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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 16 new columns ({'insurance_amount_usd', 'license_type', 'state', 'zip', 'bond_amount_usd', 'bond_company', 'city', 'company_name', 'signal', 'license_status', 'insurance_company', 'license_effective_date', 'signal_date', 'insurance_expiration_date', 'county', 'license_expiration_date'}) and 23 missing columns ({'permit_number', 'market_value_usd', 'tract_median_home_value_usd', 'permit_class', 'tract_owner_occupied_pct', 'issue_date', 'in_100yr_floodplain', 'permit_type', 'expires_date', 'home_age_years', 'tract_median_household_income_usd', 'year_built', 'census_tract', 'fetched_at', 'property_file_use', 'job_address', 'flood_zone', 'code_cases_5yr', 'stalled_reason', 'valuation_usd', 'last_code_case_date', 'job_zip', 'permit_status'}).

This happened while the csv dataset builder was generating data using

hf://datasets/citysignalsdata/city-signals-free-samples/oregon-new-contractor-licenses-sample.csv (at revision 284870c717cbefdc2d9054c1e64f7936c2a544a6), ['hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/austin-stalled-permits-property-facts-sample.csv', 'hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/oregon-new-contractor-licenses-sample.csv', 'hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/sample-restaurant-signals-4-cities.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 1856, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, 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 822, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              company_name: string
              city: string
              county: string
              state: string
              zip: int64
              license_type: string
              license_status: string
              license_effective_date: double
              license_expiration_date: string
              bond_company: string
              bond_amount_usd: double
              insurance_company: string
              insurance_amount_usd: double
              insurance_expiration_date: string
              signal: string
              signal_date: string
              source_url: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2412
              to
              {'stalled_reason': Value('string'), 'permit_number': Value('string'), 'permit_class': Value('string'), 'permit_type': Value('string'), 'valuation_usd': Value('int64'), 'issue_date': Value('string'), 'expires_date': Value('string'), 'permit_status': Value('string'), 'job_address': Value('string'), 'job_zip': Value('int64'), 'market_value_usd': Value('int64'), 'year_built': Value('int64'), 'home_age_years': Value('int64'), 'code_cases_5yr': Value('int64'), 'last_code_case_date': Value('string'), 'census_tract': Value('int64'), 'tract_median_household_income_usd': Value('int64'), 'tract_median_home_value_usd': Value('int64'), 'tract_owner_occupied_pct': Value('float64'), 'flood_zone': Value('string'), 'in_100yr_floodplain': Value('string'), 'source_url': Value('string'), 'fetched_at': Value('string'), 'property_file_use': 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 1379, 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 956, 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 1702, 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 1858, 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 16 new columns ({'insurance_amount_usd', 'license_type', 'state', 'zip', 'bond_amount_usd', 'bond_company', 'city', 'company_name', 'signal', 'license_status', 'insurance_company', 'license_effective_date', 'signal_date', 'insurance_expiration_date', 'county', 'license_expiration_date'}) and 23 missing columns ({'permit_number', 'market_value_usd', 'tract_median_home_value_usd', 'permit_class', 'tract_owner_occupied_pct', 'issue_date', 'in_100yr_floodplain', 'permit_type', 'expires_date', 'home_age_years', 'tract_median_household_income_usd', 'year_built', 'census_tract', 'fetched_at', 'property_file_use', 'job_address', 'flood_zone', 'code_cases_5yr', 'stalled_reason', 'valuation_usd', 'last_code_case_date', 'job_zip', 'permit_status'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/citysignalsdata/city-signals-free-samples/oregon-new-contractor-licenses-sample.csv (at revision 284870c717cbefdc2d9054c1e64f7936c2a544a6), ['hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/austin-stalled-permits-property-facts-sample.csv', 'hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/oregon-new-contractor-licenses-sample.csv', 'hf://datasets/citysignalsdata/city-signals-free-samples@284870c717cbefdc2d9054c1e64f7936c2a544a6/sample-restaurant-signals-4-cities.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.

stalled_reason
string
permit_number
string
permit_class
string
permit_type
string
valuation_usd
int64
issue_date
string
expires_date
string
permit_status
string
job_address
string
job_zip
int64
market_value_usd
int64
year_built
int64
home_age_years
int64
code_cases_5yr
int64
last_code_case_date
string
census_tract
int64
tract_median_household_income_usd
int64
tract_median_home_value_usd
int64
tract_owner_occupied_pct
float64
flood_zone
string
in_100yr_floodplain
string
source_url
string
fetched_at
string
property_file_use
string
expiring_soon
2025-125199 BP
residential
Building Permit
300,000
2025-11-07
2026-11-11
Active
504 LONE OAK DR
78,704
956,010
1,959
67
0
null
48,453,002,323
83,839
668,300
32.5
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13591215
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-057721 BP
residential
Building Permit
250,000
2026-05-19
2026-11-15
Active
1111 N WESTON LN BLDG BD
78,746
15,875,763
1,960
66
0
null
48,453,001,912
208,931
1,565,300
66.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13700497
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2025-033273 BP
residential
Building Permit
140,000
2025-05-29
2026-11-18
Active
6209 JOHN CHISUM LN
78,749
551,627
1,988
38
2
2025-05-19
48,453,031,200
152,470
612,800
79.6
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13487004
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2025-065776 BP
residential
Building Permit
125,000
2025-06-05
2026-11-03
Active
1200 BELMONT PKWY
78,703
1,815,883
2,024
2
0
null
48,453,001,603
249,063
1,679,000
87.2
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13524594
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2023-097321 BP
residential
Building Permit
82,585
2025-09-17
2026-10-28
Active
1408 BERKSHIRE DR
78,723
771,902
2,022
4
0
null
48,453,002,104
135,833
526,100
54.3
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13184200
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-058976 BP
residential
Building Permit
38,000
2026-05-12
2026-11-09
Active
9008 MARSH DR
78,748
461,856
1,983
43
0
null
48,453,031,700
105,076
468,200
61.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13701940
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-061598 BP
residential
Building Permit
7,263
2026-05-19
2026-11-16
Active
2624 MARIA ANNA RD
78,703
1,457,184
1,979
47
0
null
48,453,001,604
243,177
1,746,000
88.9
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13704884
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2001-003301 BP
residential
Building Permit
3,500
2026-04-30
2026-11-22
Active
2906 BURNING OAK DR
78,704
611,219
1,963
63
0
null
48,453,001,304
151,023
963,200
47.7
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=682409
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-063490 BP
residential
Building Permit
1
2026-05-22
2026-11-19
Active
7110 SHANNON DR
78,724
293,251
1,995
31
0
null
48,453,002,222
82,121
368,400
60
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13706976
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-065097 BP
residential
Building Permit
1
2026-05-22
2026-11-19
Active
8002 RICHARD KING TRL
78,749
659,805
1,990
36
0
null
48,453,031,200
152,470
612,800
79.6
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13708884
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-062560 BP
residential
Building Permit
1
2026-05-21
2026-11-18
Active
2710 GERAGHTY AVE
78,757
667,354
1,952
74
0
null
48,453,001,501
162,787
790,200
84.6
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13705940
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2025-101070 BP
residential
Building Permit
1
2026-05-21
2026-11-18
Active
4812 PELHAM DR
78,727
451,740
1,982
44
1
2025-06-27
48,453,041,300
113,125
578,300
73.2
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13564576
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-064484 BP
residential
Building Permit
1
2026-05-21
2026-11-18
Active
507 E 49TH ST
78,751
1,779,396
2,018
8
0
null
48,453,000,304
95,143
949,700
29.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13708178
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-063579 BP
residential
Building Permit
1
2026-05-21
2026-11-18
Active
8221 PHANTOM CANYON DR
78,726
762,828
2,001
25
0
null
48,453,035,800
151,845
767,800
63.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13707065
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-063045 BP
residential
Building Permit
1
2026-05-19
2026-11-16
Active
411 W 34TH ST
78,705
1,382,515
1,930
96
0
null
48,453,000,500
55,664
757,800
23.9
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13706477
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2022-043771 BP
residential
Building Permit
1
2026-05-19
2026-11-19
Active
609 ACADEMY DR
78,704
905,642
1,945
81
0
null
48,453,001,401
149,318
1,067,100
40
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=12905611
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-045302 BP
residential
Building Permit
1
2026-05-19
2026-11-16
Active
1503 CLIFFSIDE DR
78,704
2,000,000
2,013
13
0
null
48,453,001,923
106,012
1,103,700
39.7
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13686163
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-055828 BP
residential
Building Permit
1
2026-05-19
2026-11-16
Active
5605 CRAGGY PT
78,731
1,423,974
1,985
41
0
null
48,453,030,700
189,688
926,600
92.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13698325
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-061176 BP
residential
Building Permit
1
2026-05-18
2026-11-15
Active
10317 OLD MANCHACA RD
78,748
431,725
2,001
25
0
null
48,453,031,900
114,643
543,500
68.7
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13704407
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-057109 BP
residential
Building Permit
1
2026-05-15
2026-11-12
Active
4504 JINX AVE
78,745
455,747
1,952
74
1
2026-04-18
48,453,002,002
122,019
612,200
69.9
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13699770
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-059520 BP
residential
Building Permit
1
2026-05-15
2026-11-12
Active
3408 MOUNTAIN TOP CIR
78,731
3,466,787
2,003
23
1
2025-09-16
48,453,000,102
187,578
1,251,300
92
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13702518
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-060270 BP
residential
Building Permit
1
2026-05-14
2026-11-11
Active
4700 CAT MOUNTAIN DR
78,731
1,608,397
1,974
52
0
null
48,453,030,700
189,688
926,600
92.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13703370
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-057222 BP
residential
Building Permit
1
2026-05-12
2026-11-16
Active
408 W 33RD ST
78,705
1,382,515
1,930
96
0
null
48,453,000,500
55,664
757,800
23.9
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13699902
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-058923 BP
residential
Building Permit
1
2026-05-11
2026-11-08
Active
2609 BIRCHLEAF TRL
78,748
434,256
1,999
27
0
null
48,453,037,200
134,623
436,700
86.3
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13701880
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
expiring_soon
2026-046692 BP
residential
Building Permit
1
2026-05-11
2026-11-08
Active
8901 TEXAS SUN DR
78,748
417,362
1,981
45
0
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48,453,002,423
128,940
411,000
70.8
X
no
https://abc.austintexas.gov/web/permit/public-search-other?t_detail=1&t_selected_folderrsn=13687773
2026-10-24T16:50:35.541Z
Marketing use only. Not for credit, insurance, employment or housing/tenant decisions (FCRA). No owner names, phones or emails. Buyer handles its own TCPA / Do Not Call / CAN-SPAM compliance.
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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https://data.oregon.gov/d/g77e-6bhs
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City Signals Data: free samples

Small free samples from City Signals Data, cleaned weekly files built from official US city and state open-data portals.

Files:

  • austin-stalled-permits-property-facts-sample.csv: Austin, TX permits that stalled or are near expiry, with property facts.
  • sample-restaurant-signals-4-cities.csv: restaurant changes (failed inspections, openings, ownership changes, closings) in Chicago, NYC, San Francisco and Austin.
  • oregon-new-contractor-licenses-sample.csv: newly licensed Oregon contractors.

Full weekly files and more cities: building permit data, restaurant inspection data, new contractor licenses.

Questions or a custom city: hello@citysignalsdata.com

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