The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'geo_name'})

This happened while the csv dataset builder was generating data using

hf://datasets/Anthropic/EconomicIndex/release_2025_09_15/data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv (at revision 8f2f3060b00abb1ba1348e940b7cc490284d7bd3)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, 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 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              geo_id: string
              geography: string
              date_start: string
              date_end: string
              platform_and_product: string
              facet: string
              level: int64
              variable: string
              cluster_name: string
              value: double
              geo_name: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1553
              to
              {'geo_id': Value('string'), 'geography': Value('string'), 'date_start': Value('string'), 'date_end': Value('string'), 'platform_and_product': Value('string'), 'facet': Value('string'), 'level': Value('int64'), 'variable': Value('string'), 'cluster_name': Value('string'), 'value': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, 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 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, 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 1702, 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 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'geo_name'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Anthropic/EconomicIndex/release_2025_09_15/data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv (at revision 8f2f3060b00abb1ba1348e940b7cc490284d7bd3)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

geo_id
string
geography
string
date_start
string
date_end
string
platform_and_product
string
facet
string
level
int64
variable
string
cluster_name
string
value
float64
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
not_classified
25
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
not_classified
62.5
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
task iteration
15
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
task iteration
37.5
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
country
0
usage_count
null
40
AD
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
country
0
usage_pct
null
0.004147
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
directive
1,200
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
directive
39.853869
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
feedback loop
349
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
feedback loop
11.590834
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
learning
504
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
learning
16.738625
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
none
75
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
none
2.490867
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
task iteration
755
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
task iteration
25.074726
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_count
validation
128
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
collaboration
0
collaboration_pct
validation
4.251079
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
country
0
usage_count
null
3,011
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
country
0
usage_pct
null
0.312184
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
26
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
0.8635
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
assist students who need extra help with their coursework outside of class.
24
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
assist students who need extra help with their coursework outside of class.
0.797077
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
conduct searches to find needed information, using such sources as the internet.
18
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
conduct searches to find needed information, using such sources as the internet.
0.597808
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
23
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
0.763866
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
72
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
2.391232
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
design, build, or maintain web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
100
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
design, build, or maintain web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
3.321156
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop briefings, brochures, multimedia presentations, web pages, promotional products, technical illustrations, and computer artwork for use in products, technical manuals, literature, newsletters, and slide shows.
33
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop briefings, brochures, multimedia presentations, web pages, promotional products, technical illustrations, and computer artwork for use in products, technical manuals, literature, newsletters, and slide shows.
1.095981
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop instructional materials to be used by educators and instructors.
20
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop instructional materials to be used by educators and instructors.
0.664231
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop instructional materials, such as lesson plans, handouts, or examinations.
18
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop instructional materials, such as lesson plans, handouts, or examinations.
0.597808
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop new software applications or customize existing applications to meet specific scientific project needs.
34
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop new software applications or customize existing applications to meet specific scientific project needs.
1.129193
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop or apply data mining and machine learning algorithms.
18
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop or apply data mining and machine learning algorithms.
0.597808
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
90
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
2.98904
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
edit or rewrite existing copy as necessary, and submit copy for approval by supervisor.
41
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
edit or rewrite existing copy as necessary, and submit copy for approval by supervisor.
1.361674
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
edit, standardize, or make changes to material prepared by other writers or establishment personnel.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
edit, standardize, or make changes to material prepared by other writers or establishment personnel.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
27
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
0.896712
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
instruct through lectures, discussions, and demonstrations in one or more subjects, such as english, mathematics, or social studies.
16
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
instruct through lectures, discussions, and demonstrations in one or more subjects, such as english, mathematics, or social studies.
0.531385
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
modify existing programs to enhance efficiency.
16
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
modify existing programs to enhance efficiency.
0.531385
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
115
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
3.819329
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.
91
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.
3.022252
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
none
108
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
none
3.586848
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
not_classified
1,624
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
not_classified
53.93557
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
31
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
1.029558
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.
47
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.
1.560943
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
prepare, rewrite and edit copy to improve readability, or supervise others who do this work.
42
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
prepare, rewrite and edit copy to improve readability, or supervise others who do this work.
1.394885
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.
19
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.
0.63102
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
provide professional consulting services to government or industry.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
provide professional consulting services to government or industry.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
31
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
1.029558
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
search electronic sources, such as databases or repositories, or manual sources for information.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
search electronic sources, such as databases or repositories, or manual sources for information.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
troubleshoot problems involving office equipment, such as computer hardware and software.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
troubleshoot problems involving office equipment, such as computer hardware and software.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
166
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
5.513119
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
write supporting code for web applications or web sites.
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
write supporting code for web applications or web sites.
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
16
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
0.531385
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_count
write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
40
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
onet_task
0
onet_task_pct
write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
1.328462
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_count
Create comprehensive business documents and formal strategic reports
19
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_pct
Create comprehensive business documents and formal strategic reports
0.63102
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_count
Create comprehensive marketing materials and promotional content packages
17
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_pct
Create comprehensive marketing materials and promotional content packages
0.564596
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_count
Create, modify, and improve business application dashboards and interfaces
16
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_pct
Create, modify, and improve business application dashboards and interfaces
0.531385
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_count
Debug and fix API integrations and third-party service connections
15
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_pct
Debug and fix API integrations and third-party service connections
0.498173
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_count
Debug and fix errors in existing Python code
18
AE
country
2025-08-04
2025-08-11
Claude AI (Free and Pro)
request
0
request_pct
Debug and fix errors in existing Python code
0.597808
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