.554973	5.000189	5.034371	4.41	4.531398	5.209158	5.059423	4.304317	5.256354	5.544731	5.009337	4.709804	4.46171	5.121954	4.738178	4.961351	5.659945	4.942832	5.616883	5.377113	5.43681	4.540015	4.701695	5.105078	5.180573	5.312991	4.66114	5.075766	4.825856	4.861579	5.430708
WDR17	4.981256	2.532876	4.396375	4.804221	4.894008	4.426932	5.25282	5.49748	4.384369	5.050493	4.369196	4.432925	3.675544	4.560073	4.964546	4.665812	5.139812	5.554348	5.020492	4.708972	4.710159	3.9998	4.865488	3.623457	4.982812	5.587813	5.199275	5.733887	5.407737	5.862315	4.887708	4.941838	5.254662	5.204208	3.994532	4.444395	2.504918	4.879428	4.884139	4.285347	5.491571	4.426464	5.443254	5.040887	4.443132	5.368935	5.295425	4.488899	4.832175	5.378465	5.34298	5.050493	2.581064	3.637758	5.123625	2.768043	1.632102	5.579476	5.217764	4.785966	5.399979	5.559888	4.971046	4.73425	5.30259	4.792675	4.666626	4.95743	5.228577	4.423414	5.84119	4.407247	4.674343	4.482844	1.923264	5.483464	4.8508	4.10832	4.698813	4.921564	4.428605	5.341416	4.826184	2.766948	4.5503	4.555857	4.431167	2.454841	4.651628	4.190731	4.589869	4.388398	4.923681
MFSD6L	5.106183	5.184949	4.9202	4.945484	4.551121	4.204945	4.536977	4.964915	4.247987	5.001465	5.616388	6.21685	4.352101	5.401223	3.862292	5.938986	6.168669	5.818091	5.119649	4.614097	4.586555	4.536096	4.523866	4.396375	6.007094	4.400393	5.322675	5.921538	6.20215	5.816261	4.088182	5.41196	5.124543	4.070713	5.582372	5.167449	5.547142	4.127532	4.456775	4.74787	5.892179	5.115414	5.247001	5.526732	5.964574	5.302105	5.232375	4.448713	5.73428	4.926893	4.627006	5.851067	4.820468	4.6751	5.07032	6.07962	4.769146	4.828757	4.422169	3.969269	4.35616	6.31554	4.252304	5.942228	4.751098	6.427858	4.292395	4.676314	4.483733	4.620072	5.403093	5.365064	5.079466	4.900956	4.156888	4.865817	4.617454	4.632252	5.174502	4.5164	5.260949	5.22633	5.865303	4.316439	5.910567	4.989102	5.223201	4.796705	4.547703	5.299301	5.968643	4.946254	4.561076
ANKAR	4.97875	5.549248	5.502556	5.798708	4.995611	3.047594	5.883394	5.1322	5.486974	5.58531	5.985884	5.810556	4.733413	5.480692	5.578759	5.574692	3.350484	5.36259	5.549047	5.752288	5.644364	3.260419	5.414915	5.905053	5.574238	5.734464	4.816289	5.253754	5.168971	4.877583	3.670964	5.425185	4.905599	5.126737	4.900218	5.308928	5.473462	5.181147	4.820852	5.988524	5.604749	5.221591	4.919369	3.648187	5.805356	4.940856	5.99004	3.727937	5.643267	5.647636	5.051425	5.759592	6.33326	5.022145	5.257198	5.946882	5.82284	5.124872	5.783854	5.643728	5.456832	5.600814	5.939187	5.003792	5.198717	5.523996	5.07032	3.511782	5.446293	4.947496	5.402658	5.478813	5.160585	5.22549	5.708555	5.654334	5.165667	5.564419	5.594584	5.125902	5.006405	4.802705	4.692592	5.42776	3.6206	5.700388	5.010039	5.215791	5.361949	5.360446	4.610534	5.060403	5.432574
ESX1	5.400999	2.730853	5.382697	4.57955	5.690276	5.012382	5.280181	4.796034	5.020174	5.035755	5.38315	3.316032	4.733076	4.792992	3.296947	3.757767	5.683407	4.783343	4.858007	5.473922	4.984113	5.183234	3.776231	5.465835	5.114555	4.940033	5.885472	5.261193	5.186581	5.959597	3.959554	3.380543	5.109807	3.404418	5.472277	5.834675	5.526055	5.578561	3.843231	4.707693	3.802937	4.59155	5.95273	5.569004	4.850983	4.2527	5.875236	2.959535	4.781432	5.710734	5.252972	3.734761	5.078474	4.97435	5.946882	3.842334	3.132683	3.713963	3.824382	5.218058	5.126377	5.50765	6.075606	5.2957	3.241104	4.189806	3.889352	4.606691	5.85524	5.721552	4.873132	3.552444	4.15564	2.94399	3.781642	4.430783	4.695363	5.783002	4.733809	3.361057	5.810331	6.109829	3.739327	5.494107	4.871393	3.734761	3.440953	5.248693	5.634676	5.069286	5.503033	3.775323	5.322424
C8orf12	3.037833	4.127954	4.131282	2.864763	3.126578	4.608378	2.973715	2.812833	2.906409	2.88787	2.164148	4.98806	3.635488	3.144297	2.796361	2.825778	3.261667	3.454951	3.081038	2.847386	3.275703	3.16779	3.281607	5.428316	3.268446	2.783625	3.798566	3.162738	2.985168	4.027331	3.592055	5.171012	4.370458	2.893438	3.817738	3.027407	4.639481	4.100526	4.112897	2.358884	4.105227	4.480676	3.700992	3.305637	2.427839	4.232919	3.261667	3.812038	3.914088	2.584069	2.120866	3.334853	2.574685	3.572272	3.406753	3.304849	3.528578	3.64598	2.599198	3.641125	2.756838	2.589969	2.480935	2.016692	4.333276	3.928031	3.373263	3.271869	3.314825	3.299021	2.978812	3.868711	4.883416	4.284466	2.662985	3.128049	4.686758	3.946302	3.071853	3.382828	4.156546	2.526593	3.464749	2.961262	2.541157	3.268446	2.524344	4.048651	3.051602	3.271869	3.151112	3.290416	4.386085
LOC653486	3.128049	3.406184	3.302213	3.476924	2.407501	2.999265	2.309718	2.930678	2.561538	4.266291	3.996831	2.374947	3.121179	4.393612	2.213179	3.963826	5.151902	2.549878	3.046882	3.105269	3.349337	4.340459	3.394267	3.690215	4.594601	2.813933	3.121797	2.972097	3.338997	4.368816	2.662985	2.798621	3.787682	3.384465	3.437527	2.51248	2.309718	3.281607	3.510665	2.387751	2.482993	3.34408	2.4667	3.029981	2.682959	2.452943	2.51248	2.643666	2.544677	2.477013	3.958568	2.636676	2.315351	2.385086	3.16138	2.239999	2.564672	2.292271	2.678792	2.992234	3.385244	4.024553	2.669501	3.162738	2.73982	2.611006	3.485691	2.658101	4.604574	5.024595	2.58846	2.684352	2.749042	3.277847	2.529354	3.293025	2.517767	2.532876	2.81163	2.876069	2.849324	2.478825	3.430153	2.822744	2.329184	2.143515	2.830416	2.832557	2.289665	3.096895	3.415226	2.508652	2.955162
DNAJC5G	6.126432	4.234322	4.403428	5.912336	5.529986	5.610204	4.753628	5.87544	4.958735	5.648559	3.871132	6.119025	5.752047	6.529217	5.901162	4.779968	6.030519	5.738484	5.895684	5.709235	4.241915	4.688782	5.976021	6.314816	6.135854	6.109216	5.807693	6.094043	4.971046	5.733662	5.75591	5.307279	5.906776	5.644935	5.902725	5.582892	5.94443	6.157823	5.848165	5.869801	5.782402	6.284058	5.982141	6.178658	5.778767	6.082292	5.41443	5.808571	5.883394	5.742176	5.500439	5.287937	5.640185	6.135641	5.458299	4.450642	5.879542	6.43761	6.231672	4.158154	6.070587	5.532542	5.782177	5.691184	6.084281	5.638916	6.221889	5.911259	5.733426	6.045424	6.120352	5.516527	6.300417	6.248132	3.944838	6.248592	5.369412	5.85755	5.326862	5.802725	5.729001	5.850465	4.651177	6.455999	5.862052	6.235867	6.029142	5.652614	6.309606	5.912843	6.281513	5.654534	6.695647
WDR88	2.783625	3.514535	3.22151	4.742162	3.703616	2.750166	2.958521	3.430153	4.955433	3.517951	3.961955	4.129746	4.151413	4.685406	2.726067	2.749042	4.561894	3.964757	2.666932	3.062294	3.149497	3.491178	4.821241	4.200654	4.873932	2.966269	3.267829	3.262409	4.352101	4.349001	4.21924	3.518533	2.72848	2.677353	2.833696	4.557616	3.381585	2.351197	3.11884	4.096083	4.175583	4.301441	3.973642	4.002859	3.367952	3.151112	3.166427	5.131182	3.346399	3.367952	2.923557	3.957127	3.11884	2.859969	3.492371	3.367952	2.48878	3.835574	3.497492	3.062294	4.315476	2.783625	2.959535	2.850516	3.418899	2.734465	3.535241	4.708565	3.780684	3.686598	3.486161	3.219347	2.777435	3.74841	3.23519	3.210023	4.538634	4.164106	3.007641	2.986061	3.849275	2.542766	3.092753	2.382312	2.770505	3.200533	3.400068	4.946568	3.901136	2.926286	2.757939	2.993753	3.857604
MBD3L2	3.537413	3.467675	3.760351	3.866246	4.054864	3.617443	4.225546	3.653649	3.095913	4.019126	5.4854	3.674577	4.773637	4.438371	3.504511	4.605039	4.044632	3.858151	3.707677	4.963856	3.85444	4.494052	3.592593	3.538942	3.594409	5.294922	3.906481	3.549401	3.937429	3.310506	4.039017	4.095569	3.281607	3.085478	3.316786	4.602844	3.325984	4.21579	3.233716	4.928052	3.303655	3.667225	4.987769	4.318163	3.838914	3.572272	3.424883	4.420859	5.594122	3.647138	3.623998	3.203873	3.014247	3.96431	3.263697	3.49423	3.222942	3.884349	4.290705	3.955558	3.618486	3.802443	4.932576	3.59321	4.235154	3.156382	4.283948	3.527995	3.685613	3.402095	4.096083	4.485117	3.367952	4.717369	4.318163	3.573918	4.131282	5.013008	4.145678	3.542562	3.497492	3.414691	3.342826	3.955558	4.123562	4.618313	4.004204	3.525745	3.269681	3.868711	3.293025	4.418215	4.002859

End of preview.

This is the testing dataset for gene repo.

The current data structure is as follows:

test_repo/
├── README.md
├── study_meta.csv
├── gene_expr/
│    ├── GSE*_gene_expr.csv
│    └── E_MTAB*_gene_expr.csv
└── meta_info/
     ├── GSE*_meta.csv
     └── E_MTAB*_meta.csv

The following study_IDs have children studies, detailed is shown in study_meta.csv

GSE73072
  ├── GSE17156
  ├── GSE30550
  └── GSE52428_1, GSE52428_2

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