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Datasets:
realigns
/
realigns-business-open-data-pack

Tasks:
Question Answering
Feature Extraction
Table Question Answering
Languages:
English
Size:
10K<n<100K
Tags:
business
economics
sec
edgar
world-bank
census
License:
Dataset card Data Studio Files
xet
 Community
Dataset Preview
Duplicate
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
year: int64
geo_level: string
state_name: string
state_code: string
naics_code: string
naics_label: string
establishments: int64
employment: int64
annual_payroll_1000_usd: int64
first_quarter_payroll_1000_usd: int64
source: string
license: string
period_name: string
series_id: string
period: string
footnotes: string
series_name: string
value: double
to
{'series_id': Value('string'), 'series_name': Value('string'), 'year': Value('int64'), 'period': Value('string'), 'period_name': Value('string'), 'value': Value('float64'), 'footnotes': Value('string'), 'source': Value('string'), 'license': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              year: int64
              geo_level: string
              state_name: string
              state_code: string
              naics_code: string
              naics_label: string
              establishments: int64
              employment: int64
              annual_payroll_1000_usd: int64
              first_quarter_payroll_1000_usd: int64
              source: string
              license: string
              period_name: string
              series_id: string
              period: string
              footnotes: string
              series_name: string
              value: double
              to
              {'series_id': Value('string'), 'series_name': Value('string'), 'year': Value('int64'), 'period': Value('string'), 'period_name': Value('string'), 'value': Value('float64'), 'footnotes': Value('string'), 'source': Value('string'), 'license': Value('string')}
              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 1348, 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 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, 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

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.

series_id
string
series_name
string
year
int64
period
string
period_name
string
value
float64
footnotes
string
source
string
license
string
LNS14000000
Unemployment Rate - Civilian labor force
2,026
M04
April
4.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,026
M03
March
4.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,026
M02
February
4.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,026
M01
January
4.3
January 2026 estimates were revised to incorporate updated population controls. For more information, see www.bls.gov/cps/documentation.htm#pop.
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M12
December
4.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M11
November
4.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M10
October
null
Data unavailable due to the 2025 lapse in appropriations.
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M09
September
4.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M08
August
4.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M07
July
4.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M06
June
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M05
May
4.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M04
April
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M03
March
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M02
February
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,025
M01
January
4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M12
December
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M11
November
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M10
October
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M09
September
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M08
August
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M07
July
4.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M06
June
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M05
May
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M04
April
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M03
March
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M02
February
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,024
M01
January
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M12
December
3.8
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M11
November
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M10
October
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M09
September
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M08
August
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M07
July
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M06
June
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M05
May
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M04
April
3.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M03
March
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M02
February
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,023
M01
January
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M12
December
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M11
November
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M10
October
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M09
September
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M08
August
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M07
July
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M06
June
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M05
May
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M04
April
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M03
March
3.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M02
February
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,022
M01
January
4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M12
December
3.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M11
November
4.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M10
October
4.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M09
September
4.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M08
August
5.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M07
July
5.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M06
June
5.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M05
May
5.8
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M04
April
6.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M03
March
6.1
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M02
February
6.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,021
M01
January
6.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M12
December
6.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M11
November
6.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M10
October
6.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M09
September
7.8
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M08
August
8.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M07
July
10.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M06
June
11
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M05
May
13.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M04
April
14.8
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M03
March
4.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M02
February
3.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS14000000
Unemployment Rate - Civilian labor force
2,020
M01
January
3.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,026
M04
April
61.8
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,026
M03
March
61.9
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,026
M02
February
62
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,026
M01
January
62.1
January 2026 estimates were revised to incorporate updated population controls. For more information, see www.bls.gov/cps/documentation.htm#pop.
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M12
December
62.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M11
November
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M10
October
null
Data unavailable due to the 2025 lapse in appropriations.
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M09
September
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M08
August
62.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M07
July
62.2
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M06
June
62.3
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M05
May
62.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M04
April
62.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M03
March
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M02
February
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,025
M01
January
62.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M12
December
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M11
November
62.4
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M10
October
62.5
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M09
September
62.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M08
August
62.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M07
July
62.7
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M06
June
62.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
LNS11300000
Labor Force Participation Rate
2,024
M05
May
62.6
U.S. Bureau of Labor Statistics Public Data API
U.S. Government public data
End of preview.

Realigns Business Open Data Pack

A developer-friendly open business dataset pack prepared by Realigns Inc. for AI assistants, dashboards, market research tools, RAG systems, financial research tools, HR analytics, and business intelligence applications.

This repository combines multiple public business and economic datasets into clean CSV and JSONL formats.

Included Datasets

1. World Bank Business Indicators

Files:

  • data/worldbank_business_indicators.csv
  • data/worldbank_business_indicators.jsonl

Includes selected global business and economic indicators such as GDP, GDP growth, exports, imports, inflation, unemployment, ease of doing business, and foreign direct investment.

Source: World Bank Open Data
License: World Bank Open Data terms / generally CC BY 4.0 attribution-based use.

2. U.S. Census County Business Patterns

Files:

  • data/census_cbp/us_cbp_state_all_sectors_2023.csv
  • data/census_cbp/us_cbp_state_all_sectors_2023.jsonl

Includes state-level business establishment, employment, annual payroll, and first-quarter payroll indicators for all business sectors.

Source: U.S. Census Bureau County Business Patterns API
License: U.S. Government public data.

3. SEC Company Submissions Sample

Files:

  • data/sec/sec_company_submissions_sample.csv
  • data/sec/sec_company_submissions_sample.jsonl

Includes recent SEC filing metadata for selected public companies, including filing type, filing date, report date, accession number, primary document, company name, SIC, and filing URL.

Source: SEC EDGAR submissions API
License: U.S. Government public data.

4. SEC Company Facts Sample

Files:

  • data/sec/sec_company_facts_sample.csv
  • data/sec/sec_company_facts_sample.jsonl

Includes selected structured financial facts for major public companies, including revenues, assets, liabilities, equity, net income, EPS, shares, and other XBRL facts.

Source: SEC EDGAR Company Facts API
License: U.S. Government public data.

5. BLS Labor Market Indicators

Files:

  • data/bls/bls_labor_market_indicators_2020_2026.csv
  • data/bls/bls_labor_market_indicators_2020_2026.jsonl

Includes selected U.S. labor market indicators such as unemployment rate, labor force participation, employment-population ratio, total nonfarm employment, average hourly earnings, job openings, hires, and quits.

Source: U.S. Bureau of Labor Statistics Public Data API
License: U.S. Government public data.

Intended Use

This dataset pack is designed for:

  • Business AI assistants
  • Market research dashboards
  • Economic analysis tools
  • Country comparison apps
  • Company research assistants
  • SEC filing search and RAG systems
  • HR SaaS and labor market dashboards
  • Business intelligence systems
  • Educational and developer prototypes

Not Intended For

This dataset is not intended for:

  • Financial advice
  • Investment guarantees
  • Legal advice
  • Tax advice
  • Personal profiling
  • Automated high-stakes decisions without expert human review

File Formats

The dataset is provided in:

  • CSV for spreadsheet, BI, and analytics tools
  • JSONL for AI, RAG, vector indexing, and developer workflows

Source and Attribution

This dataset pack is derived from public data sources including:

  • World Bank Open Data
  • U.S. Census Bureau
  • SEC EDGAR
  • U.S. Bureau of Labor Statistics

Users should follow the original source terms and attribution requirements.

Prepared By

Prepared and packaged by Realigns Inc. for developer and AI research use.
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