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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1531, in _prepare_split_single
                  for key, record in generator:
                                     ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 127, in _generate_examples
                  for example_idx, example in enumerate(self._get_pipeline_from_tar(tar_path, tar_iterator)):
                                              ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 32, in _get_pipeline_from_tar
                  for filename, f in tar_iterator:
                                     ^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/track.py", line 49, in __iter__
                  for x in self.generator(*self.args):
                           ~~~~~~~~~~~~~~^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 1405, in _iter_from_urlpath
                  with xopen(urlpath, "rb", download_config=download_config, block_size=0) as f:
                       ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 982, in xopen
                  file_obj = fs.open(paths[0], mode)
                File "<string>", line 3, in open
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1176, in __call__
                  return self._mock_call(*args, **kwargs)
                         ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1180, in _mock_call
                  return self._execute_mock_call(*args, **kwargs)
                         ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/unittest/mock.py", line 1247, in _execute_mock_call
                  result = effect(*args, **kwargs)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 786, in wrapped
                  tracker.files[urlpath] = {"read": 0, "size": int(f.size)}
                                                               ~~~^^^^^^^^
              TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType'
              
              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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1393, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1571, 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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fasta
unknown
__key__
string
__url__
string
[ 62, 80, 79, 76, 71, 95, 68, 69, 78, 50, 54, 95, 83, 117, 112, 104, 97, 116, 114, 97, 107, 117, 108, 95, 50, 48, 50, 51, 10, 71, 84, 71, 78, 73, 71, 69, 84, 76, 71, 69, 75, 87, 75, 83, 82, 76, 78, 65, 76, 71, 75, 83...
aa_seq/POLG_DEN26_Suphatrakul_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 72, 67, 80, 95, 76, 65, 77, 66, 68, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 76, 54, 81, 10, 86, 82, 81, 69, 69, 76, 65, 65, 65, 82, 65, 65, 76, 72, 68, 76, 77, 84, 71, 75, 82, ...
aa_seq/HCP_LAMBD_Tsuboyama_2023_2L6Q
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 82, 68, 50, 51, 65, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 73, 70, 89, 10, 83, 69, 89, 69, 84, 77, 76, 84, 69, 73, 77, 83, 77, 71, 89, 69, 82, 69, 82, ...
aa_seq/RD23A_HUMAN_Tsuboyama_2023_1IFY
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 68, 76, 71, 52, 95, 82, 65, 84, 95, 77, 99, 76, 97, 117, 103, 104, 108, 105, 110, 95, 50, 48, 49, 50, 10, 77, 68, 67, 76, 67, 73, 86, 84, 84, 75, 75, 89, 82, 89, 81, 68, 69, 68, 84, 80, 80, 76, 69, 72, 83, 80, ...
aa_seq/DLG4_RAT_McLaughlin_2012
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 82, 65, 70, 49, 95, 72, 85, 77, 65, 78, 95, 90, 105, 110, 107, 117, 115, 45, 66, 111, 108, 116, 122, 95, 50, 48, 49, 57, 10, 77, 69, 72, 73, 81, 71, 65, 87, 75, 84, 73, 83, 78, 71, 70, 71, 70, 75, 68, 65, 86, 7...
aa_seq/RAF1_HUMAN_Zinkus-Boltz_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 80, 65, 95, 83, 84, 65, 65, 85, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 76, 80, 49, 10, 75, 70, 78, 75, 69, 76, 83, 86, 65, 71, 82, 69, 73, 86, 84, 76, 80, 78, 76, 78, 68, ...
aa_seq/SPA_STAAU_Tsuboyama_2023_1LP1
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 80, 71, 49, 95, 83, 84, 82, 83, 71, 95, 79, 108, 115, 111, 110, 95, 50, 48, 49, 52, 10, 77, 69, 75, 69, 75, 75, 86, 75, 89, 70, 76, 82, 75, 83, 65, 70, 71, 76, 65, 83, 86, 83, 65, 65, 70, 76, 86, 71, 83, ...
aa_seq/SPG1_STRSG_Olson_2014
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 73, 70, 49, 95, 69, 67, 79, 76, 73, 95, 75, 101, 108, 115, 105, 99, 95, 50, 48, 49, 54, 10, 77, 65, 75, 69, 68, 78, 73, 69, 77, 81, 71, 84, 86, 76, 69, 84, 76, 80, 78, 84, 77, 70, 82, 86, 69, 76, 69, 78, 71, ...
aa_seq/IF1_ECOLI_Kelsic_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 68, 65, 95, 66, 65, 67, 83, 85, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 80, 86, 48, 10, 77, 82, 75, 76, 83, 68, 69, 76, 76, 73, 69, 83, 89, 70, 75, 65, 84, 69, 77, 78, 76, ...
aa_seq/SDA_BACSU_Tsuboyama_2023_1PV0
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 85, 66, 69, 52, 66, 95, 77, 79, 85, 83, 69, 95, 83, 116, 97, 114, 105, 116, 97, 95, 50, 48, 49, 51, 10, 77, 69, 69, 76, 83, 65, 68, 69, 73, 82, 82, 82, 82, 76, 65, 82, 76, 65, 71, 71, 81, 84, 83, 81, 80, 84, ...
aa_seq/UBE4B_MOUSE_Starita_2013
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 65, 52, 68, 54, 54, 52, 95, 57, 73, 78, 70, 65, 95, 83, 111, 104, 95, 50, 48, 49, 57, 10, 77, 69, 82, 73, 75, 69, 76, 82, 68, 76, 77, 83, 81, 83, 82, 84, 82, 69, 73, 76, 84, 75, 84, 84, 86, 68, 72, 77, 65, 73...
aa_seq/A4D664_9INFA_Soh_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 65, 82, 49, 49, 95, 72, 85, 77, 65, 78, 95, 77, 101, 105, 116, 108, 105, 115, 95, 50, 48, 50, 48, 95, 108, 111, 102, 10, 77, 80, 71, 71, 71, 80, 69, 77, 68, 68, 89, 77, 69, 84, 76, 75, 68, 69, 69, 68, 65, 7...
aa_seq/CAR11_HUMAN_Meitlis_2020_lof
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 68, 78, 74, 65, 49, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 76, 79, 49, 10, 84, 84, 89, 89, 68, 86, 76, 71, 86, 75, 80, 78, 65, 84, 81, 69, 69, 76, 75, ...
aa_seq/DNJA1_HUMAN_Tsuboyama_2023_2LO1
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 65, 83, 80, 51, 95, 72, 85, 77, 65, 78, 95, 82, 111, 121, 99, 104, 111, 119, 100, 104, 117, 114, 121, 95, 50, 48, 50, 48, 10, 77, 83, 71, 73, 83, 76, 68, 78, 83, 89, 75, 77, 68, 89, 80, 69, 77, 71, 76, 67, ...
aa_seq/CASP3_HUMAN_Roychowdhury_2020
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 72, 69, 67, 68, 49, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 51, 68, 75, 77, 10, 78, 76, 89, 70, 81, 71, 76, 75, 89, 77, 86, 80, 71, 65, 82, 86, 84, 82, 71, ...
aa_seq/HECD1_HUMAN_Tsuboyama_2023_3DKM
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 80, 73, 75, 69, 95, 83, 65, 82, 83, 50, 95, 83, 116, 97, 114, 114, 95, 50, 48, 50, 48, 95, 101, 120, 112, 114, 101, 115, 115, 105, 111, 110, 10, 77, 70, 86, 70, 76, 86, 76, 76, 80, 76, 86, 83, 83, 81, 67, 86,...
aa_seq/SPIKE_SARS2_Starr_2020_expression
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 65, 83, 80, 55, 95, 72, 85, 77, 65, 78, 95, 82, 111, 121, 99, 104, 111, 119, 100, 104, 117, 114, 121, 95, 50, 48, 50, 48, 10, 77, 65, 75, 80, 68, 82, 83, 83, 70, 86, 80, 83, 76, 70, 83, 75, 75, 75, 75, 78, ...
aa_seq/CASP7_HUMAN_Roychowdhury_2020
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 73, 76, 70, 51, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 76, 51, 51, 10, 77, 76, 84, 75, 72, 71, 75, 78, 80, 86, 77, 69, 76, 78, 69, 75, 82, 82, 71, 76, ...
aa_seq/ILF3_HUMAN_Tsuboyama_2023_2L33
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 69, 78, 86, 90, 95, 69, 67, 79, 76, 73, 95, 71, 104, 111, 115, 101, 95, 50, 48, 50, 51, 10, 76, 65, 68, 68, 82, 84, 76, 76, 77, 65, 71, 86, 83, 72, 68, 76, 82, 84, 80, 76, 84, 82, 73, 82, 76, 65, 84, 69, 77, ...
aa_seq/ENVZ_ECOLI_Ghose_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 70, 55, 89, 66, 87, 56, 95, 77, 69, 83, 79, 87, 95, 65, 97, 107, 114, 101, 95, 50, 48, 49, 53, 10, 77, 65, 78, 86, 69, 75, 77, 83, 86, 65, 86, 84, 80, 81, 81, 65, 65, 86, 77, 82, 69, 65, 86, 69, 65, 71, 69, 8...
aa_seq/F7YBW8_MESOW_Aakre_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 67, 54, 65, 52, 95, 72, 85, 77, 65, 78, 95, 89, 111, 117, 110, 103, 95, 50, 48, 50, 49, 10, 77, 69, 84, 84, 80, 76, 78, 83, 81, 75, 81, 76, 83, 65, 67, 69, 68, 71, 69, 68, 67, 81, 69, 78, 71, 86, 76, 81, ...
aa_seq/SC6A4_HUMAN_Young_2021
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 78, 85, 83, 65, 95, 69, 67, 79, 76, 73, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 87, 67, 76, 10, 69, 65, 72, 65, 65, 73, 68, 84, 70, 84, 75, 89, 76, 68, 73, 68, 69, 68, 70, 65, ...
aa_seq/NUSA_ECOLI_Tsuboyama_2023_1WCL
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 86, 75, 79, 82, 49, 95, 72, 85, 77, 65, 78, 95, 67, 104, 105, 97, 115, 115, 111, 110, 95, 50, 48, 50, 48, 95, 97, 98, 117, 110, 100, 97, 110, 99, 101, 10, 77, 71, 83, 84, 87, 71, 83, 80, 71, 87, 86, 82, 76, 65, ...
aa_seq/VKOR1_HUMAN_Chiasson_2020_abundance
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 77, 84, 72, 51, 95, 72, 65, 69, 65, 69, 95, 82, 111, 99, 107, 97, 104, 83, 104, 109, 117, 101, 108, 95, 50, 48, 49, 53, 10, 77, 78, 76, 73, 83, 76, 70, 83, 71, 65, 71, 71, 76, 68, 76, 71, 70, 81, 75, 65, 71, 70...
aa_seq/MTH3_HAEAE_RockahShmuel_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 85, 69, 49, 95, 89, 69, 65, 83, 84, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 77, 89, 88, 10, 71, 71, 72, 80, 86, 84, 84, 81, 77, 86, 69, 84, 86, 81, 78, 76, 65, 80, 78, 76, ...
aa_seq/CUE1_YEAST_Tsuboyama_2023_2MYX
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 72, 83, 80, 56, 50, 95, 89, 69, 65, 83, 84, 95, 77, 105, 115, 104, 114, 97, 95, 50, 48, 49, 54, 10, 77, 65, 83, 69, 84, 70, 69, 70, 81, 65, 69, 73, 84, 81, 76, 77, 83, 76, 73, 73, 78, 84, 86, 89, 83, 78, 75, ...
aa_seq/HSP82_YEAST_Mishra_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 79, 84, 67, 95, 72, 85, 77, 65, 78, 95, 76, 111, 95, 50, 48, 50, 51, 10, 77, 76, 70, 78, 76, 82, 73, 76, 76, 78, 78, 65, 65, 70, 82, 78, 71, 72, 78, 70, 77, 86, 82, 78, 70, 82, 67, 71, 81, 80, 76, 81, 78, 75,...
aa_seq/OTC_HUMAN_Lo_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 80, 84, 69, 78, 95, 72, 85, 77, 65, 78, 95, 77, 105, 103, 104, 101, 108, 108, 95, 50, 48, 49, 56, 10, 77, 84, 65, 73, 73, 75, 69, 73, 86, 83, 82, 78, 75, 82, 82, 89, 81, 69, 68, 71, 70, 68, 76, 68, 76, 84, 89, ...
aa_seq/PTEN_HUMAN_Mighell_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 80, 73, 78, 49, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 73, 54, 67, 10, 75, 76, 80, 80, 71, 87, 69, 75, 82, 77, 83, 82, 83, 83, 71, 82, 86, 89, 89, 70, ...
aa_seq/PIN1_HUMAN_Tsuboyama_2023_1I6C
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 78, 80, 67, 49, 95, 72, 85, 77, 65, 78, 95, 69, 114, 119, 111, 111, 100, 95, 50, 48, 50, 50, 95, 82, 80, 69, 49, 10, 77, 84, 65, 82, 71, 76, 65, 76, 71, 76, 76, 76, 76, 76, 76, 67, 80, 65, 81, 86, 70, 83, 81, ...
aa_seq/NPC1_HUMAN_Erwood_2022_RPE1
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 65, 83, 57, 95, 83, 84, 82, 80, 49, 95, 83, 112, 101, 110, 99, 101, 114, 95, 50, 48, 49, 55, 95, 112, 111, 115, 105, 116, 105, 118, 101, 10, 77, 68, 75, 75, 89, 83, 73, 71, 76, 68, 73, 71, 84, 78, 83, 86, 71,...
aa_seq/CAS9_STRP1_Spencer_2017_positive
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 54, 75, 78, 72, 55, 95, 57, 73, 78, 70, 65, 95, 76, 101, 101, 95, 50, 48, 49, 56, 10, 77, 75, 84, 73, 73, 65, 76, 83, 89, 73, 76, 67, 76, 86, 70, 65, 81, 75, 76, 80, 71, 78, 68, 78, 83, 84, 65, 84, 76, 67...
aa_seq/C6KNH7_9INFA_Lee_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 71, 65, 76, 52, 95, 89, 69, 65, 83, 84, 95, 75, 105, 116, 122, 109, 97, 110, 95, 50, 48, 49, 53, 10, 77, 75, 76, 76, 83, 83, 73, 69, 81, 65, 67, 68, 73, 67, 82, 76, 75, 75, 76, 75, 67, 83, 75, 69, 75, 80, 75, ...
aa_seq/GAL4_YEAST_Kitzman_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 66, 76, 65, 84, 95, 69, 67, 79, 76, 88, 95, 74, 97, 99, 113, 117, 105, 101, 114, 95, 50, 48, 49, 51, 10, 77, 83, 73, 81, 72, 70, 82, 86, 65, 76, 73, 80, 70, 70, 65, 65, 70, 67, 76, 80, 86, 70, 65, 72, 80, 69, ...
aa_seq/BLAT_ECOLX_Jacquier_2013
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 82, 67, 95, 72, 85, 77, 65, 78, 95, 78, 103, 117, 121, 101, 110, 95, 50, 48, 50, 50, 10, 77, 71, 83, 78, 75, 83, 75, 80, 75, 68, 65, 83, 81, 82, 82, 82, 83, 76, 69, 80, 65, 69, 78, 86, 72, 71, 65, 71, 71, ...
aa_seq/SRC_HUMAN_Nguyen_2022
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 78, 85, 83, 71, 95, 77, 89, 67, 84, 85, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 77, 73, 54, 10, 68, 89, 69, 86, 71, 69, 83, 86, 84, 86, 77, 68, 71, 80, 70, 65, 84, 76, 80, 65, ...
aa_seq/NUSG_MYCTU_Tsuboyama_2023_2MI6
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 79, 88, 51, 48, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 55, 74, 74, 75, 10, 82, 80, 77, 78, 65, 70, 77, 86, 87, 65, 82, 73, 72, 82, 80, 65, 76, 65, 75, ...
aa_seq/SOX30_HUMAN_Tsuboyama_2023_7JJK
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/PRKN_HUMAN_Clausen_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/UBE4B_HUMAN_Tsuboyama_2023_3L1X
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/PA_I34A1_Wu_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/RASK_HUMAN_Weng_2022_binding-DARPin_K55
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/DYR_ECOLI_Nguyen_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/AMFR_HUMAN_Tsuboyama_2023_4G3O
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/HMDH_HUMAN_Jiang_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/TAT_HV1BR_Fernandes_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/YAIA_ECOLI_Tsuboyama_2023_2KVT
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/NCAP_I34A1_Doud_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/ERBB2_HUMAN_Elazar_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SHOC2_HUMAN_Kwon_2022
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SBI_STAAM_Tsuboyama_2023_2JVG
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SCN5A_HUMAN_Glazer_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/BRCA1_HUMAN_Findlay_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/DOCK1_MOUSE_Tsuboyama_2023_2M0Y
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/PKN1_HUMAN_Tsuboyama_2023_1URF
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/Q837P4_ENTFA_Meier_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/RNC_ECOLI_Weeks_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SRBS1_HUMAN_Tsuboyama_2023_2O2W
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/EPHB2_HUMAN_Tsuboyama_2023_1F0M
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/MTHR_HUMAN_Weile_2021
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/CD19_HUMAN_Klesmith_2019_FMC_singles
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/OTU7A_HUMAN_Tsuboyama_2023_2L2D
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SERC_HUMAN_Xie_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SR43C_ARATH_Tsuboyama_2023_2N88
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/CBPA2_HUMAN_Tsuboyama_2023_1O6X
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/DYR_ECOLI_Thompson_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/RASK_HUMAN_Weng_2022_abundance
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/KCNJ2_MOUSE_Coyote-Maestas_2022_function
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/REV_HV1H2_Fernandes_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/BBC1_YEAST_Tsuboyama_2023_1TG0
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/Q2N0S5_9HIV1_Haddox_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/P53_HUMAN_Giacomelli_2018_Null_Nutlin
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/BCHB_CHLTE_Tsuboyama_2023_2KRU
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/P53_HUMAN_Kotler_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/AMIE_PSEAE_Wrenbeck_2017
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/A0A192B1T2_9HIV1_Haddox_2018
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/MK01_HUMAN_Brenan_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/SPG2_STRSG_Tsuboyama_2023_5UBS
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/ENV_HV1BR_Haddox_2016
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/PHOT_CHLRE_Chen_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/Q837P5_ENTFA_Meier_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
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aa_seq/CAR11_HUMAN_Meitlis_2020_gof
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 75, 75, 65, 50, 95, 75, 76, 69, 80, 78, 95, 77, 101, 108, 110, 105, 107, 111, 118, 95, 50, 48, 49, 52, 10, 77, 73, 69, 81, 68, 71, 76, 72, 65, 71, 83, 80, 65, 65, 87, 86, 69, 82, 76, 70, 71, 89, 68, 87, 65, 81,...
aa_seq/KKA2_KLEPN_Melnikov_2014
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 77, 89, 79, 51, 95, 89, 69, 65, 83, 84, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 66, 84, 84, 10, 75, 68, 80, 75, 70, 69, 65, 65, 89, 68, 70, 80, 71, 83, 71, 83, 83, 83, 69, 76, ...
aa_seq/MYO3_YEAST_Tsuboyama_2023_2BTT
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 65, 86, 49, 95, 77, 79, 85, 83, 69, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 89, 83, 66, 10, 71, 69, 68, 76, 80, 76, 80, 80, 71, 87, 83, 86, 68, 87, 84, 77, 82, 71, 82, 75, ...
aa_seq/SAV1_MOUSE_Tsuboyama_2023_2YSB
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 85, 77, 79, 49, 95, 72, 85, 77, 65, 78, 95, 87, 101, 105, 108, 101, 95, 50, 48, 49, 55, 10, 77, 83, 68, 81, 69, 65, 75, 80, 83, 84, 69, 68, 76, 71, 68, 75, 75, 69, 71, 69, 89, 73, 75, 76, 75, 86, 73, 71, ...
aa_seq/SUMO1_HUMAN_Weile_2017
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 86, 75, 79, 82, 49, 95, 72, 85, 77, 65, 78, 95, 67, 104, 105, 97, 115, 115, 111, 110, 95, 50, 48, 50, 48, 95, 97, 99, 116, 105, 118, 105, 116, 121, 10, 77, 71, 83, 84, 87, 71, 83, 80, 71, 87, 86, 82, 76, 65, 76, ...
aa_seq/VKOR1_HUMAN_Chiasson_2020_activity
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 67, 80, 50, 67, 57, 95, 72, 85, 77, 65, 78, 95, 65, 109, 111, 114, 111, 115, 105, 95, 50, 48, 50, 49, 95, 97, 99, 116, 105, 118, 105, 116, 121, 10, 77, 68, 83, 76, 86, 86, 76, 86, 76, 67, 76, 83, 67, 76, 76, 76, ...
aa_seq/CP2C9_HUMAN_Amorosi_2021_activity
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 80, 79, 76, 71, 95, 67, 88, 66, 51, 78, 95, 77, 97, 116, 116, 101, 110, 98, 101, 114, 103, 101, 114, 95, 50, 48, 50, 49, 10, 77, 71, 65, 81, 86, 83, 84, 81, 75, 84, 71, 65, 72, 69, 84, 82, 76, 78, 65, 83, 71, 7...
aa_seq/POLG_CXB3N_Mattenberger_2021
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 77, 69, 84, 95, 72, 85, 77, 65, 78, 95, 69, 115, 116, 101, 118, 97, 109, 95, 50, 48, 50, 51, 10, 78, 80, 69, 76, 86, 81, 65, 86, 81, 72, 86, 86, 73, 71, 80, 83, 83, 76, 73, 86, 72, 70, 78, 69, 86, 73, 71, 82, ...
aa_seq/MET_HUMAN_Estevam_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 81, 56, 87, 84, 67, 55, 95, 57, 67, 78, 73, 68, 95, 83, 111, 109, 101, 114, 109, 101, 121, 101, 114, 95, 50, 48, 50, 50, 10, 77, 83, 75, 71, 69, 69, 76, 70, 84, 71, 73, 86, 80, 86, 76, 73, 69, 76, 68, 71, 68, 8...
aa_seq/Q8WTC7_9CNID_Somermeyer_2022
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 65, 78, 67, 83, 90, 95, 72, 111, 98, 98, 115, 95, 50, 48, 50, 50, 10, 77, 65, 68, 83, 65, 78, 72, 76, 80, 89, 70, 89, 71, 83, 73, 84, 82, 69, 69, 65, 69, 68, 89, 76, 75, 81, 71, 71, 77, 83, 68, 71, 76, 70, 76...
aa_seq/ANCSZ_Hobbs_2022
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 80, 84, 78, 49, 95, 67, 72, 73, 67, 75, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 84, 85, 68, 10, 82, 81, 71, 70, 86, 80, 65, 65, 89, 86, 75, 75, 76, 68, 83, 71, 84, 71, 75, ...
aa_seq/SPTN1_CHICK_Tsuboyama_2023_1TUD
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 73, 54, 84, 65, 72, 56, 95, 73, 54, 56, 65, 48, 95, 68, 111, 117, 100, 95, 50, 48, 49, 53, 10, 77, 65, 83, 81, 71, 84, 75, 82, 83, 89, 69, 81, 77, 69, 84, 68, 71, 69, 82, 81, 78, 65, 84, 69, 73, 82, 65, 83, 8...
aa_seq/I6TAH8_I68A0_Doud_2015
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 82, 66, 80, 49, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 75, 87, 72, 10, 69, 84, 81, 65, 71, 73, 75, 69, 69, 73, 82, 82, 81, 69, 70, 76, 76, 78, 83, 76, ...
aa_seq/RBP1_HUMAN_Tsuboyama_2023_2KWH
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 77, 65, 70, 71, 95, 77, 79, 85, 83, 69, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 49, 75, 49, 86, 10, 76, 84, 68, 69, 69, 76, 86, 84, 77, 83, 86, 82, 69, 76, 78, 81, 72, 76, 82, 71, ...
aa_seq/MAFG_MOUSE_Tsuboyama_2023_1K1V
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 80, 79, 76, 71, 95, 80, 69, 83, 86, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 77, 88, 68, 10, 65, 76, 82, 68, 68, 69, 89, 68, 69, 87, 81, 68, 73, 73, 82, 68, 87, 82, 75, 69, 77, ...
aa_seq/POLG_PESV_Tsuboyama_2023_2MXD
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 83, 82, 67, 95, 72, 85, 77, 65, 78, 95, 65, 104, 108, 101, 114, 95, 50, 48, 49, 57, 10, 77, 71, 83, 78, 75, 83, 75, 80, 75, 68, 65, 83, 81, 82, 82, 82, 83, 76, 69, 80, 65, 69, 78, 86, 72, 71, 65, 71, 71, 71, ...
aa_seq/SRC_HUMAN_Ahler_2019
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 86, 82, 80, 73, 95, 66, 80, 84, 55, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 87, 78, 77, 10, 83, 76, 83, 86, 68, 78, 75, 75, 70, 87, 65, 84, 86, 69, 83, 83, 69, 72, 83, 70, 69, ...
aa_seq/VRPI_BPT7_Tsuboyama_2023_2WNM
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 80, 73, 84, 88, 50, 95, 72, 85, 77, 65, 78, 95, 84, 115, 117, 98, 111, 121, 97, 109, 97, 95, 50, 48, 50, 51, 95, 50, 76, 55, 77, 10, 84, 72, 70, 84, 83, 81, 81, 76, 81, 69, 76, 69, 65, 84, 70, 81, 82, 78, 72, ...
aa_seq/PITX2_HUMAN_Tsuboyama_2023_2L7M
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
[ 62, 82, 68, 82, 80, 95, 73, 51, 51, 65, 48, 95, 76, 105, 95, 50, 48, 50, 51, 10, 77, 68, 86, 78, 80, 84, 76, 76, 70, 76, 75, 86, 80, 65, 81, 78, 65, 73, 83, 84, 84, 70, 80, 89, 84, 71, 68, 80, 80, 89, 83, 72, 71,...
aa_seq/RDRP_I33A0_Li_2023
hf://datasets/AI4Protein/VenusREM-Harness@38d8185882d23dbda9f266b804f81410c67d0d6c/ProteinGym/aa_seq.tar.gz
End of preview.

VenusREM2 data

Private archives for rem2 download. Layout is rem2 --base_dir (aa_seq/, substitutions/, pdbs/, aa_seq_aln_a2m_af2cf/). ProteinGym default MSA is the paper ColabFold set (aa_seq_aln_a2m_af2cf.tar.gz). Assay lists match the Overleaf evaluation set: 1,211 assays.

Folder Assays Unique WT Notes
ProteinGym/ 217 187 (186 UniProt) Official substitution DMS. 217 files per folder, same IDs as the paper panel.
VenusMutHub/ 905 527 Same 905 assays as the paper macro-average. Duplicate-WT PDBs are assay-named copies or symlinks.
VenusViroHub/ 89 52 Paper set after dropping SARS2_XBB15_RBD_Taylor. 616,690 evaluated substitutions (XnX kept in CSVs, excluded from metrics). Zero assay overlap with ProteinGym.

VenusViroHub phenotype counts (paper Table): immune escape 21 / 148,468; cell entry 18 / 189,048; binding 17 / 90,245; expression 15 / 58,120; fitness 15 / 114,287; stability 2 / 11,187; activity 1 / 5,335.

Academic / non-profit use is free. Commercial or fee-for-service use requires a license: contact tanyang.august@sjtu.edu.

Do not git clone this repo. Download the .tar.gz files and extract.

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