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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 ({'google_snippet'}) and 1 missing columns ({'gpt_response'}).

This happened while the csv dataset builder was generating data using

zip://data/gsnip/dev.csv::/tmp/hf-datasets-cache/medium/datasets/18375220724600-config-parquet-and-info-ICICLE-AI-organization-si-71cb26c4/hub/datasets--ICICLE-AI--organization-sic-code_smart-foodsheds/snapshots/2a1c55d3a8c3956b1c22a2cb0f46b48b1e96b08d/data.zip

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 1871, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, 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 2293, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: int64
              organization: string
              google_snippet: string
              label_names: string
              label_defs: string
              label: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 963
              to
              {'id': Value(dtype='int64', id=None), 'organization': Value(dtype='string', id=None), 'gpt_response': Value(dtype='string', id=None), 'label_names': Value(dtype='string', id=None), 'label_defs': Value(dtype='string', id=None), 'label': Value(dtype='int64', id=None)}
              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 1436, 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 1053, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, 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 1742, 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 1873, 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 ({'google_snippet'}) and 1 missing columns ({'gpt_response'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://data/gsnip/dev.csv::/tmp/hf-datasets-cache/medium/datasets/18375220724600-config-parquet-and-info-ICICLE-AI-organization-si-71cb26c4/hub/datasets--ICICLE-AI--organization-sic-code_smart-foodsheds/snapshots/2a1c55d3a8c3956b1c22a2cb0f46b48b1e96b08d/data.zip
              
              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.

id
int64
organization
string
gpt_response
string
label_names
string
label_defs
string
label
int64
0
SpectrumDNA, Inc.
SpectrumDNA, Inc. was a digital media company that focused on creating and operating social media applications and platforms. It specialized in designing user-generated content technologies intended to enhance community engagement and social interaction. The company provided services such as the development of interact...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
23
1
MERRILL LYNCH MORTGAGE INVESTORS TRUST SERIES 2004-HE1
The MERRILL LYNCH MORTGAGE INVESTORS TRUST SERIES 2004-HE1 primarily engages in the business of mortgage-backed securities. The main activities involve acquiring, holding, and managing portfolios of mortgage loans. These loans are typically secured by residential properties and sometimes come from pools of high-equity ...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
17
2
COACH INDUSTRIES GROUP INC
COACH INDUSTRIES GROUP INC. is a company primarily involved in providing specialized business services to the transportation industry. Their main business activities include offering a range of financial services, such as leasing and loan options tailored for transportation companies. Additionally, they provide consult...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
8
3
DallasNews Corp
DallasNews Corporation, formerly known as A. H. Belo Corporation, is a prominent media company based in Dallas, Texas. The main business activities of DallasNews Corp revolve around its publishing and digital operations. The company is best known for operating The Dallas Morning News, one of the most established newspa...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
3
4
EDAC TECHNOLOGIES CORP
EDAC Technologies Corp. is a company primarily involved in the manufacturing and engineering sectors. Its main business activities and services include producing precision aerospace components, industrial machinery systems, and complex assemblies. The company serves various industries, including aerospace, defense, aut...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
8
5
CENTRAL NEWSPAPERS INC
**Summary of CENTRAL NEWSPAPERS INC.:** **Main Business Activities and Services:** Central Newspapers Inc. primarily engages in the publication of newspapers and related media content. This includes creating and distributing daily and weekly newspapers along with supplemental materials such as magazines, digital conte...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
3
6
FOUR CRYSTAL FUNDING, INC.
FOUR CRYSTAL FUNDING, INC. is a company involved in providing various financial services, primarily focusing on funding solutions for businesses and individuals. The main business activities include offering loans, financing options, and possibly investment services, helping clients secure the capital they need for var...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
10
7
BERKELEY TECHNOLOGY LTD
BERKELEY TECHNOLOGY LTD is a technology company engaged predominantly in the development, implementation, and support of innovative tech solutions. The business activities of the company include software development, IT consulting, and providing technology-driven solutions tailored to meet the specific needs of various...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
26
8
Greenbrier Leasing LTD Partner, LLC
Greenbrier Leasing LTD Partner, LLC is primarily engaged in the leasing and management of railcar fleets. Their main business activities involve providing railcars to various industries for transportation needs, managing the maintenance and logistics of these railcars, and offering solutions to optimize fleet performan...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
8
9
Virgin Media Investments Ltd
Virgin Media Investments Ltd. is a subsidiary of Virgin Media, which operates in the telecommunication and media sectors. Its main business activities include providing broadband internet, digital television, mobile services, and fixed-line telephony to both residential and business customers. Virgin Media is known for...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
10
10
Nhale, Inc.
Nhale, Inc. is primarily engaged in the development and commercialization of products in the rapidly expanding cannabis industry. The company's main activities include researching, creating, and distributing advanced technologies and products related to both recreational and medicinal marijuana. Nhale's product portfol...
10~$~13~$~20~$~27~$~28~$~34~$~35~$~36~$~37~$~38~$~48~$~49~$~50~$~51~$~58~$~59~$~60~$~61~$~62~$~63~$~65~$~67~$~70~$~73~$~79~$~80~$~87
Metal Mining Iron ores Copper ores Lead and zinc ores Gold ores Silver ores Ferroalloy ores, except vanadium Metal mining services Uranium-radium-vanadium ores Metal ores, nec~$~Oil and Gas Extraction Crude petroleum and natural gas Natural gas liquids Drilling oil and gas wells Oil and gas exploration services Oil and...
15
End of preview.

Organization SIC Code Dataset

This dataset is released as part of the ICICLE project and is used for training models to classify organizations into Standard Industrial Classification (SIC) codes. The dataset contains multiple textual representations of organizational descriptions collected via web search and large language model (LLM) summarization.

Dataset Structure

The dataset consists of three different versions of organization descriptions:

  1. gsnip: Google search snippet-based text
  2. gptsummary: LLM-generated summaries using GPT-4o mini
  3. llamasummary: LLM-generated summaries using LLaMA 3.1 8B Instruct

Each version is divided into standard splits: train, dev, and test.

Each CSV contains:

  • organization: Organization name
  • label: Ground truth SIC code label
  • google_snippet / gpt_response / llama-summary: Task-specific text description

How to Use

Clone or download the dataset using:

git lfs install
git clone https://huggingface.co/datasets/ICICLE-AI/organization-sic-code_smart-foodsheds

Then unzip the data archive:
unzip organization-sic-code_smart-foodsheds/data.zip -d organization-sic-code_smart-foodsheds/data

You will get the following structure:
data/
β”œβ”€β”€ gsnip/
β”‚   β”œβ”€β”€ train.csv
β”‚   β”œβ”€β”€ dev.csv
β”‚   └── test.csv
β”œβ”€β”€ gptsummary/
β”‚   β”œβ”€β”€ train.csv
β”‚   β”œβ”€β”€ dev.csv
β”‚   └── test.csv
β”œβ”€β”€ llamasummary/
β”‚   β”œβ”€β”€ train.csv
β”‚   β”œβ”€β”€ dev.csv
β”‚   └── test.csv
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