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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
TGME49_287280-t26_1: double
TGME49_292920-t26_1: double
TGME49_292935-t26_1: double
TGME49_292950-t26_1: double
TGME49_292960-t26_1: double
TGME49_292975-t26_1: double
TGME49_293000-t26_1: double
TGME49_293010-t26_1: double
TGME49_293020-t26_1: double
TGME49_293030-t26_1: double
TGME49_293040-t26_1: double
TGME49_293050-t26_1: double
TGME49_293060-t26_1: double
TGME49_293170-t26_1: double
TGME49_293180-t26_1: double
TGME49_293190-t26_1: double
TGME49_293200-t26_1: double
TGME49_293210-t26_1: double
TGME49_293220-t26_1: double
TGME49_293230-t26_1: double
TGME49_293240-t26_1: double
TGME49_293250-t26_1: double
TGME49_293252-t26_1: double
TGME49_293258-t26_1: double
TGME49_293260-t26_1: double
TGME49_293270-t26_1: double
TGME49_293280-t26_1: double
TGME49_293290-t26_1: double
TGME49_293300-t26_1: double
TGME49_293310-t26_1: double
TGME49_293320-t26_1: double
TGME49_293330-t26_1: double
TGME49_293340-t26_1: double
TGME49_293350-t26_1: double
TGME49_293360-t26_1: double
TGME49_293370-t26_1: double
TGME49_293380-t26_1: double
TGME49_293390-t26_1: double
TGME49_293400-t26_1: double
TGME49_293410-t26_1: double
TGME49_293420-t26_1: double
TGME49_293425-t26_1: double
TGME49_293430-t26_1: double
TGME49_293440-t26_1: double
TGME49_293450-t26_1: double
TGME49_293460-t26_1: double
TGME49_293470-t26_1: double
TGME49_293480-t26_1: double
TGME49_293490-t26_1: double
TGME49_293500-t26_1: double
TGME49_293510-t26_1: double
TGME49_293520-t26_1: double
TGME49_293540-t26_1: double
TGME49_293550-t2
...
49_325600-t26_1: double
TGME49_325700-t26_1: double
TGME49_325800-t26_1: double
TGME49_325900-t26_1: double
TGME49_326000-t26_1: double
TGME49_326100-t26_1: double
TGME49_326200-t26_1: double
TGME49_326300-t26_1: double
TGME49_326400-t26_1: double
TGME49_326500-t26_1: double
TGME49_326600-t26_1: double
TGME49_326700-t26_1: double
TGME49_326800-t26_1: double
TGME49_326900-t26_1: double
TGME49_327000-t26_1: double
TGME49_327100-t26_1: double
TGME49_327200-t26_1: double
TGME49_327300-t26_1: double
TGME49_327400-t26_1: double
TGME49_327500-t26_1: double
TGME49_327550-t26_1: double
TGME49_287510-t26_1: double
TGME49_287515-t26_1: double
TGME49_327600-t26_1: double
TGME49_327700-t26_1: double
TGME49_327800-t26_1: double
TGME49_327900-t26_1: double
TGME49_328000-t26_1: double
TGME49_328100-t26_1: double
TGME49_328200-t26_1: double
TGME49_328300-t26_1: double
TGME49_328400-t26_1: double
TGME49_328500-t26_1: double
TGME49_328550-t26_1: double
TGME49_328600-t26_1: double
TGME49_328700-t26_1: double
TGME49_279560-t26_1: double
TGME49_328800-t26_1: double
TGME49_328900-t26_1: double
TGME49_212710-t26_1: double
TGME49_212725-t26_1: double
TGME49_212735-t26_1: double
TGME49_329000-t26_1: double
TGME49_329100-t26_1: double
TGME49_329200-t26_1: double
TGME49_329300-t26_1: double
TGME49_329400-t26_1: double
TGME49_314650-t26_1: double
TGME49_314660-t26_1: double
TGME49_329500-t26_1: double
-- schema metadata --
r: 'A
3
262656
197888
5
UTF-8
24
25619
78
9c
ec
dd
3d
8f
35
4b
90
14
60
f' + 76823
to
{'SRR13889781': Value(dtype='float64', id=None), 'SRR13889782': Value(dtype='float64', id=None), 'SRR13889783': Value(dtype='float64', id=None), 'SRR13889784': Value(dtype='float64', id=None), 'SRR13889785': Value(dtype='float64', id=None), 'SRR13889786': Value(dtype='float64', id=None), 'SRR13889787': Value(dtype='float64', id=None), 'SRR13889788': Value(dtype='float64', id=None), 'SRR13889789': Value(dtype='float64', id=None), 'SRR13889790': Value(dtype='float64', id=None), 'SRR13889791': Value(dtype='float64', id=None), 'SRR13889792': Value(dtype='float64', id=None), 'SRR13889793': Value(dtype='float64', id=None), 'SRR13889794': Value(dtype='float64', id=None), 'SRR13889795': Value(dtype='float64', id=None), 'SRR17053209': Value(dtype='float64', id=None), 'SRR17053198': Value(dtype='float64', id=None), 'SRR17053199': Value(dtype='float64', id=None), 'SRR17053200': Value(dtype='float64', id=None), 'SRR17053201': Value(dtype='float64', id=None), 'SRR17053202': Value(dtype='float64', id=None), 'SRR17053203': Value(dtype='float64', id=None), 'SRR17053204': Value(dtype='float64', id=None), 'SRR17053205': Value(dtype='float64', id=None), 'SRR17053206': Value(dtype='float64', id=None), 'SRR17053207': Value(dtype='float64', id=None), 'SRR17053208': Value(dtype='float64', id=None), 'SRR18548918': Value(dtype='float64', id=None), 'SRR18548919': Value(dtype='float64', id=None), 'SRR18548920': Value(dtype='float64', id=None), 'SRR18548921': Value(dtype='float64', id=None), 'SRR1854892
...
e(dtype='float64', id=None), 'DRR512209': Value(dtype='float64', id=None), 'DRR512210': Value(dtype='float64', id=None), 'DRR512211': Value(dtype='float64', id=None), 'DRR512212': Value(dtype='float64', id=None), 'DRR512213': Value(dtype='float64', id=None), 'DRR512214': Value(dtype='float64', id=None), 'DRR512215': Value(dtype='float64', id=None), 'DRR512216': Value(dtype='float64', id=None), 'DRR512217': Value(dtype='float64', id=None), 'DRR512218': Value(dtype='float64', id=None), 'DRR512219': Value(dtype='float64', id=None), 'DRR512220': Value(dtype='float64', id=None), 'DRR512221': Value(dtype='float64', id=None), 'DRR512222': Value(dtype='float64', id=None), 'DRR512223': Value(dtype='float64', id=None), 'DRR512224': Value(dtype='float64', id=None), 'DRR512225': Value(dtype='float64', id=None), 'DRR512226': Value(dtype='float64', id=None), 'DRR512227': Value(dtype='float64', id=None), 'DRR512228': Value(dtype='float64', id=None), 'DRR512229': Value(dtype='float64', id=None), 'DRR512230': Value(dtype='float64', id=None), 'DRR512231': Value(dtype='float64', id=None), 'DRR512232': Value(dtype='float64', id=None), 'DRR512233': Value(dtype='float64', id=None), 'DRR512234': Value(dtype='float64', id=None), 'DRR512235': Value(dtype='float64', id=None), 'DRR512236': Value(dtype='float64', id=None), 'DRR512237': Value(dtype='float64', id=None), 'DRR512238': Value(dtype='float64', id=None), 'DRR512239': Value(dtype='float64', id=None), 'DRR512240': Value(dtype='float64', id=None)}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1492, in compute_config_parquet_and_info_response
                  fill_builder_info(builder, hf_endpoint=hf_endpoint, hf_token=hf_token, validate=validate)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 702, in fill_builder_info
                  num_examples_and_sizes: list[tuple[int, int]] = thread_map(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/tqdm/contrib/concurrent.py", line 69, in thread_map
                  return _executor_map(ThreadPoolExecutor, fn, *iterables, **tqdm_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/tqdm/contrib/concurrent.py", line 51, in _executor_map
                  return list(tqdm_class(ex.map(fn, *iterables, chunksize=chunksize), **kwargs))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/tqdm/std.py", line 1169, in __iter__
                  for obj in iterable:
                File "/usr/local/lib/python3.9/concurrent/futures/_base.py", line 609, in result_iterator
                  yield fs.pop().result()
                File "/usr/local/lib/python3.9/concurrent/futures/_base.py", line 446, in result
                  return self.__get_result()
                File "/usr/local/lib/python3.9/concurrent/futures/_base.py", line 391, in __get_result
                  raise self._exception
                File "/usr/local/lib/python3.9/concurrent/futures/thread.py", line 58, in run
                  result = self.fn(*self.args, **self.kwargs)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 574, in retry_validate_get_num_examples_and_size
                  validate(pf)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 640, in validate
                  raise TooBigRowGroupsError(
              worker.job_runners.config.parquet_and_info.TooBigRowGroupsError: Parquet file has too big row groups. First row group has 758240580 which exceeds the limit of 300000000
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 797, in wrapped
                  for item in generator(*args, **kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/parquet/parquet.py", line 97, in _generate_tables
                  yield f"{file_idx}_{batch_idx}", self._cast_table(pa_table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/parquet/parquet.py", line 75, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              TGME49_287280-t26_1: double
              TGME49_292920-t26_1: double
              TGME49_292935-t26_1: double
              TGME49_292950-t26_1: double
              TGME49_292960-t26_1: double
              TGME49_292975-t26_1: double
              TGME49_293000-t26_1: double
              TGME49_293010-t26_1: double
              TGME49_293020-t26_1: double
              TGME49_293030-t26_1: double
              TGME49_293040-t26_1: double
              TGME49_293050-t26_1: double
              TGME49_293060-t26_1: double
              TGME49_293170-t26_1: double
              TGME49_293180-t26_1: double
              TGME49_293190-t26_1: double
              TGME49_293200-t26_1: double
              TGME49_293210-t26_1: double
              TGME49_293220-t26_1: double
              TGME49_293230-t26_1: double
              TGME49_293240-t26_1: double
              TGME49_293250-t26_1: double
              TGME49_293252-t26_1: double
              TGME49_293258-t26_1: double
              TGME49_293260-t26_1: double
              TGME49_293270-t26_1: double
              TGME49_293280-t26_1: double
              TGME49_293290-t26_1: double
              TGME49_293300-t26_1: double
              TGME49_293310-t26_1: double
              TGME49_293320-t26_1: double
              TGME49_293330-t26_1: double
              TGME49_293340-t26_1: double
              TGME49_293350-t26_1: double
              TGME49_293360-t26_1: double
              TGME49_293370-t26_1: double
              TGME49_293380-t26_1: double
              TGME49_293390-t26_1: double
              TGME49_293400-t26_1: double
              TGME49_293410-t26_1: double
              TGME49_293420-t26_1: double
              TGME49_293425-t26_1: double
              TGME49_293430-t26_1: double
              TGME49_293440-t26_1: double
              TGME49_293450-t26_1: double
              TGME49_293460-t26_1: double
              TGME49_293470-t26_1: double
              TGME49_293480-t26_1: double
              TGME49_293490-t26_1: double
              TGME49_293500-t26_1: double
              TGME49_293510-t26_1: double
              TGME49_293520-t26_1: double
              TGME49_293540-t26_1: double
              TGME49_293550-t2
              ...
              49_325600-t26_1: double
              TGME49_325700-t26_1: double
              TGME49_325800-t26_1: double
              TGME49_325900-t26_1: double
              TGME49_326000-t26_1: double
              TGME49_326100-t26_1: double
              TGME49_326200-t26_1: double
              TGME49_326300-t26_1: double
              TGME49_326400-t26_1: double
              TGME49_326500-t26_1: double
              TGME49_326600-t26_1: double
              TGME49_326700-t26_1: double
              TGME49_326800-t26_1: double
              TGME49_326900-t26_1: double
              TGME49_327000-t26_1: double
              TGME49_327100-t26_1: double
              TGME49_327200-t26_1: double
              TGME49_327300-t26_1: double
              TGME49_327400-t26_1: double
              TGME49_327500-t26_1: double
              TGME49_327550-t26_1: double
              TGME49_287510-t26_1: double
              TGME49_287515-t26_1: double
              TGME49_327600-t26_1: double
              TGME49_327700-t26_1: double
              TGME49_327800-t26_1: double
              TGME49_327900-t26_1: double
              TGME49_328000-t26_1: double
              TGME49_328100-t26_1: double
              TGME49_328200-t26_1: double
              TGME49_328300-t26_1: double
              TGME49_328400-t26_1: double
              TGME49_328500-t26_1: double
              TGME49_328550-t26_1: double
              TGME49_328600-t26_1: double
              TGME49_328700-t26_1: double
              TGME49_279560-t26_1: double
              TGME49_328800-t26_1: double
              TGME49_328900-t26_1: double
              TGME49_212710-t26_1: double
              TGME49_212725-t26_1: double
              TGME49_212735-t26_1: double
              TGME49_329000-t26_1: double
              TGME49_329100-t26_1: double
              TGME49_329200-t26_1: double
              TGME49_329300-t26_1: double
              TGME49_329400-t26_1: double
              TGME49_314650-t26_1: double
              TGME49_314660-t26_1: double
              TGME49_329500-t26_1: double
              -- schema metadata --
              r: 'A
              3
              262656
              197888
              5
              UTF-8
              24
              25619
              78
              9c
              ec
              dd
              3d
              8f
              35
              4b
              90
              14
              60
              f' + 76823
              to
              {'SRR13889781': Value(dtype='float64', id=None), 'SRR13889782': Value(dtype='float64', id=None), 'SRR13889783': Value(dtype='float64', id=None), 'SRR13889784': Value(dtype='float64', id=None), 'SRR13889785': Value(dtype='float64', id=None), 'SRR13889786': Value(dtype='float64', id=None), 'SRR13889787': Value(dtype='float64', id=None), 'SRR13889788': Value(dtype='float64', id=None), 'SRR13889789': Value(dtype='float64', id=None), 'SRR13889790': Value(dtype='float64', id=None), 'SRR13889791': Value(dtype='float64', id=None), 'SRR13889792': Value(dtype='float64', id=None), 'SRR13889793': Value(dtype='float64', id=None), 'SRR13889794': Value(dtype='float64', id=None), 'SRR13889795': Value(dtype='float64', id=None), 'SRR17053209': Value(dtype='float64', id=None), 'SRR17053198': Value(dtype='float64', id=None), 'SRR17053199': Value(dtype='float64', id=None), 'SRR17053200': Value(dtype='float64', id=None), 'SRR17053201': Value(dtype='float64', id=None), 'SRR17053202': Value(dtype='float64', id=None), 'SRR17053203': Value(dtype='float64', id=None), 'SRR17053204': Value(dtype='float64', id=None), 'SRR17053205': Value(dtype='float64', id=None), 'SRR17053206': Value(dtype='float64', id=None), 'SRR17053207': Value(dtype='float64', id=None), 'SRR17053208': Value(dtype='float64', id=None), 'SRR18548918': Value(dtype='float64', id=None), 'SRR18548919': Value(dtype='float64', id=None), 'SRR18548920': Value(dtype='float64', id=None), 'SRR18548921': Value(dtype='float64', id=None), 'SRR1854892
              ...
              e(dtype='float64', id=None), 'DRR512209': Value(dtype='float64', id=None), 'DRR512210': Value(dtype='float64', id=None), 'DRR512211': Value(dtype='float64', id=None), 'DRR512212': Value(dtype='float64', id=None), 'DRR512213': Value(dtype='float64', id=None), 'DRR512214': Value(dtype='float64', id=None), 'DRR512215': Value(dtype='float64', id=None), 'DRR512216': Value(dtype='float64', id=None), 'DRR512217': Value(dtype='float64', id=None), 'DRR512218': Value(dtype='float64', id=None), 'DRR512219': Value(dtype='float64', id=None), 'DRR512220': Value(dtype='float64', id=None), 'DRR512221': Value(dtype='float64', id=None), 'DRR512222': Value(dtype='float64', id=None), 'DRR512223': Value(dtype='float64', id=None), 'DRR512224': Value(dtype='float64', id=None), 'DRR512225': Value(dtype='float64', id=None), 'DRR512226': Value(dtype='float64', id=None), 'DRR512227': Value(dtype='float64', id=None), 'DRR512228': Value(dtype='float64', id=None), 'DRR512229': Value(dtype='float64', id=None), 'DRR512230': Value(dtype='float64', id=None), 'DRR512231': Value(dtype='float64', id=None), 'DRR512232': Value(dtype='float64', id=None), 'DRR512233': Value(dtype='float64', id=None), 'DRR512234': Value(dtype='float64', id=None), 'DRR512235': Value(dtype='float64', id=None), 'DRR512236': Value(dtype='float64', id=None), 'DRR512237': Value(dtype='float64', id=None), 'DRR512238': Value(dtype='float64', id=None), 'DRR512239': Value(dtype='float64', id=None), 'DRR512240': Value(dtype='float64', id=None)}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1505, 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 1099, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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SRR13889781
float64
SRR13889782
float64
SRR13889783
float64
SRR13889784
float64
SRR13889785
float64
SRR13889786
float64
SRR13889787
float64
SRR13889788
float64
SRR13889789
float64
SRR13889790
float64
SRR13889791
float64
SRR13889792
float64
SRR13889793
float64
SRR13889794
float64
SRR13889795
float64
SRR17053209
float64
SRR17053198
float64
SRR17053199
float64
SRR17053200
float64
SRR17053201
float64
SRR17053202
float64
SRR17053203
float64
SRR17053204
float64
SRR17053205
float64
SRR17053206
float64
SRR17053207
float64
SRR17053208
float64
SRR18548918
float64
SRR18548919
float64
SRR18548920
float64
SRR18548921
float64
SRR18548922
float64
SRR18548923
float64
SRR18548924
float64
SRR18548925
float64
SRR18548926
float64
SRR18548927
float64
SRR18548928
float64
SRR18548929
float64
SRR18548930
float64
SRR18548931
float64
SRR18548932
float64
SRR18548933
float64
SRR18548934
float64
SRR18548935
float64
SRR18548936
float64
SRR18548937
float64
SRR18548938
float64
SRR18548939
float64
SRR18548940
float64
SRR18548941
float64
SRR18548942
float64
SRR18548943
float64
SRR18548944
float64
SRR18548945
float64
SRR18790574
float64
SRR18790575
float64
SRR18790576
float64
SRR18790577
float64
SRR18790578
float64
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38.37
48.21
36.77
32.69
33.72
32.17
28.93
22.93
36.08
57.21
66.45
62.76
58.04
52.31
73.06
61.74
19.04
13.41
19.65
10.91
12.81
14.56
28.81
25.71
25.45
72.73
59.17
5.26
6.83
12.85
11.54
11.09
10.2
6.02
7.87
7.52
10.59
7.78
8.08
7.44
5.27
5.89
4.94
6.98
9.09
7.31
5.25
12.68
12.06
11.48
12.43
5.45
9.27
6.6
7.96
41.94
32.15
16.76
39.98
30.16
22.82
21.63
22.82
22.5
33.2
20.61
17.13
38.51
19.5
45.88
26.41
20.87
33.72
27.04
20.69
24.88
16.96
21.5
27.27
23.74
23.79
16.54
16.06
31.2
22.17
25.89
45.48
48.43
21.31
31.1
28.6
25.92
24.51
22.12
19.59
25.65
24.67
26.42
27.25
27.2
26.39
42.87
40.67
45.17
22.92
29.63
24.42
17.83
6.54
45.01
26.14
29.27
27.19
25.46
17.33
36.25
22.03
36.72
40.02
33.86
24.38
22.76
24.67
16.36
16.61
17.27
14
15.02
14.35
14.47
6.92
16.45
11.16
10.65
12.78
10.7
7.49
8.09
10.4
14.22
7.16
12.34
13.11
7
28.49
28.85
35.06
30.36
28.39
36.74
33.26
36.05
33.11
30.56
39.41
34.01
33.14
28.32
30.18
25.74
35.06
34.16
32.59
30.39
31.89
33.56
31.83
38.2
39.41
29.87
33.76
31.32
15.99
16.43
16.5
17.34
23.6
20.12
17.08
10.99
28.1
16.72
16.36
19.57
26.68
24.16
16.93
18.51
8.72
17.01
16.48
10.5
14.67
10.66
15.67
19.31
13.54
15.69
13.99
9.95
13.32
12.7
15.32
13.92
13.4
18.85
22.51
15.91
9.96
14.27
14.18
13.93
14.88
17.55
17.04
20.22
14.56
14.6
14.62
18.05
13.3
13.86
13.44
10.25
10.14
9.19
6.74
8.15
5.57
76.04
41.84
81.41
89.96
27.38
64.18
8.86
27.25
28.62
19.21
16.16
23.04
42.74
57.89
47.62
28.09
29.15
18.86
16.91
46.38
24.17
23.04
21.67
14.52
26.83
16.62
13.88
16.19
18.86
15.71
53.48
88.15
3.3
15.25
27.75
10.92
13.93
5.91
24.45
12.73
5.91
20.63
72.31
73.65
51.96
52.88
63.47
61.9
58.28
56.7
41.4
45.01
71.78
68.75
8.98
9.42
13.34
12.92
22.97
19.88
9.8
7.51
34.73
22.9
6.89
19.14
7.46
10.67
11.34
14.28
17.79
5.12
30.2
24.25
25.08
28.46
23.02
20.05
23.4
25.34
17.75
21.65
27.17
30
17.63
23.83
22.87
15.17
19.66
25.28
23.17
34.4
19.19
25.27
35.02
20.99
16.66
18.27
16.02
24.21
77.33
64.17
20.44
26.83
21.24
29.6
26.47
40.89
42.6
33.53
17.06
47.44
59.25
22.42
29.68
21.28
33.41
17.03
24.15
10.77
42.09
71.04
30.49
33.14
27.06
31.91
18.66
29.3
23.72
42.05
34.96
22.75
9.47
10.89
11.74
13.19
17.13
13.41
4.64
20.54
7.94
9.3
8.02
9.39
9.41
8.95
8.86
7.78
9.12
9.06
6.43
6.82
9.24
6.72
9
9.34
9.77
9.22
15.09
14
15.36
22.5
22.24
22.12
23.12
31.69
26.74
35.41
40.49
32.44
34.42
35.43
14.3
14.6
6.34
0
5.07
20.87
19.03
18.4
12.06
13.38
14.17
23.98
21.56
23.98
43.73
48.21
43.81
12.06
12.41
11.2
38.93
45.54
39.84
57.13
51.36
58.57
10.44
9.33
8.58
22.19
21.26
21.49
18.54
22.53
23.38
25.75
8.62
22.8
38.32
6.61
16.97
20.85
34.03
30.09
38.97
50.45
9.55
15.76
36.87
21.25
18.24
19.46
18.74
44.79
49.02
18.27
21.33
59.3
31.63
25.21
110.48
29.35
30.43
34.8
6.9
10.2
11.89
10.72
15.03
12.32
14.07
15.95
13.49
9.93
9.77
9.93
25.02
20.31
19.06
29.03
20.48
19.74
23.03
18.3
16.15
36.5
36.16
43.35
44.66
11.14
20.76
10.39
8.41
12.32
13.5
15.05
15.08
23.06
10.59
12.39
4.85
3.1
27.82
3.13
6.72
37.89
16.23
20.43
10.88
26.87
31.14
5.06
26.41
13.43
9.51
6.02
32.89
32.09
21.3
37.05
43.41
59.13
49.15
26.45
50.23
57.28
2.95
20.09
20.64
19.39
23.48
39.81
33.08
30.02
31.64
39.27
10.1
25.37
0
18.03
27.42
29.93
19.06
22.2
25.88
24.13
100.13
107.27
12.73
18.86
43.46
22.4
36.1
38.7
36.84
35.93
33.62
34.19
165.84
134.43
165.15
43.09
48.9
18.59
122.44
119.34
110.5
38.14
34.25
35.94
26.35
42.31
36.34
37.96
35.1
37.62
25.6
29.72
27.78
30.21
30.12
203.07
33.71
65.92
102.92
86.07
125.18
22.91
15.4
88.89
21.36
53.8
42.78
72.6
48.01
35.29
25.13
61.75
39.31
49.21
34.67
33.85
16.21
16.46
13.54
9.96
5.33
8.26
5.19
15.81
17.53
9.01
4.29
12.59
11.7
7.88
13.33
12.59
2.77
4.57
9.95
22.24
11.54
8.45
6.57
9.19
11.58
45.27
10.97
5.59
8.76
9.34
7.17
3.19
3.17
5.93
6.56
1.24
3.11
0.53
5.03
3.89
6.84
2.49
0
0
1.91
5.16
4.92
50.93
54.59
10.08
12.65
8.48
22.18
15.36
6.11
6.31
10.6
16.28
18.06
20.43
11.9
8.53
12.13
44.77
38.94
40.27
51.33
22.16
17.46
34.71
24.83
29.74
34
29.74
6.64
13.79
9.25
14.89
32.29
31.63
43.12
36.15
65.17
23.18
23.28
39.41
18.45
17.01
20.3
18.28
31.12
13.28
19.12
20.34
13.45
27.83
36.63
22.74
12.82
33.69
14.29
14.24
39.48
11.36
30.04
31.45
27.94
35.73
25.77
14.06
22.49
42.59
32.67
17.18
16.07
22.2
136.72
126.02
115.61
134.58
150.84
142.76
125.86
162.98
107.25
74.24
76.98
72.2
74.06
52.61
79.39
102.56
70.71
76.06
52.9
82.21
74.74
68.99
70.35
68.48
69.1
105.04
98.74
85.95
94.26
141.76
147.23
140.41
139.68
81.43
90.35
80.08
86.82
80.77
104.09
107.54
102.57
106.8
82.69
94.16
94.06
93.33
93.11
129.46
125.27
130.74
129.89
87.01
93.21
85.28
74.15
125.02
141.42
138.47
114.46
89.29
69.61
161.85
137.94
70.31
113.35
109.54
103.96
60.73
62.32
81.47
85.55
85.53
95.53
85.61
73.35
76.08
74.29
160.71
171.64
174.12
134.34
136.08
136.62
68.86
72.55
72.84
110.84
117.77
114
108.65
98.45
112.16
113.41
99.06
104.29
59.12
69.34
60.66
58.02
67.29
60.71
79.87
84.98
88.75
85.68
84.12
87.21
41.61
41.15
38.52
58.81
50.33
46.79
47.57
47.99
47.65
29.75
42.16
36.09
36.89
61.99
57.49
62.14
88.96
86.49
88.19
85.55
90.53
86.62
79.12
70.11
81.38
87.36
90.93
84.18
52.13
56.01
82.49
62.47
44.67
78.62
51.08
41.91
75.83
110.85
116.93
104.27
103.78
91.01
148.88
108.99
113.2
109.37
121.26
87.61
110.94
104.93
96.6
120.53
124.39
121.42
115.32
119.46
158.03
129.67
116.41
141.55
121.19
112.84
134.81
119.44
118.8
138.46
67.1
68.82
124.81
133.12
124.43
73.42
62.21
120.02
87.41
84.58
121.69
131.99
138.54
52.68
54.91
115.51
74.57
71.25
127.21
162.63
158.5
74.86
71.73
95.7
99.26
82.66
80.15
181.15
172.41
93.93
91.02
96.09
101.82
76.37
75.11
162.09
166.12
77.76
80.06
82.5
69.54
61.57
91.65
143.37
128.96
73.18
70.1
59.85
55.44
53.25
56.13
52
45.4
40.03
42.24
36.27
39.43
37.98
44.62
31.52
39.35
34.75
32.68
19.42
40.35
38.79
33.61
53.42
79.25
40.06
60.78
73.88
72.64
75.34
99.2
166.54
108.33
96.71
79.33
69.98
134.43
87.26
110.43
97.57
105.69
108.49
149.78
67.5
72.69
57.74
135.64
116.85
147.94
62.11
231.32
131.77
116.28
192.63
216.11
210.68
167.83
162.29
142.08
138.64
151.5
148.56
143.14
144.29
121.41
123.99
90.1
95.08
107.5
111.56
99.11
96.24
89.66
93.08
135.91
138.44
79.66
114.18
93.51
94.56
104.86
89.33
69.68
68.91
102
86.64
82.88
195.07
176.88
177.68
88.42
91.53
78.64
89.47
98.39
100.84
99.38
99.1
96.54
91.13
92.55
96.49
97.37
73.07
98.77
97.04
75.73
96.46
17.62
16.42
16.02
21.61
59.3
55.18
27.98
29.43
30.96
115.96
96.87
125.58
86.41
76.74
72.11
69.05
76.29
67.21
142.39
120.64
110.94
95.37
94.83
68.94
89.15
78.93
73.87
88.57
87.67
80.16
71.41
72.18
91.2
72.01
76.14
63.54
87.35
88.3
57.29
77.64
73.51
79.06
66.2
54.1
76.66
80.24
69.93
78.54
81.65
83.39
91.26
85.91
84.2
97.98
102.01
83.19
94.93
92.51
73.88
71.73
77
90.07
52.2
52.07
49.78
33.22
34.67
68.89
63.92
95.45
95.24
100.74
107.75
104.39
103.74
105.83
81.91
75.68
110.38
99.56
74.31
89.86
68.08
75.88
64.57
60.97
58.92
59.71
55.94
73.19
48.21
40.08
44.91
82.31
81.05
84
104.21
106.57
101.93
102.61
105.58
100.25
90.3
85.86
83.87
42.83
48.29
45.55
72.7
75.27
69.23
79.68
96
76.35
65.36
88.31
110.65
58.09
85.78
75.44
96.86
87.82
47.86
55.19
74.11
80.49
51.48
81.9
70.67
88.13
80.35
86.67
46.37
94.38
62.01
84.43
56.34
96.76
103.78
106.32
77.35
80.95
80.96
97.18
97.05
99.36
97.57
95.65
100.89
79.5
83.21
82.92
77.47
71.59
65.65
74.54
71.02
66.41
78.86
81.33
74.04
120.64
118.16
132.3
67.12
47.16
35.21
41.44
20.09
22.97
25.58
30.9
61.3
78.78
26.47
23.08
6.58
24.23
79.16
27.53
16.99
51.33
48.45
62.2
57.69
39.29
34.71
33.8
16.83
36.86
47.57
31.39
28.28
23.72
32.42
18.04
63.92
72.1
47.61
52.19
63.26
46.16
39.67
46.11
44.15
36.28
66.65
59.94
68.56
56.14
70.07
79.71
73.57
89.26
41.54
48.28
134.25
151.17
84.19
85.66
64.79
66.59
27.48
39.8
91.63
70.86
88.77
70.9
55.77
54.54
60.5
57
55.46
55.46
103.47
85.48
108.84
49.56
50.68
72.45
27.01
26.73
41.75
52.5
69.97
52.44
77.78
57.57
56.66
55.25
64.51
57.6
63.32
74.21
78.06
57.42
60.92
82.5
120.31
76.3
95.63
92.02
94.28
104.2
104.99
91.97
103.24
118.77
97.73
100.52
117.26
151.6
81.05
101.34
112.56
90.61
127.58
118.97
83.28
56.97
62.22
57.72
71.71
68.49
64.24
61.37
62.42
71.67
66.68
65.79
68.83
72.92
66.84
67.11
64.61
75.16
74.41
70.97
64.8
68.24
65.78
70.91
64.64
63.15
68.4
69.35
63.06
66.48
81.12
66.81
64.59
68.17
77.31
84.35
109.48
95.28
96.06
108.65
118.42
96.08
107.82
48.57
95.1
102.2
97.86
135.43
108.34
93.42
86.26
90.15
131.04
126.41
94.51
106.47
100.69
108.72
107.04
108.21
96.65
87.43
91.83
133.21
134.53
103.41
99.54
124.56
66.82
67.4
65.57
84.8
68.26
77.17
57.48
65.31
49.97
78.13
71.61
80.62
79.44
58.05
85.15
79.19
74.38
79.97
64.57
70.03
70.41
63.51
67.51
65.08
65.17
68.57
64.23
85.1
88.15
87.86
68.47
70.32
74.53
71.76
70.32
90.47
69.6
83.83
69.89
70.34
76.05
70.51
76.01
74.65
73.23
68.08
68.63
79.95
0.31
0.56
0
0
0.08
0.23
0.3
1.47
0.45
0.55
0.53
0.54
0.44
1.38
0.17
0
0.29
0.07
0.22
0.04
0.07
0.04
0.64
0.12
0.21
0.09
0
0.02
0
0.02
0.06
0.02
0
0.04
0.08
0
0
0.05
0.06
0
0.06
0.09
0.04
0
0.06
0
0
0.02
0.05
0
0.05
0
0.05
0.02
0.03
0.6
1.37
3.74
0
0.32
0.19
0.21
0.4
1.33
0.85
0
0.8
0
0
0
0
0
0
0.33
0.1
0.19
0
0.22
0.65
0
0.41
0.41
0.42
2.37
2.04
1.74
2.59
0.86
2.66
0
0
0.4
0
0.41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.15
0.29
0
0
0
0
0
0
2.65
3.16
4.08
0.47
0.74
0.29
0.01
0.06
0.02
0.02
0.05
0
0.02
0.21
0.17
0.04
0.02
0.12
0
0.06
0
0
0
0
0.03
0.08
0.06
0.16
0.01
0.2
0.18
0.13
0.04
0.08
0.17
0.08
0.09
0.23
0.15
0.08
0
0.27
0.12
0.13
0.18
0.06
0
0.13
0.21
0.03
0.06
0.06
0.12
0.05
0.1
0
0
0
0
0
0.08
0
0
0
0.11
0
0.16
0.07
0
0.09
0.04
0.61
0.25
0.24
0.74
0.1
0
0.03
0.04
0.33
0
0.44
0.08
0
0
0
0.07
0
0.04
0.48
0.06
0.08
0.25
0
0
0.2
0.53
0
0.59
0.02
0.11
0.73
0.57
0.08
0.17
0.04
0.08
0.23
0.12
0.28
0.4
0.16
1.36
1.2
1.51
2.68
1.63
1.4
3.95
1.29
1.58
2.8
1.87
1.46
1.9
1.27
2.26
1.43
1.15
1.43
0.37
0.15
1.54
4.7
6.26
16.84
13.12
7.97
2.89
7.17
0
0
0
0
0.28
0
0.72
0.94
0
0.29
0.29
0.37
0
0.05
0.06
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.26
2.48
2
0.11
0.03
1.16
0.56
2.08
2.36
0
0
0
0.54
0.12
0
0.05
0.28
0.26
0.29
0.14
0.34
0.31
0.37
0.15
0.13
0.24
0.1
0.32
0.33
0.42
0.47
0.12
0.43
0.08
0.44
0.29
0.14
0.34
0.33
0.91
0.83
0.44
1.37
0.03
0
0.42
0.19
0.49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.33
0
0
0.02
0.03
0.03
0.1
0.1
0.25
0.2
0
0.12
0
0.04
0.14
0.07
0.09
0
0.02
0.13
0.08
0.2
0.06
0.21
0
0.14
0.07
0.07
0.22
0.08
0.22
0.09
0
0.12
0
0.09
0.04
0
0.08
0.24
3.25
7.25
2.22
2.33
2.55
2.76
0.14
0.25
0.15
21.07
20.69
23.6
7.69
4.96
7.82
0.48
0.61
0.63
48.5
45.48
47.36
23.45
25.5
26.17
0.68
0.34
0.55
33.31
30.71
33.38
32.91
30.85
35.43
0
0
0
0
0
0
0
0
0
0
0
0.15
0
0
0
0
0
0
0
0
0.11
0
0
0
0
0.07
0
0
0
0.41
0.44
0.33
0.15
0.18
0.21
0.18
0.2
0.17
0.51
0.45
0.59
0.22
0.63
0.42
0.42
0.12
0.21
0.8
1.54
1.86
3.77
8.04
3.81
1.14
0.25
0
0.65
0.22
0.27
0.38
0.16
0
4.68
0
0.56
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0.18
0
0.03
0.09
0
0.04
0.08
0.1
0
0
0.16
0
0.03
0
0
0
0
0
0
0.19
1.68
0
0.06
0.02
0.19
0
0
0.24
0.37
0.32
0
0.56
0.67
0.1
0.18
0
0
0.81
0
0
0.02
0.03
0.02
0
0.07
0
0.04
0
0.15
0.03
0
0
0
0
0.31
0.03
0.02
0
0.04
0.26
0.08
0.03
0.05
0
0.04
0.03
0.34
0.04
0
0
0.04
0.22
0.24
0.21
0.26
0.07
0.05
0
0
0.04
0
0
0.08
0
0
0
0
0
0
0
0.77
0.15
0.14
0.35
0.43
0.28
0
0
0.69
0
0.16
0.41
0
0.54
1.02
0.13
0.22
0
0.68
0
1.14
0.4
0.23
0
0
0.48
0
0.77
0.23
0
0
0.39
0.31
0.21
0.12
0
0.5
0
0.08
0.25
0
0.06
0
0
0.27
0.1
0
0
0.06
0.03
0
0
0
0
0
0.17
0
0
0.04
0.07
0.04
0.08
0
0
0
0
0.05
0
0.23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
0
0
0
0
0
0.47
0
0
0
0
0
0
0
0
0
0
49.13
35.38
37.26
40.92
39.41
36.31
26.93
32.17
29.85
26.5
23.7
28.61
27.88
26.84
28.32
9.42
27.56
28.35
20.3
27.3
24.74
32.85
33.93
36.32
35.78
13.41
12.05
28.74
30.58
36.15
39.73
36.24
41.05
28.64
33.62
31.17
31.09
30.37
27.61
26.69
30.21
27.81
29.21
28.86
31.41
30.75
30.82
36.64
35.94
40.53
37.09
31.22
34.03
28.97
25.24
17.32
24.27
21.52
17.18
18.61
14.31
13.93
14.13
21.13
17.76
15.59
16.3
11.57
10.43
15.48
14.31
19.72
19.7
21.47
12.16
14.97
14.58
15
15.32
14.34
15.95
15.11
13.66
22.52
20.79
21.21
17.56
21.8
17.17
13.49
10.97
11.36
15.18
15.81
18.93
11.46
10.54
14.09
11.8
10.04
11.75
14.83
18.28
13.46
15.07
14.62
15.15
38.89
25.81
39.53
49.95
45.63
40.12
41.57
36.67
30.68
34.45
46.25
40.52
42.46
47.79
49.63
49.22
44.46
39.16
44.48
45.28
49.63
48.89
44.71
43.05
38.06
49.78
49.1
42.65
32.27
32.57
38.79
32.02
26.15
34.98
29.39
25.89
35.04
36.25
37.88
45.84
45.91
42.77
33.96
45.47
46.96
45.44
44.21
39.43
40.86
47.26
44.21
23.66
25.25
32.51
35.26
38.46
28
32.25
32.25
31.01
34.17
30.95
27.29
32.6
35.43
33.78
20.85
27.78
30.06
35.82
34.36
29.44
14.1
20.03
35.6
37.17
22.81
24.2
22.76
28.51
28.3
10.67
25.36
25.92
14.1
19.86
19.54
26.54
27.49
15.3
2.59
12.3
13.75
20.4
20.11
20.84
16.37
19.87
21.49
18.58
19.4
22.42
21.1
18.28
18.49
16.45
23.77
23.61
21.59
20.31
20.62
14.78
15.19
39.24
42.57
32.66
38.87
39.83
32.8
45.05
48.5
46.86
15.7
20.71
12.99
16.6
16.12
13.61
19.86
17.58
14.73
24.37
18.08
19.24
24.46
18.05
18.92
24.41
25.53
22.18
9.26
13.91
8.15
12.99
13.65
16.66
17.77
12.05
8.37
12.7
25.5
22.05
36.62
31.89
11.53
14.12
18.5
20.73
17.26
12.25
20.08
16.43
22.37
15.67
19.38
19.97
20.98
19.4
16.12
15.85
18.91
20.14
14.34
14.27
22.82
21.61
31.5
26.48
24.46
27.99
21.19
21.25
33.44
35.85
32.76
25.73
9.88
18.37
22.26
22.69
11.24
15.16
30.32
24.31
28.13
24.83
25.26
26.51
22.43
23.36
25.6
26.87
26.08
25.99
28.28
27.94
24.54
29.08
26.51
35.1
29.11
33.79
34.48
33.27
32.25
38.82
31.17
35.41
28.29
33.79
34.53
20.09
18.09
20.49
15.76
17.73
23.4
23.53
21.36
18.13
25.78
29.7
29.85
30.52
29.2
45.06
26.85
26.39
29.66
31.91
31.56
44.37
32.1
34.06
38.43
7.9
19.24
22.33
27.65
25.15
20.28
25.77
22.48
25.94
48.97
46.16
47.71
52.82
42.38
43.73
45.97
38.36
29.44
26.9
27.44
29.11
22.31
22.72
25.17
27.3
16.25
19.8
19.95
29.73
24
29.07
25.63
29.04
24.01
30.72
22.34
19.98
22.17
7.96
8.24
15.47
16.74
9.64
10.09
9.41
12.52
12.73
12.61
12.35
23.94
24.24
16.12
27.55
12.9
24.3
25.45
26.06
30.02
29.04
30.03
32.49
32.23
35.52
26.13
24.04
24.22
46.36
50.78
46.99
56.71
51.34
52.92
38.16
37.61
38.62
36.07
32.95
32.98
41.13
44.13
31.34
47.87
41.19
48.13
18.36
11.92
21.11
12.96
19.87
17.11
23.6
15.83
9.13
15.52
16.49
39.7
23.04
14.77
34.36
26.92
15.53
22.79
17.04
25.79
15.93
27.86
13.76
8.48
16.79
21.01
18.65
25.59
15.96
41.88
44.27
45.72
33.12
35.05
34.97
30.49
29.38
31.14
41.85
40.07
38
27.68
31.6
30.56
29.53
29.87
28.24
26.79
27.28
27.05
36.15
43.96
32.38
12.27
11.4
10.03
10.88
7.49
4.97
7.34
11.67
17.11
13.36
10.45
7.89
1.62
5.98
15.5
4.53
12.67
32.49
33.1
26.14
31.36
24.86
19.65
27.36
24.62
28.13
18.24
34.14
25.26
24.22
20.16
17.86
25.54
26.48
15.23
30.5
17.57
21.52
13.5
15.33
16.75
15.27
17.81
22.21
24.62
27.83
30.2
20.33
22.83
24.57
11.01
24.98
21.94
22.87
32.05
32.7
26.13
28.84
9.84
13.14
24.66
32.52
30.88
32.96
23.29
22.79
19.88
22.39
22.01
21.86
15.21
15.78
11.72
20.59
21.94
30.03
16.77
16.92
38.24
21.11
22.79
24.51
32.03
20.41
18.63
22.9
24.02
21.27
23.34
28.55
31.67
21
22.72
29.91
21.18
20.19
25.57
24.3
26.15
19.52
18.82
22.53
18.56
20.47
19.12
17.73
23.66
21.35
20.71
22.07
30.42
13.63
27.89
20.66
16.6
45.14
51.46
42.34
40.9
42.4
46.83
45.7
47.38
38.78
51.04
53.39
47.87
45.99
47.01
49
52.19
50.02
47.83
43.68
44.53
39.03
42.47
44.49
52.46
45.58
46.02
48.15
49.01
43.67
49.07
48.95
45.77
50.08
49.55
18.97
25.84
16.38
15.62
18.82
22.53
25.27
25.6
5.46
18.75
22.69
21.28
17.7
13.82
26.73
24.7
27.01
20.38
27.02
14.28
28.28
28.77
36.11
34.73
34.54
31.86
29.57
29.19
18.18
18.42
15.24
13.2
23.97
44.86
45.92
47.78
39.78
38.95
42.28
35.34
39.76
31.65
44.59
44.6
39.38
41.98
17.37
29.06
37.9
36.2
38.87
47.83
44.73
49.33
48.62
46.86
44.57
37.22
37.26
35.13
40.43
36.61
42.5
49.63
43.73
44.04
40.22
39.68
38.94
42.57
40.7
41.5
44.01
42.91
44.75
35.41
40.09
41.45
26.96
31.8
26.49
26.25
35.33
31.06
35.58
32.7
37.74
40.85
58.86
56.97
57.5
63.89
57.74
44.38
47.37
53.55
39.17
22.88
21.48
33.02
19.53
20.72
15.44
25.56
20.82
20.88
35.06
35.34
22.36
22.58
42.11
42.46
38.66
40.18
25.52
42.11
40.1
44.87
42.3
17.22
17.08
17.38
17.43
23.94
9.72
9.26
9.48
8.74
38.55
36.42
38.36
36.39
21.64
22.32
26.76
31.27
111.58
93.1
92.86
111.3
111.34
117.75
63.22
45.29
68.69
93.44
97.8
72.3
94.52
80.88
65.77
95.46
116.66
123.22
119.33
116.21
114.2
123.55
65.75
59.95
58.4
36.4
38.39
38.49
65
72.81
68.07
98.08
106.54
94.93
97.6
102.47
104.26
78.41
74.53
78.83
91.62
97.25
94.5
86.34
78.1
79.07
73.56
67.36
66.5
103.98
102.69
92.87
5.82
4.06
30.56
29.8
3.48
6.46
4.49
4.19
7.87
2.89
28.18
28.29
30.49
29.8
25.99
27.75
17.91
19.22
17.05
18.54
18.07
19.26
15.73
12.36
15.1
16.09
14.97
13.24
17.02
23.61
15.47
20.17
25.17
19.15
23.82
31.35
19.03
71.25
70.15
62.79
59.55
51.08
49.9
58.86
59.75
53.35
51.03
52.59
53.96
45.38
48.66
86.76
72.55
50.93
49.94
65.49
60.39
63.1
56.48
55.08
58.87
54.89
61.47
55.7
57.01
69.05
75.53
62.68
67.52
50.88
52.51
62.07
76.49
68.67
47.15
47.13
66.3
48.9
53.16
57.42
54.46
76.58
64.16
61.38
70.16
57.99
57.57
66.39
67.58
52.43
57.83
81.26
87.36
27.47
23.75
65.17
65.5
52.05
54.58
82.59
88.91
26.57
28.39
77.97
78.89
61.12
69.43
75.06
58.49
29.23
32.1
69.82
73.23
11.5
11.05
11.5
12.39
11.69
10.02
8.76
8.33
8.31
85.86
43.88
79.03
91
36
72.27
118.28
109.9
129.51
77.09
86.07
95.09
71.34
44.71
50.58
49.78
31.55
35.05
0.29
0
0.73
0.49
0.68
1.75
1.3
1.79
1.12
0.86
22.13
20.76
23.48
27.51
51.82
38.54
62.6
36.94
38.8
33.87
48.59
50.25
43.43
55.08
25.77
26.8
28.51
28.58
26.45
26.6
25.63
28.77
24.71
23.08
37.09
33.66
20.64
21.92
67.65
65.58
51.18
49.2
19.26
18.33
47.07
48.87
60.77
58.55
23.01
22.04
75.17
74.75
94.71
98.88
78.62
73.15
74.58
28.23
23.5
25.58
72.2
72.71
67.86
79.57
82.71
81.6
61.94
69.55
70.39
17.86
19.74
17.45
18.43
24.52
17.74
21.17
23.59
19.95
61.35
62.62
54.65
52.27
103.31
83.78
122.89
104.41
77.37
34.04
25.86
29.33
65
55.74
49.99
80.56
73.85
81.17
22.53
21.57
35.85
26.57
16.92
18.34
35.3
33.68
25.09
33.85
45.51
83.1
43.76
30.67
63.3
50.83
46.83
42.27
13.06
15.45
17.29
15.25
17.57
22.94
19.22
21.19
17.94
16.57
20.53
15.64
28.16
25.96
21.09
21.72
32.41
29.89
22.1
22.85
25.43
20.74
23.3
18.52
27.92
21.27
69.24
74.35
70.8
252.96
248.81
74.13
76
56.93
60.38
54.64
53.82
58.41
56.88
58.27
39.6
35.84
36.54
39.4
71.89
45.9
49.73
46.62
30.05
28.37
30.42
53.31
50.8
53.35
72.36
78.27
71.3
22.57
21.4
20.94
53.79
55.75
56.36
70.13
67.19
75.29
18.17
17.71
17.96
30.93
29.01
39.36
57.91
56.25
60.65
38.13
13.69
40.57
35.49
34.13
34.36
52.06
44.54
27.39
44.74
32.86
22.46
28.16
37.65
38.41
105.24
63.88
21.25
55.79
49.97
24.24
19.04
38.14
48.8
50.64
68.52
39.28
38.18
45.6
17.66
18.84
19.81
25.73
25.88
24.23
26.19
28.3
27.79
21.88
20.37
22.26
40.25
31.06
35.51
41.68
34.2
38.22
50.41
41.57
47.8
61.99
56.8
57.48
103.48
68.27
71.75
63.84
51.71
44.96
51.83
53.77
83.8
100.03
47.76
45.71
0.84
3.43
7.67
2
7.24
19.71
24.66
31.65
17.92
22.6
20.78
22.93
38.7
29.75
22.62
14.56
47.93
50.38
31.83
43.34
36.4
49.49
28.19
39.09
44.5
34.27
23.35
24.9
16.6
18.64
43.44
36.66
26.43
38.03
27.53
30.97
84.27
80.68
49.02
32.96
49.84
54.55
19.17
21.27
35.11
30.09
85.84
85.98
43.7
39.67
61.75
24.59
45.51
43.66
47.2
42.27
42.09
48.14
13.76
11.32
9.69
33.89
38.46
25.51
20.07
18.13
21.72
36.68
44.93
35.5
25.13
40
35.4
34.24
42.07
48.94
38.77
37.75
26.98
36.87
46.55
217.84
33.52
70.74
102.71
89.95
116.56
34.37
24.77
88.56
24.35
39.63
26.42
55.47
33.03
29.57
29.57
40.76
27.43
52.95
29.34
24.92
30.12
20.28
18.96
19.53
11.06
10.61
13.11
15.41
25.62
18.2
11.9
12.91
13.85
11.88
11.25
10.73
7.43
10.67
9.03
20.35
17.49
10.36
9.75
12.31
20.72
24.29
13.26
10.3
8.51
12.92
12.33
14.31
19.68
9.31
11.6
57.2
34.27
52.09
63.22
53.54
50.08
49.32
46.34
14.18
47.45
58.65
68.8
35.41
40.54
23.55
30.91
24.16
26.51
21.76
26.48
20.48
24.24
28.39
31.23
27.49
20.1
23.16
24.74
35.3
33.92
35.68
45.13
25.19
38.33
33.75
42.24
30.24
22.63
27.67
32.7
34.58
24.56
29.46
29.8
30.45
28.45
20.76
30.99
24.56
26.56
22.96
30.87
35.71
34.46
26.4
30.72
28.11
34.99
32.28
32.38
34.25
32.28
35.33
31.65
39.75
30.04
32.78
28.15
27.88
32.45
27.68
29.61
28.18
31.14
31.81
30.79
26.76
26.46
32.16
31.76
30.25
6.88
7.81
5.39
6.68
5.95
5.26
5.4
9.25
10.01
5.04
4.23
9.05
4.21
8.17
5.6
6.61
10.72
9.84
15.13
8.89
7.55
11.11
15.17
11.07
10.51
12.17
9.23
5.51
5.02
6.11
6.3
5.79
6.51
6.09
6.43
7.74
7.67
7.6
6.83
5.99
6.73
7.39
5.67
5.95
6.13
6.35
6.04
6.02
6.42
6.15
6.38
5.29
6.47
6.12
5.71
10.01
9.73
11.06
6.74
13.26
9.68
8.88
6.22
22.68
12.87
8.74
7.13
5.53
4.49
3.86
5.91
12.98
12.88
13.41
10.57
10.33
10.34
8.86
8.54
7.77
6.06
5.78
6.39
21.84
23.33
22.79
12.48
9.35
12.31
9.65
9.01
11
6.91
7.02
5.93
5.56
5.97
5.45
4
4.36
5.06
4.47
5.86
3.05
3.71
4.76
4.13
4.35
5.66
22.96
15.56
4.86
4.23
2.51
5.85
3.66
5.04
25.2
25.99
24.57
17.11
14.71
16.63
10.88
10.94
10.95
9.85
10.01
10.28
15.15
16.55
17.57
13.75
12.9
16.06
9.07
9.03
7.75
6.85
6.17
5.9
7.17
8.19
6.66
9.48
9.3
6.04
6.66
7.48
7.86
7.07
7.49
6.42
5.57
8.97
8.36
6.97
6.16
5.71
5.81
4.32
4.84
4.33
4.72
3.39
3.91
4.28
4.46
4.52
3.51
3.66
4.23
9.62
5.68
7.28
9.8
7.77
7.34
8.57
3.35
8.64
9.67
8.89
9.65
7.67
6.95
13.91
14.31
6.3
7.86
7.47
8.24
7.84
9.91
8.52
7.52
7.76
2.43
7.5
6.97
6.2
6.65
6.81
5.47
7.88
9.39
10.93
8.47
9.02
7.42
10.02
9.58
10.56
9.26
9.86
11.94
10.74
11.59
11.72
11.88
17.14
19.74
19.65
17.26
19.52
20.98
14.6
16.26
15.82
34.18
23.4
26.18
35.62
20.04
25.52
37.24
36.07
27.07
38.7
30.25
24.96
22
14.25
14.01
15.7
10.43
10.63
12.61
12.49
7.82
11.02
10.16
8.99
9.92
10.56
11.52
10.96
5.01
5.02
3.42
0.5
1.76
3.74
2.68
4.67
3.5
3.23
3.73
4.38
2.75
4.3
1.72
2.33
1.87
2.03
1.35
1.65
2.33
2.31
1.91
2
2.58
2.52
6.55
5.35
8.47
11.6
11.13
10.8
8.08
7.85
11.16
10.09
4.19
8.5
6.51
7.14
10.94
8.46
7.97
7.83
8.91
9.95
9.82
8.72
8.21
9.48
8.77
9.3
9.18
9.97
8.78
8.97
9.65
9.21
8.28
5.51
6.39
4.57
5.19
8.35
4.89
6.71
9.96
5.3
29.91
30.08
21.56
35.15
25.79
23.95
41.7
35.76
45.17
10.58
13.43
12.29
8.53
11.2
8.64
9.48
10.29
7.64
12.9
14.18
11.97
11.66
15.06
10.8
11.49
13.98
11.66
5.75
12.74
10.24
10.1
14.95
9.27
6.9
9.27
9.19
7.22
7.96
7.53
8.67
10.52
9.46
7.04
13.97
11.02
9.86
10.7
9.59
8.92
9.82
8.78
7.09
9.7
7.94
8.07
7
7.14
7.44
9.36
8.99
9.2
7.08
8.49
7.29
8.77
7.15
6.67
6.68
7
2.84
2.86
2.81
3.54
3.34
3.36
2.98
6.01
7.26
9.07
7.51
3.88
8.96
10.75
8.82
12.39
12.15
12.33
39.95
39.92
38.17
34.11
32.99
34.59
10.37
11.71
10.36
32.59
31.22
33.04
34.41
32.82
32.08
10.71
10.56
11.19
16.49
15.71
12.95
36.55
32.55
36.07
3.82
1.86
2.39
2.55
2.02
1.73
3.85
2.92
1.58
1.96
1.37
4.72
2.6
2.88
4.29
3.22
2.05
4.15
2.31
7.47
2.8
3.42
1.71
1.04
1.9
3.06
2.51
3.66
2.84
10.41
11.44
12.4
7.03
7.5
7.32
7.79
7.84
7.77
11.87
11.41
11.98
16.59
16.73
17.98
16.34
17.07
17.15
16.99
18.36
18.53
21.93
23.69
25.79
6.17
6.04
6.52
6.76
5.4
5.46
6.39
9.03
6.78
7.83
8.47
7.61
1.19
3.9
7.28
4.99
3.15
4.56
8.1
6.26
4.6
6.19
5.18
3.77
16.11
13.98
3.8
7.04
9.77
10.76
5.66
7.79
7.17
5.77
3.97
7.5
6.01
6.52
8.59
7.71
5
4.58
14.12
17.11
9.64
9.66
5.7
3.74
11.51
11.44
3.4
7.24
4.38
4.88
11.78
11.46
16.5
15.6
20.85
21.27
12.77
14.63
11.8
8.55
10.12
9.82
10.54
10.06
9.69
10.79
21.92
19.9
14.88
12.84
9.84
8.64
21.05
21.69
16.9
13.28
8.74
10.41
7.97
10.36
12.63
10.14
9.45
10.27
9
9.81
9.71
13.33
9.55
32.49
6.31
10.97
15.72
15.84
20.39
6.6
4.4
14.62
4.25
8.48
4.81
12.13
9.96
5.06
6
9.45
5.95
8.82
10.17
5.45
3.37
6.05
9.69
6.83
7.32
8.68
6.91
9.84
7.65
6.39
9.3
7.08
8.83
5.8
8.64
11.88
9.84
9.42
7.82
8.1
6.77
6.1
8.07
7.8
11.39
10.93
6.37
9.14
8.45
7.95
6.12
4.4
9.08
9.54
8.62
3.82
2.68
1.66
5.27
3.25
0.94
5.03
6.08
2.89
2.51
3.14
2.89
10.82
8.1
6.3
6.96
6.78
8.16
7.99
3.2
5.68
4.92
8.7
9.19
8.88
6.7
7.8
7.53
9.63
10.01
8.93
8.85
8.04
8.86
8.25
9.32
11.46
8.8
9.05
8.74
8.53
8.97
10.91
10.21
9.65
7.47
2.91
3.45
7.02
6.58
6.75
8.98
8.28
7.74
8.59
7.9
7.64
11.27
10.17
9.48
6.03
5.23
4.96
7.71
10.63
8.1
10.71
9.4
7.43
12.27
11.16
10.06
10.6
7.91
6.5
9.08
8.57
8.97
5.29
5.56
3.81
11.64
13.02
12.17
9.39
9
11.07
15.73
21.84
26.11
13.22
12.4
21.41
12.92
15.34
11.77
22.89
15.24
15.52
31.64
12.18
11.22
16.36
30.56
22.74
19.67
27.91
30.59
12.51
11.92
12.18
10.56
10.79
11.58
15.18
16.98
19.39
18.49
18.75
13.1
13.66
13.76
12.87
14.67
14.31
14.24
13.42
12.6
13.49
14.96
12.98
14.2
12.76
14.28
14.49
16.93
12.23
9.13
7.34
10.52
13.55
11.96
8.18
6.04
16.93
12.03
10.69
7.56
10.3
7.57
6.67
6.96
14.44
14.43
13.74
11.08
10.64
10.91
8.84
8.17
8.71
6.29
7.17
5.78
15.91
16.04
17.89
12.23
11.65
12.06
8.86
9.67
7.1
8.12
8.74
9.6
11.33
9.21
11.76
8.9
7.17
7.76
7.32
7.57
7.91
9.07
9.72
9.13
18.15
20.77
24.25
19.82
17.8
17.86
19.6
18.44
15.56
19.06
23.79
23.02
24.92
18.99
18.45
17.99
12.53
12.02
12.6
13.51
13.65
13.16
14.36
11.93
21.21
15.51
16.39
20.59
25.87
23.48
18.71
21.48
26.78
18.37
27.35
31.44
17.75
19.69
18.38
15.25
14.69
12.53
14.73
13.4
13.86
12.03
11.07
17.76
16.05
12.69
12.19
12.59
12.24
9.99
11.61
11.06
12.22
9.91
9.56
10.79
10.26
13.25
10.04
9.33
10.81
13.12
12.53
14.57
13.27
13.46
14.41
13.86
10.03
12.96
17.99
16.34
12.75
10.75
9.85
20.98
21.01
7.04
12.53
12.9
9.03
7.4
9.07
12.14
13.24
7.36
7.56
8.01
8.54
6.6
6.92
10.37
8.9
8.64
11.54
11.45
11.21
8.95
9.04
12.07
11.67
9.38
13.32
11.92
12.57
10.63
10.36
9.99
10.32
12.98
15.71
15.14
15.7
18.33
20.78
15.06
15.88
16.91
26.81
27.86
20.35
27.81
25.46
21.13
34.31
32.29
27.16
33.18
27.79
26.72
27.12
29.22
23.71
28.44
20.85
17.13
5.06
3.7
6.59
14.95
22.03
21.3
10.94
16.57
10.59
17.38
10.97
12.7
6.22
7.33
7.87
9.78
10.71
8.56
10.35
10.69
11.65
9.36
14.16
11.46
11.16
11.22
12.24
12.12
9.24
9.5
11.77
11.34
10.38
10.33
12.7
12.75
18.02
16.48
17.4
19.35
18.8
17.81
15.28
16.14
14.99
14.75
8.11
11.48
16.44
16.4
10.01
11.83
13.42
12.27
12.93
13.78
13.85
11.2
10
10.13
12.44
12.41
12.8
12.56
13.49
13.73
12.77
14.16
12.35
8.29
8.87
7.58
7.67
12.04
6.72
8.38
12.95
7.2
42.7
41.55
39.51
53.68
38.24
33.04
43.02
43.54
42.96
15.16
17.8
17.52
17.35
18.88
14.96
26.23
28.14
19.05
11.12
13.52
15.16
16.21
17.87
11.98
19.04
22.73
23.32
10.31
19.17
19.38
25.84
26.09
18.87
24.4
26.14
20.1
14.21
14.34
15.21
15.66
15.63
15.63
14.04
15.3
18.13
14.68
20.11
15.63
18.71
20.84
16.51
14.03
17.66
15.17
14.17
12.69
14.2
13.95
19.72
17.89
18.73
14.59
17.22
16
17.02
21.28
21
15.99
16.06
10.31
9.04
10.9
12.17
11.94
11.58
11.79
11.95
12.04
9.12
11.16
8.77
10.11
13.9
12.8
23
25.05
25.36
34.91
36.95
33.69
57.33
63.75
62.7
19.34
20.33
19.45
27.8
26.91
26.07
31.95
32.13
31.9
16.02
15.06
16.97
14.91
14.5
15.42
35.45
34.37
36.9
6.86
6.59
8.13
6.29
7.86
4.46
11.43
9.39
3.23
6.09
5.72
15.13
15.93
10.67
10.97
10.26
7.16
12.7
9.26
5.87
7.7
10.93
6.3
4.73
6.99
10.58
7.5
8.08
8.1
11.48
11.85
12.35
14.26
15.01
14.61
14.81
15.67
14.55
12.91
12.02
12.48
20.9
22.23
23.37
21.66
22.78
24
22.34
23.68
23.61
20.53
20.52
21.68
22.55
21.53
20.18
23.07
20.32
19.19
20.85
26.64
22.97
20.7
21.06
24.27
3.23
6.98
13.38
8.27
5.87
11.4
12.27
16.14
14.8
10.29
14.31
9.23
33.42
29.01
11.43
18.12
21.69
24.71
18.5
24.1
16.19
19.49
12.15
18.16
19.76
16.41
19.06
10.89
15.6
13.08
31.8
29.89
35.06
36.06
17.54
13.33
21.56
18.65
14.99
11.39
14.37
13.16
13.62
15.05
22.25
20.86
22.77
25.12
14.9
14.7
17.18
21.45
29.43
28.7
33.56
31.32
29.7
32.21
59.81
56.83
52.32
37.97
34.35
21.41
55.98
55.47
45.4
36.78
27.99
32.61
18.76
30.73
37.53
31.43
28.52
30.58
29.38
24.38
23.97
37.98
29.09
29.07
15.56
8.95
12.76
12.81
16.55
19.04
12.93
11.48
12.73
15.91
8.06
25.14
17.38
10.41
17.69
16.65
10.26
18.89
16.45
9.73
13.05
12.68
14.57
12.94
11.24
12.25
12.73
14.44
16.52
13.02
13.31
12.54
13.45
11.51
12.1
14.61
13.27
13.05
12.24
10.64
14.01
11.46
12
12.51
16.37
13.62
10.42
13.33
13.99
12.53
8.58
11.5
14.56
14.28
14.36
8.67
6.56
6.95
7.23
5.51
4.85
4.96
6.37
8.53
11.64
5.6
5.37
14.82
12.26
15.61
14.98
15.89
15.32
15.59
7.02
12.35
11.96
15.09
15.33
15.12
13.6
14.13
13.07
13.49
15.32
11.45
10.95
15.71
13.87
14.95
13.92
16.43
17.03
15.15
15.67
16.66
13.89
15.32
17.2
16.8
8.29
4.08
6.02
16.45
13.67
15.32
13.85
14.12
15.08
13.5
13.58
14.91
17.99
18.76
17.25
12.38
11.99
11.87
15.1
13.25
15.4
15.24
15.43
13.96
17.17
18.96
17.93
15.22
13.61
10.65
14.36
15.67
14.57
10.94
13.93
9.83
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0
0
0
0
0
0
0
0
0
0.29
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0
0
0
0
0
0
0
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11.47
2.18
0
0
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8.77
4.24
7.15
1.44
2.11
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1.66
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0.32
0
0.21
0
0
0.1
0
0.11
0.2
0
0
0
2.99
1.22
2.41
5.53
1.36
0.55
2.25
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ToxoCEN: A Co-expression network for Toxoplasma gondii

Elucidating gene function is a major goal in biology, especially among non-model organisms. However, doing so is complicated by the fact that molecular conservation does not always mirror functional conservation, and that complex relationships among genes are responsible for encoding pathways and higher-order biological processes. Co-expression, a promising approach for predicting gene function, relies on the general principal that genes with similar expression patterns across multiple conditions will likely be involved in the same biological process. For Toxoplasma gondii, a prevalent human eukaryotic pathogen greatly diverged from malaria, approximately 47% of the predicted genes in the genome lack functional annotations. Here, we leveraged a large amount of publicly available transcriptomic data to generate a T. gondii Co-Expression Network (ToxoCEN), recapitulating known protein networks, predicting gene function, and enabling insights into the principles influencing co-expression. Overall, co-expression is a powerful tool for uncovering gene function, and decreases the experimental tests needed to identify functions for currently under-annotated genes.

CS Arnold, Y Wang, VB Carruthers, MJ O'Meara
ToxoCEN: A Co-Expression Network for Toxoplasma gondii
Code available at https://github.com/maomlab/CalCEN/tree/master/vignettes/ToxoCEN

TGME49_transcript_annotations.tsv

top_coexp_hits.tsv

  • top 50 ToxoCEN associations for each gene

top_coexp_hits_0.15.tsv

  • top ToxoCEN associations for each gene filtered by score > 0.85 and at most 50 per gene

Data/estimated_expression_meta.tsv

  • Metadata for RNAseq estimated expression runs

Data/estimated_expression.tsv

  • gene by RNA-seq run estimated expression

Networks/ToxoCEN_network.tsv

  • ToxoCEN Co-expression network

Networks/BlastP_network.tsv

  • Protein sequence similarity network
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