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Datasets:
suchkow
/
uspto-ai-patent-landscape

Languages:
English
Size:
10M<n<100M
Tags:
legal
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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: '0D270256' as a scalar of type int64
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in cast_table_to_schema
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2116, in cast_array_to_feature
                  return array_cast(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1804, in wrapper
                  return func(array, *args, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1963, in array_cast
                  return array.cast(pa_type)
                File "pyarrow/array.pxi", line 996, in pyarrow.lib.Array.cast
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/compute.py", line 404, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 590, in pyarrow._compute.call_function
                File "pyarrow/_compute.pyx", line 385, in pyarrow._compute.Function.call
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Failed to parse string: '0D270256' as a scalar of type int64
              
              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 1529, 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 1154, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 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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doc_id
string
flag_patent
int64
pub_dt
string
appl_id
int64
flag_train_any
int64
predict50_any_ai
int64
flag_train_ml
int64
ai_score_ml
float64
predict50_ml
int64
flag_train_evo
int64
ai_score_evo
float64
predict50_evo
int64
flag_train_nlp
int64
ai_score_nlp
float64
predict50_nlp
int64
flag_train_speech
int64
ai_score_speech
float64
predict50_speech
int64
flag_train_vision
int64
ai_score_vision
float64
predict50_vision
int64
flag_train_kr
int64
ai_score_kr
float64
predict50_kr
int64
flag_train_planning
int64
ai_score_planning
float64
predict50_planning
int64
flag_train_hardware
int64
ai_score_hardware
float64
predict50_hardware
int64
analysis_phase
int64
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2017-10-19
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2017-05-11
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20040254117
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2004-12-16
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2016-06-16
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2003-07-22
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1979-10-02
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2018-12-11
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2017-10-26
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20150232716
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2015-08-20
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2014-09-09
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2018-09-27
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2018-08-02
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2018-12-20
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2002-07-30
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1976-11-02
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1978-10-03
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1979-11-06
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4035174
1
1977-07-12
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4034453
1
1977-07-12
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4119638
1
1978-10-10
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4031969
1
1977-06-28
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1
4098007
1
1978-07-04
5,804,302
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4039258
1
1977-08-02
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1
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1
3956927
1
1976-05-18
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4152045
1
1979-05-01
5,838,659
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0.000561
0
0
0.000261
0
0
0.00216
0
0
0.000321
0
0
0.000168
0
0
0.000414
0
0
0.000262
0
0
0.000361
0
1
4121702
1
1978-10-24
5,815,604
0
0
0
0.000355
0
0
0.000192
0
0
0.000362
0
0
0.000171
0
0
0.000808
0
0
0.000124
0
0
0.000362
0
0
0.000198
0
1
4121516
1
1978-10-24
5,756,352
0
0
0
0.001109
0
0
0.000322
0
0
0.001601
0
0
0.000285
0
0
0.001079
0
0
0.000147
0
0
0.001108
0
0
0.000245
0
1
4162687
1
1979-07-31
5,912,951
0
0
0
0.000204
0
0
0.00043
0
0
0.001827
0
0
0.000218
0
0
0.000768
0
0
0.000344
0
0
0.000889
0
0
0.000525
0
1
3999496
1
1976-12-28
5,634,679
0
0
0
0.000103
0
0
0.000165
0
0
0.002522
0
0
0.000925
0
0
0.000267
0
0
0.001553
0
0
0.001192
0
0
0.000302
0
1
4078721
1
1978-03-14
5,721,690
0
0
0
0.000344
0
0
0.000599
0
0
0.001957
0
0
0.003305
0
0
0.001345
0
0
0.001045
0
0
0.001705
0
0
0.000497
0
1
4000965
1
1977-01-04
5,545,119
0
0
0
0.000281
0
0
0.001037
0
0
0.001523
0
0
0.00085
0
0
0.000622
0
0
0.001072
0
0
0.000345
0
0
0.000616
0
1
4214664
1
1980-07-29
5,936,586
0
0
0
0.001271
0
0
0.000467
0
0
0.001808
0
0
0.001052
0
0
0.002408
0
0
0.004034
0
0
0.000463
0
0
0.000432
0
1
3938661
1
1976-02-17
5,515,566
0
0
0
0.001555
0
0
0.000779
0
0
0.003116
0
0
0.00059
0
0
0.000424
0
0
0.001074
0
0
0.00007
0
0
0.000279
0
1
4139916
1
1979-02-20
5,872,687
0
0
0
0.000558
0
0
0.000473
0
0
0.001676
0
0
0.000584
0
0
0.000707
0
0
0.00012
0
0
0.001255
0
0
0.00054
0
1
4123087
1
1978-10-31
5,841,105
0
0
0
0.000322
0
0
0.001397
0
0
0.002871
0
0
0.001633
0
0
0.005886
0
0
0.009357
0
0
0.003104
0
0
0.001708
0
1
3937213
1
1976-02-10
5,375,012
0
0
0
0.000262
0
0
0.000831
0
0
0.000813
0
0
0.001333
0
0
0.011361
0
0
0.000653
0
0
0.000247
0
0
0.000889
0
1
3961536
1
1976-06-08
5,524,195
0
0
0
0.000527
0
0
0.000898
0
0
0.001874
0
0
0.000428
0
0
0.001894
0
0
0.001177
0
0
0.000795
0
0
0.000695
0
1
3940481
1
1976-02-24
5,441,888
0
0
0
0.00381
0
0
0.005824
0
0
0.003159
0
0
0.001181
0
0
0.000323
0
0
0.003324
0
0
0.002539
0
0
0.000406
0
1
4054028
1
1977-10-18
5,608,503
0
0
0
0.00023
0
0
0.000208
0
0
0.000853
0
0
0.000254
0
0
0.000389
0
0
0.000324
0
0
0.000159
0
0
0.000365
0
1
3950448
1
1976-04-13
5,552,016
0
0
0
0.000893
0
0
0.000222
0
0
0.000536
0
0
0.000485
0
0
0.000273
0
0
0.000627
0
0
0.000288
0
0
0.000345
0
1
4214450
1
1980-07-29
5,886,583
0
0
0
0.000517
0
0
0.002518
0
0
0.00021
0
0
0.000471
0
0
0.000775
0
0
0.001247
0
0
0.000694
0
0
0.00012
0
1
4166775
1
1979-09-04
5,835,610
0
0
0
0.000542
0
0
0.002504
0
0
0.000574
0
0
0.000486
0
0
0.000562
0
0
0.001018
0
0
0.000105
0
0
0.001566
0
1
4047404
1
1977-09-13
5,742,616
0
0
0
0.000381
0
0
0.001527
0
0
0.001865
0
0
0.000448
0
0
0.004728
0
0
0.000774
0
0
0.000454
0
0
0.000176
0
1
4051524
1
1977-09-27
5,684,145
0
0
0
0.001384
0
0
0.001039
0
0
0.0021
0
0
0.002908
0
0
0.013602
0
0
0.003942
0
0
0.00067
0
0
0.001545
0
1
3980298
1
1976-09-14
5,623,755
0
0
0
0.000309
0
0
0.000591
0
0
0.001261
0
0
0.00047
0
0
0.003363
0
0
0.000317
0
0
0.005238
0
0
0.000275
0
1
4950896
1
1990-08-21
6,926,977
0
0
0
0.000716
0
0
0.000322
0
0
0.001002
0
0
0.00035
0
0
0.002465
0
0
0.000142
0
0
0.001024
0
0
0.000636
0
1
4193715
1
1980-03-18
5,905,124
0
0
0
0.000259
0
0
0.000229
0
0
0.001122
0
0
0.000374
0
0
0.001302
0
0
0.00022
0
0
0.001005
0
0
0.000101
0
1
4069579
1
1978-01-24
5,705,342
0
0
0
0.000156
0
0
0.001497
0
0
0.0025
0
0
0.000348
0
0
0.010576
0
0
0.000464
0
0
0.002918
0
0
0.003191
0
1
4079426
1
1978-03-14
5,701,513
0
0
0
0.001031
0
0
0.002671
0
0
0.001267
0
0
0.001036
0
0
0.008214
0
0
0.001334
0
0
0.001185
0
0
0.001072
0
1
4069249
1
1978-01-17
5,630,792
0
0
0
0.000345
0
0
0.000728
0
0
0.002528
0
0
0.000316
0
0
0.000146
0
0
0.000925
0
0
0.00014
0
0
0.000823
0
1
4066649
1
1978-01-03
5,642,225
0
0
0
0.000686
0
0
0.000526
0
0
0.003081
0
0
0.000706
0
0
0.000519
0
0
0.000866
0
0
0.000305
0
0
0.000522
0
1
4208973
1
1980-06-24
6,002,976
0
0
0
0.001176
0
0
0.00223
0
0
0.006638
0
0
0.000424
0
0
0.009218
0
0
0.001307
0
0
0.000268
0
0
0.001354
0
1
3978875
1
1976-09-07
5,503,450
0
0
0
0.000555
0
0
0.000368
0
0
0.001005
0
0
0.000185
0
0
0.000547
0
0
0.000585
0
0
0.001148
0
0
0.00045
0
1
4221440
1
1980-09-09
5,964,289
0
0
0
0.000587
0
0
0.000298
0
0
0.003731
0
0
0.001122
0
0
0.001361
0
0
0.000523
0
0
0.001224
0
0
0.000473
0
1
3947050
1
1976-03-30
5,516,389
0
0
0
0.000214
0
0
0.00035
0
0
0.000616
0
0
0.000207
0
0
0.000598
0
0
0.000774
0
0
0.000321
0
0
0.001035
0
1
4098928
1
1978-07-04
5,731,575
0
0
0
0.000728
0
0
0.000169
0
0
0.000759
0
0
0.000427
0
0
0.000354
0
0
0.000157
0
0
0.000308
0
0
0.000369
0
1
4033813
1
1977-07-05
5,624,804
0
0
0
0.001441
0
0
0.001256
0
0
0.00359
0
0
0.000931
0
0
0.00969
0
0
0.012718
0
0
0.006714
0
0
0.00327
0
1
3976419
1
1976-08-24
5,507,008
0
0
0
0.000172
0
0
0.000506
0
0
0.002362
0
0
0.000913
0
0
0.00028
0
0
0.000107
0
0
0.000046
0
0
0.000346
0
1
4006104
1
1977-02-01
5,613,396
0
0
0
0.000151
0
0
0.000463
0
0
0.001309
0
0
0.00015
0
0
0.000091
0
0
0.000099
0
0
0.000083
0
0
0.000309
0
1
4178856
1
1979-12-18
5,921,274
0
0
0
0.002197
0
0
0.000223
0
0
0.001043
0
0
0.001276
0
0
0.000904
0
0
0.000371
0
0
0.008588
0
0
0.000338
0
1
4108282
1
1978-08-22
5,721,754
0
0
0
0.000373
0
0
0.00011
0
0
0.000305
0
0
0.000413
0
0
0.000958
0
0
0.000088
0
0
0.000775
0
0
0.002781
0
1
4006089
1
1977-02-01
5,525,268
0
0
0
0.001286
0
0
0.00583
0
0
0.001596
0
0
0.002901
0
0
0.001289
0
0
0.001442
0
0
0.000624
0
0
0.0003
0
1
4030258
1
1977-06-21
5,731,123
0
0
0
0.000258
0
0
0.002336
0
0
0.004151
0
0
0.000424
0
0
0.00138
0
0
0.002564
0
0
0.007039
0
0
0.002293
0
1
4029154
1
1977-06-14
5,622,451
0
0
0
0.000462
0
0
0.000155
0
0
0.001921
0
0
0.000142
0
0
0.001427
0
0
0.000438
0
0
0.000369
0
0
0.000082
0
1
3993164
1
1976-11-23
5,496,818
0
0
0
0.00071
0
0
0.001219
0
0
0.000949
0
0
0.00032
0
0
0.000419
0
0
0.00017
0
0
0.00049
0
0
0.000307
0
1
4067841
1
1978-01-10
5,619,717
0
0
0
0.000516
0
0
0.000251
0
0
0.001438
0
0
0.000614
0
0
0.000124
0
0
0.000398
0
0
0.000063
0
0
0.00047
0
1
4091657
1
1978-05-30
5,752,069
0
0
0
0.000446
0
0
0.0005
0
0
0.002784
0
0
0.000476
0
0
0.000877
0
0
0.000244
0
0
0.000497
0
0
0.000239
0
1
4029172
1
1977-06-14
5,704,250
0
0
0
0.000462
0
0
0.000261
0
0
0.001024
0
0
0.000671
0
0
0.000402
0
0
0.000265
0
0
0.000616
0
0
0.000443
0
1
4005068
1
1977-01-25
5,476,267
0
0
0
0.000209
0
0
0.001294
0
0
0.001266
0
0
0.000268
0
0
0.000109
0
0
0.001727
0
0
0.000161
0
0
0.00078
0
1
4168366
1
1979-09-18
5,927,812
0
0
0
0.00016
0
0
0.000357
0
0
0.000938
0
0
0.003301
0
0
0.000901
0
0
0.002037
0
0
0.000194
0
0
0.002602
0
1
4150492
1
1979-04-24
5,867,989
0
0
0
0.001041
0
0
0.00116
0
0
0.000396
0
0
0.001785
0
0
0.00073
0
0
0.001742
0
0
0.000755
0
0
0.000287
0
1
4071276
1
1978-01-31
5,768,742
0
0
0
0.000374
0
0
0.000455
0
0
0.002154
0
0
0.000156
0
0
0.000418
0
0
0.000621
0
0
0.000348
0
0
0.000439
0
1
4144842
1
1979-03-20
5,834,048
0
0
0
0.000841
0
0
0.002101
0
0
0.005289
0
0
0.000416
0
0
0.000438
0
0
0.000495
0
0
0.00089
0
0
0.000271
0
1
4015952
1
1977-04-05
5,527,802
0
0
0
0.001662
0
0
0.001044
0
0
0.002042
0
0
0.000344
0
0
0.000441
0
0
0.000505
0
0
0.000078
0
0
0.000798
0
1
End of preview.

Patent assignment economics data for academia and researchers: created/maintained by the USPTO Chief Economist (JAN 1970 - DEC 2022)

Contains Artificial Intelligence Patent Landscape data classifying 13,244,037 granted patents and PGPubs published from 1976 through 2020 in eight AI component technologies using state-of-the art machine learning based models.

Quick start 

from datasets import load_dataset
df = pd.DataFrame(load_dataset('suchkow/uspto-ai-patent-landscape', split='train'))

Originally from: https://developer.uspto.gov/product/artificial-intelligence-patent-dataset-stata-dta-and-ms-excel-tsv#product-files Release date: 2021-07-30

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