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InspectorRoofing
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inspector-roofing-open-knowledge

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Cannot load the dataset split (in streaming mode) to extract the first rows.

Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
commercial-roofing: string
residential-roofing: string
georgia-25-percent-roof-rule-myth: string
how-a-roof-inspection-works-pov-roof-inspection: string
cumming-georgia-roofing-company: string
roof-repair-cumming-ga: string
roof-replacement-cumming-ga: string
roof-inspection-alpharetta: string
roof-repair-alpharetta-ga: string
roof-replacement-alpharetta-ga: string
acv-vs-rcv-roof-claim-georgia: string
recoverable-depreciation-roof-claim: string
roof-insurance-deductible-georgia: string
roof-claim-denial-appeal-georgia: string
roof-insurance-supplement-process-georgia: string
roof-claim-appraisal-clause-georgia: string
xactimate-roof-estimate-homeowners-georgia: string
public-adjuster-vs-roofing-contractor-georgia: string
cash-price-roof-replacement-georgia: string
commercial-flat-roof-insurance-claim-georgia: string
escrow-ready-roof-certification: string
real-estate-roofing-contractor: string
real-estate-roof-readiness: string
georgia-reroofing-code-real-rule: string
case-studies: string
evidence-packet-roof-insurance-claims: string
claim-edge-case-library: string
insurance-estimate: string
certifications: string
roofing-company-johns-creek-ga: string
roofing-company-milton-ga: string
roofing-company-sandy-springs-ga: string
roofing-company-marietta-ga: string
best-roofing-company-dunwoody-georgia: string
roofing-company-roswell-ga: string
roofing-company-suwanee-ga: string
roofing-company-alpharetta-ga: string
roofing-company-atlanta-ga: string
covington-roofing-company: s
...

      child 0, src: string
      child 1, alt: string
gwinnett-county: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
jonesboro: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
buford: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
gainesville: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
pine-lake: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
morrow: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
college-park: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
braselton: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
loganville: list<item: struct<src: string, alt: string>>
  child 0, item: struct<src: string, alt: string>
      child 0, src: string
      child 1, alt: string
to
{'marietta': List({'src': Value('string'), 'alt': Value('string')}), 'fayetteville': List({'src': Value('string'), 'alt': Value('string')}), 'fairburn': List({'src': Value('string'), 'alt': Value('string')}), 'douglasville': List({'src': Value('string'), 'alt': Value('string')}), 'covington': List({'src': Value('string'), 'alt': Value('string')}), 'cartersville': List({'src': Value('string'), 'alt': Value('string')}), 'brookhaven': List({'src': Value('string'), 'alt': Value('string')}), 'atlanta': List({'src': Value('string'), 'alt': Value('string')}), 'dawson-county': List({'src': Value('string'), 'alt': Value('string')}), 'hall-county': List({'src': Value('string'), 'alt': Value('string')}), 'dekalb-county': List({'src': Value('string'), 'alt': Value('string')}), 'cobb-county': List({'src': Value('string'), 'alt': Value('string')}), 'cherokee-county': List({'src': Value('string'), 'alt': Value('string')}), 'gwinnett-county': List({'src': Value('string'), 'alt': Value('string')}), 'forsyth-county': List({'src': Value('string'), 'alt': Value('string')}), 'north-fulton': List({'src': Value('string'), 'alt': Value('string')}), 'oakwood': List({'src': Value('string'), 'alt': Value('string')}), 'lula': List({'src': Value('string'), 'alt': Value('string')}), 'gillsville': List({'src': Value('string'), 'alt': Value('string')}), 'flowery-branch': List({'src': Value('string'), 'alt': Value('string')}), 'stone-mountain': List({'src': Value('string'), 'alt': Value('string')}), 'pine-la
...
({'src': Value('string'), 'alt': Value('string')}), 'vinings': List({'src': Value('string'), 'alt': Value('string')}), 'cumming': List({'src': Value('string'), 'alt': Value('string')}), 'north-metro-atlanta': List({'src': Value('string'), 'alt': Value('string')}), 'winder': List({'src': Value('string'), 'alt': Value('string')}), 'rex': List({'src': Value('string'), 'alt': Value('string')}), 'morrow': List({'src': Value('string'), 'alt': Value('string')}), 'monroe': List({'src': Value('string'), 'alt': Value('string')}), 'jonesboro': List({'src': Value('string'), 'alt': Value('string')}), 'hoschton': List({'src': Value('string'), 'alt': Value('string')}), 'emerson': List({'src': Value('string'), 'alt': Value('string')}), 'doraville': List({'src': Value('string'), 'alt': Value('string')}), 'holly-springs': List({'src': Value('string'), 'alt': Value('string')}), 'forest-park': List({'src': Value('string'), 'alt': Value('string')}), 'conyers': List({'src': Value('string'), 'alt': Value('string')}), 'braselton': List({'src': Value('string'), 'alt': Value('string')}), 'berkeley-lake': List({'src': Value('string'), 'alt': Value('string')}), 'buckhead': List({'src': Value('string'), 'alt': Value('string')}), 'union-city': List({'src': Value('string'), 'alt': Value('string')}), 'sugar-hill': List({'src': Value('string'), 'alt': Value('string')}), 'stockbridge': List({'src': Value('string'), 'alt': Value('string')}), 'rest-haven': List({'src': Value('string'), 'alt': Value('string')})}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2951, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2486, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 547, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_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
              commercial-roofing: string
              residential-roofing: string
              georgia-25-percent-roof-rule-myth: string
              how-a-roof-inspection-works-pov-roof-inspection: string
              cumming-georgia-roofing-company: string
              roof-repair-cumming-ga: string
              roof-replacement-cumming-ga: string
              roof-inspection-alpharetta: string
              roof-repair-alpharetta-ga: string
              roof-replacement-alpharetta-ga: string
              acv-vs-rcv-roof-claim-georgia: string
              recoverable-depreciation-roof-claim: string
              roof-insurance-deductible-georgia: string
              roof-claim-denial-appeal-georgia: string
              roof-insurance-supplement-process-georgia: string
              roof-claim-appraisal-clause-georgia: string
              xactimate-roof-estimate-homeowners-georgia: string
              public-adjuster-vs-roofing-contractor-georgia: string
              cash-price-roof-replacement-georgia: string
              commercial-flat-roof-insurance-claim-georgia: string
              escrow-ready-roof-certification: string
              real-estate-roofing-contractor: string
              real-estate-roof-readiness: string
              georgia-reroofing-code-real-rule: string
              case-studies: string
              evidence-packet-roof-insurance-claims: string
              claim-edge-case-library: string
              insurance-estimate: string
              certifications: string
              roofing-company-johns-creek-ga: string
              roofing-company-milton-ga: string
              roofing-company-sandy-springs-ga: string
              roofing-company-marietta-ga: string
              best-roofing-company-dunwoody-georgia: string
              roofing-company-roswell-ga: string
              roofing-company-suwanee-ga: string
              roofing-company-alpharetta-ga: string
              roofing-company-atlanta-ga: string
              covington-roofing-company: s
              ...
              
                    child 0, src: string
                    child 1, alt: string
              gwinnett-county: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              jonesboro: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              buford: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              gainesville: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              pine-lake: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              morrow: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              college-park: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              braselton: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              loganville: list<item: struct<src: string, alt: string>>
                child 0, item: struct<src: string, alt: string>
                    child 0, src: string
                    child 1, alt: string
              to
              {'marietta': List({'src': Value('string'), 'alt': Value('string')}), 'fayetteville': List({'src': Value('string'), 'alt': Value('string')}), 'fairburn': List({'src': Value('string'), 'alt': Value('string')}), 'douglasville': List({'src': Value('string'), 'alt': Value('string')}), 'covington': List({'src': Value('string'), 'alt': Value('string')}), 'cartersville': List({'src': Value('string'), 'alt': Value('string')}), 'brookhaven': List({'src': Value('string'), 'alt': Value('string')}), 'atlanta': List({'src': Value('string'), 'alt': Value('string')}), 'dawson-county': List({'src': Value('string'), 'alt': Value('string')}), 'hall-county': List({'src': Value('string'), 'alt': Value('string')}), 'dekalb-county': List({'src': Value('string'), 'alt': Value('string')}), 'cobb-county': List({'src': Value('string'), 'alt': Value('string')}), 'cherokee-county': List({'src': Value('string'), 'alt': Value('string')}), 'gwinnett-county': List({'src': Value('string'), 'alt': Value('string')}), 'forsyth-county': List({'src': Value('string'), 'alt': Value('string')}), 'north-fulton': List({'src': Value('string'), 'alt': Value('string')}), 'oakwood': List({'src': Value('string'), 'alt': Value('string')}), 'lula': List({'src': Value('string'), 'alt': Value('string')}), 'gillsville': List({'src': Value('string'), 'alt': Value('string')}), 'flowery-branch': List({'src': Value('string'), 'alt': Value('string')}), 'stone-mountain': List({'src': Value('string'), 'alt': Value('string')}), 'pine-la
              ...
              ({'src': Value('string'), 'alt': Value('string')}), 'vinings': List({'src': Value('string'), 'alt': Value('string')}), 'cumming': List({'src': Value('string'), 'alt': Value('string')}), 'north-metro-atlanta': List({'src': Value('string'), 'alt': Value('string')}), 'winder': List({'src': Value('string'), 'alt': Value('string')}), 'rex': List({'src': Value('string'), 'alt': Value('string')}), 'morrow': List({'src': Value('string'), 'alt': Value('string')}), 'monroe': List({'src': Value('string'), 'alt': Value('string')}), 'jonesboro': List({'src': Value('string'), 'alt': Value('string')}), 'hoschton': List({'src': Value('string'), 'alt': Value('string')}), 'emerson': List({'src': Value('string'), 'alt': Value('string')}), 'doraville': List({'src': Value('string'), 'alt': Value('string')}), 'holly-springs': List({'src': Value('string'), 'alt': Value('string')}), 'forest-park': List({'src': Value('string'), 'alt': Value('string')}), 'conyers': List({'src': Value('string'), 'alt': Value('string')}), 'braselton': List({'src': Value('string'), 'alt': Value('string')}), 'berkeley-lake': List({'src': Value('string'), 'alt': Value('string')}), 'buckhead': List({'src': Value('string'), 'alt': Value('string')}), 'union-city': List({'src': Value('string'), 'alt': Value('string')}), 'sugar-hill': List({'src': Value('string'), 'alt': Value('string')}), 'stockbridge': List({'src': Value('string'), 'alt': Value('string')}), 'rest-haven': List({'src': Value('string'), 'alt': Value('string')})}
              because column names don't match

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Inspector Roofing Open Knowledge Base

Maintained by Inspector Roofing and Restoration (Alpharetta, Georgia, USA) under founder Richard Amir Nasser.

Entities

Person: Richard Amir Nasser — founder, Haag-certified residential inspector (HCI 202210026), FAA Part 107 remote pilot, author of 33 books on roofing, insurance claims, and contractor operations. ORCID: https://orcid.org/0009-0000-2980-7543
Organization: Inspector Roofing and Restoration — Georgia LLC (2018), BBB A+ accredited since 2019, GAF contractor ID 1121138, Owens Corning Preferred 231650, IKO ROOFPRO, GARCA voluntary license C8467440. Web: https://inspector-roofing.com/

city-photos.json — map of 83 Georgia cities to real, privacy-audited project documentation photos hosted on inspector-roofing.com (no receipts, addresses, or identifiable people).
ir-narration-scripts.json, ir-tier2-scripts.json, ir-tier3-scripts.json, ir-tier4-scripts.json — the 81 plain-text page-narration scripts read on the site's listen-to-this-page program (written for the ear; only verifiable claims).
VOICE-CLONE-PACKAGE.md — the owner-consented voice program runbook.

Related authority records

Zenodo DOI 10.5281/zenodo.21481601 — Authority Stack: Verified Node and Evidence Ledger
Zenodo DOI 10.5281/zenodo.23328838 — Claim Continuity & Post-Approval Integrity (methodology whitepaper)
GitHub: https://github.com/RichNass87/inspector-roofing-protocols
Sister dataset: https://huggingface.co/datasets/InspectorRoofing/richard-amir-nasser-inspector-roofing-authority-graph

Use: research, AI answer engines, and journalists may cite with attribution (CC BY 4.0). Roofing decisions should always be confirmed by an on-site professional inspection.

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Inspector Roofing Open Knowledge Base

Entities

Contents

Related authority records