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activity_year
string
lei
string
derived_msa_md
string
state_code
string
county_code
string
census_tract
string
conforming_loan_limit
string
derived_loan_product_type
string
derived_dwelling_category
string
derived_ethnicity
string
derived_race
string
derived_sex
string
action_taken
string
purchaser_type
string
preapproval
string
loan_type
string
loan_purpose
string
lien_status
string
reverse_mortgage
string
open_end_line_of_credit
string
business_or_commercial_purpose
string
loan_amount
string
loan_to_value_ratio
string
interest_rate
string
rate_spread
string
hoepa_status
string
total_loan_costs
string
total_points_and_fees
string
origination_charges
string
discount_points
string
lender_credits
string
loan_term
string
prepayment_penalty_term
string
intro_rate_period
string
negative_amortization
string
interest_only_payment
string
balloon_payment
string
other_nonamortizing_features
string
property_value
string
construction_method
string
occupancy_type
string
manufactured_home_secured_property_type
string
manufactured_home_land_property_interest
string
total_units
string
multifamily_affordable_units
string
income
string
debt_to_income_ratio
string
applicant_credit_score_type
string
co_applicant_credit_score_type
string
applicant_ethnicity_1
string
applicant_ethnicity_2
string
applicant_ethnicity_3
string
applicant_ethnicity_4
string
applicant_ethnicity_5
string
co_applicant_ethnicity_1
string
co_applicant_ethnicity_2
string
co_applicant_ethnicity_3
string
co_applicant_ethnicity_4
string
co_applicant_ethnicity_5
string
applicant_ethnicity_observed
string
co_applicant_ethnicity_observed
string
applicant_race_1
string
applicant_race_2
string
applicant_race_3
string
applicant_race_4
string
applicant_race_5
string
co_applicant_race_1
string
co_applicant_race_2
string
co_applicant_race_3
string
co_applicant_race_4
string
co_applicant_race_5
string
applicant_race_observed
string
co_applicant_race_observed
string
applicant_sex
string
co_applicant_sex
string
applicant_sex_observed
string
co_applicant_sex_observed
string
applicant_age
string
co_applicant_age
string
applicant_age_above_62
string
co_applicant_age_above_62
string
submission_of_application
string
initially_payable_to_institution
string
aus_1
string
aus_2
string
aus_3
string
aus_4
string
aus_5
string
denial_reason_1
string
denial_reason_2
string
denial_reason_3
string
denial_reason_4
string
tract_population
string
tract_minority_population_percent
string
ffiec_msa_md_median_family_income
string
tract_to_msa_income_percentage
string
tract_owner_occupied_units
string
tract_one_to_four_family_homes
string
tract_median_age_of_housing_units
string
2024
549300DD5QQUHO6PCH70
38060
AZ
04013
04013061031
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Ethnicity Not Available
Race Not Available
Sex Not Available
5
0
2
3
32
1
2
2
2
395000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
65
null
9
9
3
null
null
null
null
5
null
null
null
null
2
4
6
null
null
null
null
8
null
null
null
null
2
4
3
5
2
4
45-54
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
6566
36.72
101300
115
1398
1733
14
2024
549300DD5QQUHO6PCH70
24780
NC
37147
37147001100
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Female
1
2
2
3
1
1
2
2
2
305000.0
null
6.25
-0.304
2
5377.04
null
0.00
null
3519.35
360
null
null
2
2
2
2
345000
1
1
3
5
1
null
101
50%-60%
2
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
2
2
2
2
55-64
55-64
No
No
1
1
1
null
null
null
null
10
null
null
null
5082
27.88
84700
106
1555
2198
32
2024
549300DD5QQUHO6PCH70
29414
IN
18127
18127050602
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
455000.0
null
6.625
-0.525
2
2371.00
null
1015.00
283.50
null
360
null
null
2
2
2
2
455000
1
1
3
5
2
null
105
50%-60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
4804
17.8
91100
122
1412
1736
39
2024
549300DD5QQUHO6PCH70
17900
SC
45063
45063020706
C
Conventional:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Joint
4
0
2
1
1
1
2
2
2
135000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
3
3
5
1
null
216
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
3
null
null
null
null
3
null
null
null
null
2
2
1
2
2
2
45-54
45-54
No
No
1
1
1
null
null
null
null
10
null
null
null
2977
79.27
86300
62
734
1184
41
2024
549300DD5QQUHO6PCH70
36420
OK
40081
40081961402
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
375000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
147
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
35-44
25-34
No
No
1
1
1
null
null
null
null
10
null
null
null
4726
24.23
89100
94
1722
2135
26
2024
549300DD5QQUHO6PCH70
36740
FL
12095
12095012402
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Female
1
71
2
3
1
1
2
2
2
165000.0
null
7.125
0.782
2
9395.09
null
2311.84
1049.00
1098.53
360
null
null
2
2
2
2
165000
1
1
3
5
1
null
65
50%-60%
3
10
2
null
null
null
null
5
null
null
null
null
2
4
3
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
55-64
9999
Yes
null
1
1
1
null
null
null
null
10
null
null
null
5741
84.46
90400
57
337
878
36
2024
549300DD5QQUHO6PCH70
99999
TX
48293
48293970600
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
205000.0
null
6.75
0.051
2
5061.10
null
2392.35
342.35
568.52
360
null
null
2
2
2
2
205000
1
1
3
5
1
null
70
50%-60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
55-64
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
5546
41.06
75500
93
1310
2129
40
2024
549300DD5QQUHO6PCH70
39300
RI
44009
44009050701
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Ethnicity Not Available
White
Male
3
0
2
3
32
1
2
2
2
375000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
193
30%-<36%
3
10
3
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
45-54
9999
No
null
1
1
6
null
null
null
null
3
null
null
null
4166
8.04
113200
106
1235
1658
44
2024
549300DD5QQUHO6PCH70
99999
TX
48471
48471790302
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
105000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
73
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
55-64
55-64
Yes
No
1
1
1
null
null
null
null
10
null
null
null
7092
18.3
75500
123
1836
2487
32
2024
549300DD5QQUHO6PCH70
99999
MS
28081
28081950301
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
235000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
93
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
45-54
35-44
No
No
1
1
2
null
null
null
null
10
null
null
null
4694
12.91
64400
155
1416
1797
27
2024
549300DD5QQUHO6PCH70
31924
GA
13067
13067030261
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Joint
Black or African American
Joint
1
2
2
3
1
1
2
2
2
415000.0
null
6.625
0.035
2
1159.44
null
0.00
1048.13
1048.13
360
null
null
2
2
2
2
425000
1
1
3
5
1
null
145
50%-60%
1
1
2
null
null
null
null
1
null
null
null
null
2
2
3
5
null
null
null
6
null
null
null
null
2
2
1
2
2
2
25-34
25-34
No
No
1
1
1
null
null
null
null
10
null
null
null
3643
45.46
114000
146
894
1203
23
2024
549300DD5QQUHO6PCH70
46060
AZ
04019
04019004436
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
385000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
189
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
35-44
35-44
No
No
1
1
1
null
null
null
null
10
null
null
null
4883
28.06
90200
130
1518
1796
16
2024
549300DD5QQUHO6PCH70
42340
GA
13103
13103030301
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
2
2
3
1
1
2
2
2
445000.0
null
7.125
0.26
2
15429.51
null
0.00
null
1936.59
360
null
null
2
2
2
2
435000
1
1
3
5
1
null
160
44
2
2
2
null
null
null
null
3
null
null
null
null
2
2
5
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
35-44
35-44
No
No
1
1
1
null
null
null
null
10
null
null
null
7951
25.23
92400
137
1902
2180
15
2024
549300DD5QQUHO6PCH70
26420
TX
48339
48339694307
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Joint
1
71
2
3
1
1
2
2
2
315000.0
null
5.5
-1.315
2
5514.41
null
1896.62
9321.62
null
360
null
null
2
2
2
2
395000
1
1
3
5
1
null
120
50%-60%
1
1
2
null
null
null
null
2
null
null
null
null
2
2
3
null
null
null
null
3
null
null
null
null
2
2
1
2
2
2
>74
65-74
Yes
Yes
1
1
1
null
null
null
null
10
null
null
null
2125
15.95
97400
110
929
941
27
2024
549300DD5QQUHO6PCH70
43420
AZ
04003
04003000305
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
71
2
3
1
1
2
2
2
515000.0
null
6.25
-0.63
2
1854.02
null
0.00
3522.56
2221.86
360
null
null
2
2
2
2
515000
1
1
3
5
1
null
167
46
2
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
2
1
2
2
35-44
35-44
No
No
1
1
2
null
null
null
null
10
null
null
null
2681
14.81
70700
103
996
1540
26
2024
549300DD5QQUHO6PCH70
33460
MN
27053
27053021200
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
375000.0
null
7.125
0.502
2
12620.00
null
0.00
1180.15
942.61
360
null
null
2
2
2
2
375000
1
1
3
5
1
null
110
50%-60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
4532
24.74
123700
92
1548
1581
64
2024
549300DD5QQUHO6PCH70
26900
IN
18059
18059411000
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
4
0
2
3
1
1
2
2
2
355000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
169
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
7063
7.38
98600
131
2056
2517
35
2024
549300DD5QQUHO6PCH70
26140
FL
12017
12017450704
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
3
0
2
3
1
1
2
2
2
145000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
355000
1
1
3
5
1
null
56
20%-<30%
3
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
65-74
55-64
Yes
No
1
1
1
null
null
null
null
9
null
null
null
3208
12.72
66500
77
1453
1697
32
2024
549300DD5QQUHO6PCH70
99999
AR
05037
05037950600
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
135000.0
null
5.5
-1.078
2
8181.53
null
5134.28
5437.41
null
360
null
null
2
2
2
2
185000
1
1
3
5
1
null
67
20%-<30%
3
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
4411
22.76
64800
144
1173
1724
29
2024
549300DD5QQUHO6PCH70
14540
KY
21003
21003920300
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
American Indian or Alaska Native
Male
1
2
2
3
1
1
2
2
2
365000.0
null
5.625
-1.085
2
0.00
null
0.00
17793.75
9336.93
360
null
null
2
2
2
2
365000
1
1
3
5
1
null
103
46
3
10
2
null
null
null
null
5
null
null
null
null
2
4
1
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
5101
8.65
82500
73
1298
2045
30
2024
549300DD5QQUHO6PCH70
26900
IN
18095
18095000400
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
3
0
2
3
1
1
2
2
2
125000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
44
30%-<36%
3
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
<25
9999
No
null
1
1
2
null
null
null
null
3
null
null
null
2307
56.22
98600
40
444
1042
69
2024
549300DD5QQUHO6PCH70
48424
FL
12099
12099007813
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
White
Male
4
0
2
3
1
1
2
2
2
475000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
135
null
9
9
1
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
6915
66.38
104000
103
1737
1994
31
2024
549300DD5QQUHO6PCH70
48864
DE
10003
10003014909
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Male
3
0
2
3
32
1
2
2
2
185000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
47
>60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
3
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
55-64
9999
No
null
1
1
6
null
null
null
null
3
null
null
null
6186
74.65
111300
73
1101
1882
43
2024
549300DD5QQUHO6PCH70
48620
KS
20173
20173007102
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
225000.0
null
6.75
0.134
2
6971.39
null
0.00
null
694.85
360
null
null
2
2
2
2
215000
1
1
3
5
1
null
96
37
2
2
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
1
2
2
<25
25-34
No
No
1
1
1
null
null
null
null
10
null
null
null
4896
53.86
91200
82
653
1121
43
2024
549300DD5QQUHO6PCH70
99999
GA
13071
13071970703
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
4
0
2
3
1
1
2
2
2
155000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
59
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
55-64
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
4586
42.08
69300
107
875
1649
26
2024
549300DD5QQUHO6PCH70
36740
FL
12069
12069031315
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
555000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
201
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
35-44
35-44
No
No
1
1
2
null
null
null
null
10
null
null
null
7762
47.86
90400
87
1028
1522
18
2024
549300DD5QQUHO6PCH70
99999
TX
48147
48147950702
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
71
2
3
1
1
2
2
2
425000.0
null
6.25
-0.63
2
5113.99
null
0.00
791.48
1052.50
360
null
null
2
2
2
2
425000
1
1
3
5
1
null
184
30%-<36%
3
2
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
25-34
25-34
No
No
1
1
2
null
null
null
null
10
null
null
null
4119
22.6
75500
145
1016
1344
24
2024
549300DD5QQUHO6PCH70
17140
OH
39061
39061023800
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
2 or more minority races
Male
1
2
2
3
1
1
2
2
2
335000.0
null
7.125
0.265
2
1372.70
null
0.00
826.88
848.88
360
null
null
2
2
2
2
345000
1
1
3
5
1
null
111
>60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
3
24
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
5222
51.8
103500
101
1281
2339
67
2024
549300DD5QQUHO6PCH70
17140
OH
39025
39025041105
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
205000.0
null
6.625
0.142
2
9234.47
null
668.97
1654.46
625.00
360
null
null
2
2
2
2
205000
1
1
3
5
1
null
70
30%-<36%
2
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
6110
11.19
103500
80
1165
1450
35
2024
549300DD5QQUHO6PCH70
12054
GA
13045
13045910600
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
White
Female
4
0
2
3
1
1
2
2
2
445000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
105
null
9
9
1
11
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
65-74
9999
Yes
null
1
1
2
null
null
null
null
10
null
null
null
6061
40.24
100900
103
1552
2319
42
2024
549300DD5QQUHO6PCH70
12054
GA
13045
13045910800
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Ethnicity Not Available
Race Not Available
Joint
1
71
2
3
1
1
2
2
2
345000.0
null
6.5
0.15
2
2214.00
null
0.00
5100.00
3788.00
360
null
null
2
2
2
2
345000
1
1
3
5
1
null
94
45
3
3
3
null
null
null
null
3
null
null
null
null
2
2
6
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
45-54
35-44
No
No
1
1
1
null
null
null
null
10
null
null
null
4131
12.2
100900
68
1237
1694
36
2024
549300DD5QQUHO6PCH70
23060
IN
18003
18003000900
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
205000.0
null
6.99
0.127
2
7673.99
null
1964.24
null
509.33
360
null
null
2
2
2
2
205000
1
1
3
5
1
null
59
50%-60%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
3350
27.7
86900
55
738
1328
75
2024
549300DD5QQUHO6PCH70
39580
NC
37101
37101040207
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Male
4
0
2
3
1
1
2
2
2
695000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
119
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
3
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
55-64
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
12721
30.31
122300
120
3027
3568
14
2024
549300DD5QQUHO6PCH70
29340
LA
22019
22019003200
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Female
5
0
2
3
32
1
2
2
2
315000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
68
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
65-74
9999
Yes
null
1
1
2
null
null
null
null
10
null
null
null
2076
17.05
83100
99
491
924
22
2024
549300DD5QQUHO6PCH70
99999
KY
21005
21005950400
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
4
0
2
3
32
1
2
2
2
285000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
121
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
45-54
9999
No
null
1
1
6
null
null
null
null
10
null
null
null
2848
6.32
66100
127
821
1065
36
2024
549300DD5QQUHO6PCH70
16940
WY
56021
56021000503
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
325000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
92
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
25-34
<25
No
No
1
1
1
null
null
null
null
10
null
null
null
4875
30.34
95400
96
1807
2059
53
2024
549300DD5QQUHO6PCH70
48620
KS
20173
20173005502
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
215000.0
null
6.25
-0.306
2
10406.02
null
3956.27
2609.11
549.06
360
null
null
2
2
2
2
215000
1
1
3
5
1
null
81
38
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
5574
17.13
91200
100
1857
2472
52
2024
549300DD5QQUHO6PCH70
17820
CO
08041
08041001800
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Race Not Available
Joint
5
0
2
3
32
1
2
2
2
405000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
153
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
6
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
45-54
45-54
No
No
1
1
6
null
null
null
null
10
null
null
null
1967
19.78
103700
114
746
1008
79
2024
549300DD5QQUHO6PCH70
99999
IL
17187
17187870200
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
205000.0
null
6.75
-0.043
2
3268.25
null
2458.00
458.00
460.00
360
null
null
2
2
2
2
215000
1
1
3
5
1
null
107
41
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
45-54
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
2573
6.1
82800
92
793
1139
67
2024
549300DD5QQUHO6PCH70
13740
MT
30111
30111001805
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Female
1
2
2
3
1
1
2
2
2
345000.0
null
7.25
0.409
2
2435.90
null
652.00
1725.00
1317.44
360
null
null
2
2
2
2
345000
1
1
3
5
1
null
167
47
3
1
2
null
null
null
null
3
null
null
null
null
2
2
5
null
null
null
null
6
null
null
null
null
2
2
2
3
2
2
55-64
55-64
Yes
No
1
1
1
null
null
null
null
10
null
null
null
3534
8.72
100000
99
828
1121
21
2024
549300DD5QQUHO6PCH70
16984
IL
17031
17031804805
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
375000.0
null
6.125
-0.575
2
5534.00
null
2648.75
236.25
3297.50
360
null
null
2
2
2
2
435000
1
1
3
5
1
null
109
30%-<36%
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
6860
38.41
109800
108
2109
2470
46
2024
549300DD5QQUHO6PCH70
47260
VA
51740
51740210200
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
Black or African American
Male
1
71
2
3
1
1
2
2
2
245000.0
null
5.5
-0.664
2
14465.57
null
8315.90
10353.44
2838.19
360
null
null
2
2
2
2
235000
1
1
3
5
1
null
68
50%-60%
2
10
1
12
null
null
null
5
null
null
null
null
2
4
3
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
2119
42.57
100900
80
618
1172
0
2024
549300DD5QQUHO6PCH70
10500
GA
13095
13095000501
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
3
0
2
3
1
1
2
2
2
325000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
143
38
1
2
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
45-54
45-54
No
No
1
1
1
null
null
null
null
9
null
null
null
4643
66.1
64500
134
976
1793
28
2024
549300DD5QQUHO6PCH70
13900
ND
38015
38015011101
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Ethnicity Not Available
Race Not Available
Male
3
0
2
3
1
1
2
2
2
115000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
51
44
1
10
3
null
null
null
null
5
null
null
null
null
2
4
6
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
9
null
null
null
5630
16.29
108500
103
1846
1860
29
2024
549300DD5QQUHO6PCH70
99999
KY
21073
21073071200
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
185000.0
null
7.25
0.17
2
1042.24
null
0.00
2195.12
1429.05
360
null
null
2
2
2
2
185000
1
1
3
5
1
null
52
44
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
2895
21.24
66100
79
540
1350
60
2024
549300DD5QQUHO6PCH70
17140
OH
39061
39061005301
C
Conventional:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
3
0
2
1
1
1
2
2
2
485000.0
80
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
294
20%-<30%
1
1
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
25-34
25-34
No
No
1
1
1
null
null
null
null
7
null
null
null
3349
19.32
103500
147
760
1187
63
2024
549300DD5QQUHO6PCH70
40484
NH
33015
33015003400
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Race Not Available
Joint
1
71
2
3
1
1
2
2
2
225000.0
null
6.75
-0.106
2
8663.12
null
1977.62
561.83
2100.11
360
null
null
2
2
2
2
225000
1
1
3
5
1
null
81
36
3
3
2
null
null
null
null
2
null
null
null
null
2
2
6
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
>74
>74
Yes
Yes
1
1
2
null
null
null
null
10
null
null
null
5735
13.18
138600
67
1266
1410
44
2024
549300DD5QQUHO6PCH70
31140
KY
21029
21029021104
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
White
Male
4
0
2
3
1
1
2
2
2
455000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
163
null
9
9
1
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
4625
9.95
92600
85
1480
1809
22
2024
549300DD5QQUHO6PCH70
37340
FL
12009
12009071343
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
71
2
3
1
1
2
2
2
345000.0
null
6.25
0.352
2
11076.37
null
7199.87
3709.87
713.00
360
null
null
2
2
2
2
355000
1
1
3
5
1
null
103
37
1
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
45-54
35-44
No
No
1
1
2
null
null
null
null
10
null
null
null
3954
47.93
99700
100
1146
1513
19
2024
549300DD5QQUHO6PCH70
29180
LA
22001
22001960700
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
2
2
3
1
1
2
2
2
165000.0
null
7.125
0.479
2
4764.96
null
0.00
null
572.54
360
null
null
2
2
2
2
155000
1
1
3
5
1
null
65
38
3
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
<25
<25
No
No
1
1
1
null
null
null
null
10
null
null
null
3728
49.79
82000
57
967
1899
44
2024
549300DD5QQUHO6PCH70
16740
NC
37119
37119005531
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Black or African American
Male
1
2
2
3
1
1
2
2
2
385000.0
null
6.75
-0.108
2
3449.54
null
1694.40
714.40
null
360
null
null
2
2
2
2
385000
1
1
3
5
1
null
208
44
1
10
2
null
null
null
null
5
null
null
null
null
2
4
3
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
5678
79.5
100300
119
1306
1613
17
2024
549300DD5QQUHO6PCH70
47664
MI
26099
26099223500
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
2
2
3
1
1
2
2
2
395000.0
null
6.25
-0.323
2
11130.62
null
8487.29
5984.75
1339.35
360
null
null
2
2
2
2
485000
1
1
3
5
1
null
141
37
3
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
25-34
25-34
No
No
1
1
1
null
null
null
null
10
null
null
null
1729
10.35
109700
89
646
698
25
2024
549300DD5QQUHO6PCH70
26620
AL
01089
01089001301
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
225000.0
null
6.75
-0.231
2
5502.00
null
0.00
1868.57
574.59
360
null
null
2
2
2
2
225000
1
1
3
5
1
null
63
38
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
3574
80.08
113600
42
275
1007
39
2024
549300DD5QQUHO6PCH70
33500
ND
38101
38101010500
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
225000.0
null
6.625
0.144
2
6707.65
null
0.00
null
941.95
360
null
null
2
2
2
2
235000
1
1
3
5
1
null
78
48
3
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
5397
13.95
106800
110
1772
2182
43
2024
549300DD5QQUHO6PCH70
26620
AL
01089
01089010631
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
2
2
3
1
1
2
2
2
345000.0
null
6.625
-0.311
2
1319.75
null
0.00
null
987.50
360
null
null
2
2
2
2
395000
1
1
3
5
1
null
185
20%-<30%
2
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
4782
37.58
113600
173
1490
1584
16
2024
549300DD5QQUHO6PCH70
34940
FL
12021
12021010907
NC
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Joint
Joint
4
0
2
3
1
1
2
2
2
1285000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
196
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
1
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
35-44
25-34
No
No
1
1
1
null
null
null
null
10
null
null
null
2887
12.57
104300
91
1299
1785
28
2024
549300DD5QQUHO6PCH70
39460
FL
12015
12015020602
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
4
0
2
3
1
1
2
2
2
295000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
62
null
9
9
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
<25
<25
No
No
1
1
2
null
null
null
null
10
null
null
null
3452
21.93
77900
71
1112
1836
50
2024
549300DD5QQUHO6PCH70
29200
IN
18015
18015959500
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Female
4
0
2
3
1
1
2
2
2
305000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
108
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
45-54
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
2563
7.18
83100
89
990
1932
53
2024
549300DD5QQUHO6PCH70
41740
CA
06073
06073003101
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
Asian
Male
5
0
2
3
32
1
2
2
2
775000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
215
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
26
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
45-54
9999
No
null
1
1
6
null
null
null
null
10
null
null
null
3919
93.39
119500
63
929
1179
65
2024
549300DD5QQUHO6PCH70
32580
TX
48215
48215020734
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
Race Not Available
Male
3
0
2
3
31
1
2
2
2
285000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
161
20%-<30%
3
10
1
11
null
null
null
5
null
null
null
null
2
4
6
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
65-74
9999
Yes
null
1
1
6
null
null
null
null
7
null
null
null
3245
91
57300
175
717
937
28
2024
549300DD5QQUHO6PCH70
37340
FL
12009
12009065024
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
4
0
2
3
1
1
2
2
2
445000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
183
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
6450
30.48
99700
120
2330
2705
16
2024
549300DD5QQUHO6PCH70
42200
CA
06083
06083002808
C
FHA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Female
4
0
2
2
1
1
2
2
2
565000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
122
null
9
9
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
55-64
9999
No
null
1
1
6
null
null
null
null
10
null
null
null
7314
41.84
119100
102
2126
2534
49
2024
549300DD5QQUHO6PCH70
17300
TN
47125
47125101502
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
1
71
2
3
1
1
2
2
2
545000.0
null
5.5
-1.21
2
3052.00
null
0.00
16913.70
1407.20
360
null
null
2
2
2
2
545000
1
1
3
5
1
null
117
50%-60%
3
3
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
5
null
null
null
null
2
2
1
2
2
2
45-54
45-54
No
No
1
1
2
null
null
null
null
10
null
null
null
4171
17.24
85000
122
1278
1876
28
2024
549300DD5QQUHO6PCH70
46060
AZ
04019
04019004043
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Ethnicity Not Available
Race Not Available
Joint
4
0
2
3
32
1
2
2
2
475000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
173
null
9
9
3
null
null
null
null
3
null
null
null
null
2
2
6
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
55-64
45-54
Yes
No
1
1
6
null
null
null
null
10
null
null
null
3989
34.19
90200
132
1246
1576
28
2024
549300DD5QQUHO6PCH70
41140
MO
29021
29021001600
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
195000.0
null
6.5
-0.72
2
84.00
null
0.00
1399.01
1.20
360
null
null
2
2
2
2
205000
1
1
3
5
1
null
59
38
1
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
65-74
9999
Yes
null
1
1
2
null
null
null
null
10
null
null
null
2556
19.17
81500
84
858
1142
62
2024
549300DD5QQUHO6PCH70
11694
VA
51153
51153901221
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Joint
3
0
2
3
32
1
2
2
2
385000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
80
>60%
1
1
2
null
null
null
null
2
null
null
null
null
2
2
5
null
null
null
null
6
null
null
null
null
2
2
1
2
2
2
55-64
65-74
No
Yes
1
1
6
null
null
null
null
7
null
null
null
5646
56.52
164200
83
1490
1562
33
2024
549300DD5QQUHO6PCH70
31924
GA
13015
13015960203
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Not Hispanic or Latino
White
Male
1
71
2
3
1
1
2
2
2
305000.0
null
7.125
0.184
2
5452.90
null
3289.15
4767.15
762.50
360
null
null
2
2
2
2
305000
1
1
3
5
1
null
95
43
2
10
2
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
1
5
2
4
35-44
9999
No
null
1
1
2
null
null
null
null
10
null
null
null
4660
15.04
114000
62
1239
1647
27
2024
549300DD5QQUHO6PCH70
21340
TX
48141
48141010329
C
VA:First Lien
Single Family (1-4 Units):Site-Built
Hispanic or Latino
White
Female
4
0
2
3
1
1
2
2
2
235000.0
null
null
null
3
null
null
null
null
null
360
null
null
2
2
2
2
null
1
1
3
5
1
null
74
null
9
9
1
null
null
null
null
5
null
null
null
null
2
4
5
null
null
null
null
8
null
null
null
null
2
4
2
5
2
4
25-34
9999
No
null
1
1
1
null
null
null
null
10
null
null
null
5419
95.04
63100
97
1002
1479
17
End of preview. Expand in Data Studio

HMDA 2024 (Home Mortgage Disclosure Act)

Full-year 2024 loan application register (LAR) data released under the Home Mortgage Disclosure Act (HMDA), re-published here as a single Parquet file for convenient loading with the datasets library.

Dataset summary

  • Rows: 12,229,298 loan application records
  • Columns: 99 (the full public LAR field set — property, applicant, underwriting, and pricing information)
  • Format: Parquet (hmda_2024.parquet)
  • Source: Consumer Financial Protection Bureau (CFPB) HMDA Data Browser — unmodified public loan-level data for the 2024 activity year.

This dataset is a straight re-publication of CFPB's public HMDA LAR file for 2024, provided here for reproducibility of the analysis in retrogradespace/HMDA_2024_MortgageProfiles, an exploratory look at mortgage approval and pricing differences by derived characteristics.

Usage

from datasets import load_dataset

dataset = load_dataset("retrogradespace/hmda_2024", split="train")

Key columns

A curated subset of commonly used fields (see the full HMDA field list in the CFPB HMDA documentation for the remaining columns):

Column Description
derived_sex Applicant sex category as reported in HMDA
derived_ethnicity Applicant ethnicity category as reported in HMDA
derived_race Applicant race category as reported in HMDA
loan_to_value_ratio Loan-to-value ratio
debt_to_income_ratio Debt-to-income ratio
rate_spread Rate spread value
interest_rate Interest rate value
loan_amount Loan amount
occupancy_type Occupancy type of the property
loan_type Loan type
loan_purpose Loan purpose
action_taken Action taken on the application

Values may include categories such as Not Available or Joint and may need filtering before analysis. Review the official HMDA field documentation for full definitions and any changes across reporting years.

License

This dataset consists of unmodified public government data (HMDA data made available by the CFPB) and is released here under CC0 1.0 Universal (public domain), matching the license of the companion analysis code.

Citation

Retrograde Space. (2024). HMDA 2024. Hugging Face Datasets. https://huggingface.co/datasets/retrogradespace/hmda_2024

Original data: Consumer Financial Protection Bureau, Home Mortgage Disclosure Act (HMDA) data, 2024.

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