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county_name
stringlengths
4
11
municipality_name
stringlengths
4
13
swis_code
int64
10.1k
552k
flagged_parcels
int64
7
194
est_annual_usd
float64
19.9k
84.6k
dup_claims
int64
0
30
out_of_state_mail
int64
4
105
entity_owner
int64
0
62
exempt_full_market_value
int64
1.51M
40.7M
Erie
Buffalo
140,200
194
84,567
30
105
62
40,679,000
Suffolk
Smithtown
473,489
19
72,451
3
8
8
36,753,500
Albany
Albany
10,100
35
53,246
3
32
1
8,848,478
Monroe
Greece
262,800
22
48,382
3
17
2
6,407,900
Rockland
Haverstraw
392,203
16
45,801
1
4
11
7,119,568
Westchester
Yonkers
551,800
18
41,125
3
12
3
11,810,735
Dutchess
Poughkeepsie
134,689
18
40,807
8
9
1
7,010,700
Broome
Binghamton
30,200
20
37,074
3
17
0
2,872,800
Rockland
Stony Point
392,800
8
36,196
0
7
1
3,994,658
Erie
Cheektowaga
143,089
22
33,405
3
18
1
5,239,333
Onondaga
Syracuse
311,500
29
30,834
3
26
0
5,076,697
Rockland
Haverstraw
392,289
10
29,577
1
6
3
5,573,445
Onondaga
Clay
312,489
19
27,748
2
15
2
4,150,001
Ulster
Saugerties
514,889
21
27,443
2
17
2
6,666,500
Rockland
Orangetown
392,489
7
27,214
0
7
0
3,625,399
Onondaga
Salina
314,889
13
26,888
1
12
0
2,511,466
Schenectady
Schenectady
421,500
18
25,563
1
16
1
3,835,403
Monroe
Rochester
261,400
36
24,546
3
27
6
5,072,800
Ulster
Marlborough
513,600
9
23,884
0
9
0
3,555,517
Orange
Newburgh
334,600
11
22,751
1
8
2
5,322,900
Niagara
Niagara Falls
291,100
24
21,695
1
23
0
3,036,100
Westchester
New Rochelle
551,000
7
21,031
0
6
1
4,510,363
Erie
Amherst
142,289
27
20,488
3
23
1
9,728,200
Orange
New Windsor
334,800
9
20,411
1
8
0
3,394,100
Chautauqua
Jamestown
60,800
20
19,900
4
16
0
1,513,500

Property Tax Exemption Review List: free sample (Tensorust LLC)

4,141 New York residence exemptions with ineligibility signals, about $3,830,027 a year in tax, by municipality.

Headline: STAR, senior, veterans and disability exemptions require that the home be the owner's primary residence, yet the 2025 New York roll carries them on homes whose tax bill goes out of state, on second homes of an owner who already claims one, and on homes owned by LLCs and corporations.

This repository is a free teaser, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has 4,141 rows and is sold by Tensorust LLC: https://tensorust.com/datasets/exemption-misclassification/.

Files here

file what it is
sample.csv 25 rows of the full file (the same sample shown on tensorust.com)
summary_by_county.csv row counts and totals by county across the full file, no entity names (groups with fewer than 3 rows are folded into "Other")

Summary by county (largest groups)

County rows Est. annual tax at stake (USD)
Erie 377 275,898
Suffolk 216 112,920
Jefferson 181 77,076
Onondaga 158 222,068
Monroe 147 198,716
Chautauqua 142 117,546
Dutchess 137 198,462
Oneida 136 126,511
Orange 123 186,504
Ulster 123 159,731
Oswego 116 108,957
Broome 109 141,539
TOTAL 4,141 3,830,027

Full table: summary_by_county.csv.

What the full file has

  • 4,141 rows
  • Key fields: county_name, municipality_name, swis_code, print_key_code, property_class, parcel_address_number, parcel_address_street, primary_owner_first_name, primary_owner_last_name, mailing_address_number
  • Parquet and CSV, a README with sources, method and limits, and the build script
  • Free 25-row sample (no personal contact data)

Coverage: 57 New York counties outside NYC that publish to the state roll dataset; one to three family homes. 2025 assessment rolls; 2024 tax rates.

Columns in the full file

column meaning
county_name County
municipality_name Municipality
swis_code SWIS code
print_key_code Parcel id
property_class NY property class (210-230 one to three family)
parcel_address_number Situs number
parcel_address_street Situs street
primary_owner_first_name Owner of record (restricted)
primary_owner_last_name Owner of record (restricted)
mailing_address_number Mailing address (restricted)
mailing_address_street Mailing address (restricted)
mailing_address_city Mailing city (restricted)
mailing_address_state Mailing state
mailing_address_zip Mailing ZIP (restricted)
full_market_value Full market value
assessment_total Total assessment
exemptions Residence exemptions on the parcel
flags dup, oos, ent
est_annual_usd Estimated yearly tax from the exemptions (USD)
flag_dup Same owner and mailing address claims a residence exemption on another home
flag_oos Tax bill mailed outside New York
flag_entity Owner is a business entity
est_3yr_lookback_usd 3 x yearly estimate

Get the full file

tier price includes
Municipality review list $1,500 Every flagged parcel in your jurisdiction with the evidence for each flag and the tax estimate, plus a method note for your board.
County review list $6,500 Every flagged parcel across the county's towns and cities, ranked by tax at stake.
Yearly re-screen $9,500 a year County edition re-run on each new roll, with cleared and new flags marked.

Email mattbusel@tensorust.com with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: https://tensorust.com/datasets/exemption-misclassification/. All datasets: https://tensorust.com/datasets/

Method and limits

Residence exemption codes 4180/4183/4185/4112 to 4116/4193 on 1 to 3 family homes. dup: the same owner name and mailing address hold a residence exemption on 2 or more parcels at different addresses (the one at the mailing address, else the most valuable, is presumed the home); 592 parcels. oos: bill mailed outside New York; 3,108 parcels. ent: owner is a business entity (trusts kept out; entities on 5+ exempt homes treated as co-ops); 467 parcels. Tax = exempt amount x school, county and municipal rates for the SWIS, converted to full value where the rate is a full-value rate.

Not a finding that any owner is ineligible: each flag is a reason to review, decided by the assessor. Never sold or shown to anyone but the deciding assessor or tax office, for its own jurisdiction; no names on the website or in the sample. Not for qui tam or private enforcement use. Tax figures are estimates.

Sources

License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/exemption-misclassification/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license.

Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com

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