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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 ({'Jurisdiction'}) and 5 missing columns ({'Visibility', 'Postal_Scope', 'Currency', 'Country_Code', 'Last_Run_At'}).

This happened while the csv dataset builder was generating data using

hf://datasets/paras9909/opticparse-150-template-web-corpus/opticparse_b2b_and_finance.csv (at revision 24878499d7ee5319f7299a9d732d2c2d5410ae95), ['hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/master_150_templates_dataset.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_b2b_and_finance.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_ecommerce_and_retail.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_master_150_template_catalog.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/threat_intel_dataset.csv']

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 "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              Watch_ID: string
              Template_ID: string
              Category: string
              Target_Feed_URL: string
              Schedule: string
              Jurisdiction: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1002
              to
              {'Watch_ID': Value('string'), 'Template_ID': Value('string'), 'Category': Value('string'), 'Target_Feed_URL': Value('string'), 'Schedule': Value('string'), 'Last_Run_At': Value('string'), 'Visibility': Value('string'), 'Country_Code': Value('string'), 'Postal_Scope': Value('string'), 'Currency': Value('string')}
              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 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 1694, 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 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              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 ({'Jurisdiction'}) and 5 missing columns ({'Visibility', 'Postal_Scope', 'Currency', 'Country_Code', 'Last_Run_At'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/paras9909/opticparse-150-template-web-corpus/opticparse_b2b_and_finance.csv (at revision 24878499d7ee5319f7299a9d732d2c2d5410ae95), ['hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/master_150_templates_dataset.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_b2b_and_finance.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_ecommerce_and_retail.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/opticparse_master_150_template_catalog.csv', 'hf://datasets/paras9909/opticparse-150-template-web-corpus@24878499d7ee5319f7299a9d732d2c2d5410ae95/threat_intel_dataset.csv']
              
              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.

Watch_ID
string
Template_ID
string
Category
string
Target_Feed_URL
string
Schedule
string
Last_Run_At
string
Visibility
string
Country_Code
string
Postal_Scope
string
Currency
string
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sys_watch_071
github-issue-auto-responder
πŸ§‘β€πŸ’» Developer & IT Operations
https://hub.docker.com/v2/repositories/library/?page_size=20
0 */6 * * *
2026-08-26 11:15:20
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sys_watch_072
npm-package-vulnerability-alert
πŸ§‘β€πŸ’» Developer & IT Operations
https://status.github.com/api/v2/summary.json
0 0 * * *
2026-08-26 05:15:26
public
GLOBAL
GLOBAL
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sys_watch_073
stackoverflow-answer-monitor
πŸ§‘β€πŸ’» Developer & IT Operations
https://cve.circl.lu/api/last/30
0 12 * * *
2026-08-26 05:15:26
public
GLOBAL
GLOBAL
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sys_watch_074
hacker-news-front-page-scraper
πŸ§‘β€πŸ’» Developer & IT Operations
https://api.github.com/events
0 0 * * 0
2026-08-21 05:11:34
public
GLOBAL
GLOBAL
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sys_watch_075
aws-azure-status-monitor
πŸ§‘β€πŸ’» Developer & IT Operations
https://registry.npmjs.org/-/v1/search?text=security&size=20
*/30 * * * *
2026-08-26 12:30:31
public
GLOBAL
GLOBAL
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sys_watch_076
app-store-review-aggregator
πŸ§‘β€πŸ’» Developer & IT Operations
https://pypi.org/rss/updates.xml
0 */6 * * *
2026-08-26 11:15:20
public
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GLOBAL
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sys_watch_077
domain-name-expiry-sniper
πŸ§‘β€πŸ’» Developer & IT Operations
https://hub.docker.com/v2/repositories/library/?page_size=20
0 0 * * *
2026-08-26 05:15:27
public
GLOBAL
GLOBAL
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sys_watch_078
wordpress-theme-detector
πŸ§‘β€πŸ’» Developer & IT Operations
https://status.github.com/api/v2/summary.json
0 12 * * *
2026-08-26 05:15:27
public
GLOBAL
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sys_watch_079
api-documentation-change-alert
πŸ§‘β€πŸ’» Developer & IT Operations
https://cve.circl.lu/api/last/30
0 0 * * 0
2026-08-21 05:11:35
public
GLOBAL
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sys_watch_080
dark-web-leak-alert-(opticparse-onion)
πŸ§‘β€πŸ’» Developer & IT Operations
https://api.github.com/events
*/30 * * * *
2026-08-26 12:45:02
public
GLOBAL
GLOBAL
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sys_watch_081
typosquatting-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://phishstats.info/phish_score.csv
0 */6 * * *
2026-08-26 11:15:21
public
GLOBAL
GLOBAL
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sys_watch_082
fake-app-store-listing-alert
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://raw.githubusercontent.com/mitchellkrogza/Phishing.Database/master/phishing-links-ACTIVE-TODAY.txt
0 0 * * *
2026-08-26 05:15:28
public
GLOBAL
GLOBAL
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sys_watch_083
credential-harvester-takedown-generator
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://cybercrime-tracker.net/rss.php
0 12 * * *
2026-08-26 05:15:28
public
GLOBAL
GLOBAL
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sys_watch_084
social-media-impersonator-alert
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://rules.emergingthreats.net/open/suricata/rules/compromised-ips.txt
0 0 * * 0
2026-08-21 05:11:36
public
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GLOBAL
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sys_watch_085
ssl-certificate-expiry-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://openphish.com/feed.txt
*/30 * * * *
2026-08-26 12:45:02
public
GLOBAL
GLOBAL
USD
sys_watch_086
open-directory-finder-(dorks)
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://urlhaus.abuse.ch/api/
0 */6 * * *
2026-08-26 11:15:21
public
GLOBAL
GLOBAL
USD
sys_watch_087
subdomain-takeover-scanner
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://phishstats.info/phish_score.csv
0 0 * * *
2026-08-26 05:30:20
public
GLOBAL
GLOBAL
USD
sys_watch_088
dark-web-marketplace-scanner
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://raw.githubusercontent.com/mitchellkrogza/Phishing.Database/master/phishing-links-ACTIVE-TODAY.txt
0 12 * * *
2026-08-26 05:15:29
public
GLOBAL
GLOBAL
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sys_watch_089
vip-executive-threat-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://cybercrime-tracker.net/rss.php
0 0 * * 0
2026-08-21 05:11:37
public
GLOBAL
GLOBAL
USD
sys_watch_090
counterfeit-product-takedown
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://rules.emergingthreats.net/open/suricata/rules/compromised-ips.txt
*/30 * * * *
2026-08-26 12:45:02
public
GLOBAL
GLOBAL
USD
sys_watch_091
malicious-telegram-group-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://openphish.com/feed.txt
0 */6 * * *
2026-08-26 11:30:32
public
GLOBAL
GLOBAL
USD
sys_watch_092
github-secrets-leaked-alert
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://urlhaus.abuse.ch/api/
0 0 * * *
2026-08-26 05:30:20
public
US
90210 / 10001
USD
sys_watch_093
defacement-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://phishstats.info/phish_score.csv
0 12 * * *
2026-08-26 05:30:21
public
GLOBAL
GLOBAL
USD
sys_watch_094
ransomware-blog-tracker
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://raw.githubusercontent.com/mitchellkrogza/Phishing.Database/master/phishing-links-ACTIVE-TODAY.txt
0 0 * * 0
2026-08-21 05:11:38
public
GLOBAL
GLOBAL
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sys_watch_095
phishing-email-attachment-sandbox
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://cybercrime-tracker.net/rss.php
*/30 * * * *
2026-08-26 12:45:03
public
GLOBAL
GLOBAL
USD
sys_watch_096
public-wi-fi-fake-portal-detector
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://rules.emergingthreats.net/open/suricata/rules/compromised-ips.txt
0 */6 * * *
2026-08-26 11:30:32
public
GLOBAL
GLOBAL
USD
sys_watch_097
stolen-credit-card-shop-monitor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://openphish.com/feed.txt
0 0 * * *
2026-08-26 05:30:21
public
GLOBAL
GLOBAL
USD
sys_watch_098
fake-customer-support-number-alert
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://urlhaus.abuse.ch/api/
0 12 * * *
2026-08-26 05:30:21
public
GLOBAL
GLOBAL
USD
sys_watch_099
malware-payload-extractor
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://phishstats.info/phish_score.csv
0 0 * * 0
2026-08-21 05:11:39
public
GLOBAL
GLOBAL
USD
sys_watch_100
bounty-program-auto-submitter
πŸ›‘οΈ PhishVision & Cybersecurity (The Phishing Side)
https://raw.githubusercontent.com/mitchellkrogza/Phishing.Database/master/phishing-links-ACTIVE-TODAY.txt
*/30 * * * *
2026-08-26 12:45:03
public
GLOBAL
GLOBAL
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End of preview.

🌐 OpticParse: 150-Template Multi-Industry Intelligence Corpus

Website Dashboard Python SDK Bittensor Ocean Protocol

πŸ“Œ Dataset Summary

OpticParse is an edge-native computer vision web scraper and threat intelligence engine. This corpus contains structured data harvested across 150 continuous extraction pipelines operating 24/7 at the edge with zero CSS selectors.

πŸ“‚ Included Datasets

  • master_150_templates_dataset.csv: Full multi-region catalog with schedules and categories.
  • threat_intel_dataset.csv: Verified phishing kit IOCs, brand spoof URLs, and crypto drainers.
  • opticparse_ecommerce_and_retail.csv: Real-time Amazon, Shopify, and dark-store pricing telemetry.
  • opticparse_b2b_and_finance.csv: Executive hiring signals, YC founders, and SEC 10-K feeds.

⚑ Quick Start with Python

from datasets import load_dataset
import pandas as pd

# Load master e-commerce dataset
ds = load_dataset("paras9909/opticparse-150-template-web-corpus", data_files="opticparse_ecommerce_and_retail.csv")
df = pd.DataFrame(ds['train'])
print(df.head())

πŸ› οΈ Extract Live Data with OpticParse

pip install opticparse-py
from opticparse import OpticParse

client = OpticParse(api_key="op_live_demo")
result = client.extract(
    url="https://amazon.com/dp/B0CHX1W1XY",
    query="Extract product title, live price, and stock status"
)
print(result)

πŸ‘‰ Get $10 (1,000 Free Credits) instantly: dashboard.opticparse.com

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