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Datasets:
sanjeevafk
/
indian-banking-tax-profiles-2025

Languages:
English
Size:
10K<n<100K
Tags:
financial-data
banking-transactions
upi-payments
tax-profiles
india
License:
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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 8 new columns ({'transaction_id', 'user_id', 'type', 'category', 'amount', 'narration', 'date', 'payment_mode'}) and 21 missing columns ({'raw_annual_debits', 'tax_shield_ratio', 'salary_inflow_ratio', 'log_avg_ticket_size', 'upi_velocity_index', 'bonus_lump_sum_ratio', 'fixed_obligation_ratio', 'account_number', 'monthly_credit_cv', 'monthly_burn_rate', 'raw_annual_credits', 'total_transactions', 'log_annual_credit', 'bank_name', 'net_savings_ratio', 'log_annual_debit', 'salary_regularity_score', 'discretionary_ratio', 'capital_gains_flux', 'micro_spend_density', 'investment_ratio'}).

This happened while the csv dataset builder was generating data using

hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025/synthetic_transactions.csv (at revision d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685), ['hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/real_user_profiles_agami.csv', 'hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/synthetic_transactions.csv', 'hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/user_profiles.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
              transaction_id: string
              user_id: int64
              date: string
              amount: double
              type: string
              category: string
              narration: string
              payment_mode: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1206
              to
              {'log_annual_credit': Value('float64'), 'log_annual_debit': Value('float64'), 'net_savings_ratio': Value('float64'), 'monthly_burn_rate': Value('float64'), 'salary_inflow_ratio': Value('float64'), 'monthly_credit_cv': Value('float64'), 'salary_regularity_score': Value('float64'), 'bonus_lump_sum_ratio': Value('float64'), 'investment_ratio': Value('float64'), 'fixed_obligation_ratio': Value('float64'), 'discretionary_ratio': Value('float64'), 'tax_shield_ratio': Value('float64'), 'upi_velocity_index': Value('float64'), 'micro_spend_density': Value('float64'), 'log_avg_ticket_size': Value('float64'), 'capital_gains_flux': Value('float64'), 'account_number': Value('int64'), 'bank_name': Value('string'), 'total_transactions': Value('int64'), 'raw_annual_credits': Value('float64'), 'raw_annual_debits': Value('float64')}
              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 8 new columns ({'transaction_id', 'user_id', 'type', 'category', 'amount', 'narration', 'date', 'payment_mode'}) and 21 missing columns ({'raw_annual_debits', 'tax_shield_ratio', 'salary_inflow_ratio', 'log_avg_ticket_size', 'upi_velocity_index', 'bonus_lump_sum_ratio', 'fixed_obligation_ratio', 'account_number', 'monthly_credit_cv', 'monthly_burn_rate', 'raw_annual_credits', 'total_transactions', 'log_annual_credit', 'bank_name', 'net_savings_ratio', 'log_annual_debit', 'salary_regularity_score', 'discretionary_ratio', 'capital_gains_flux', 'micro_spend_density', 'investment_ratio'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025/synthetic_transactions.csv (at revision d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685), ['hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/real_user_profiles_agami.csv', 'hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/synthetic_transactions.csv', 'hf://datasets/sanjeevafk/indian-banking-tax-profiles-2025@d4fb78759dbb15a35e86cd5bd3fd0e5f6ce5b685/user_profiles.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.

log_annual_credit
float64
log_annual_debit
float64
net_savings_ratio
float64
monthly_burn_rate
float64
salary_inflow_ratio
float64
monthly_credit_cv
float64
salary_regularity_score
float64
bonus_lump_sum_ratio
float64
investment_ratio
float64
fixed_obligation_ratio
float64
discretionary_ratio
float64
tax_shield_ratio
float64
upi_velocity_index
float64
micro_spend_density
float64
log_avg_ticket_size
float64
capital_gains_flux
float64
account_number
int64
bank_name
string
total_transactions
int64
raw_annual_credits
float64
raw_annual_debits
float64
19.6348
19.6758
-0.0418
1.0418
0.4854
0.0835
0.25
0
0
0.0415
0
0
0.1282
0
14.6057
0.0011
10,808,517,005
UNITY NATIONAL BANK
312
336,743,382.08
350,816,479.96
14.3061
14.5428
-0.2671
1.2671
0.5115
1.1478
0.6667
0
0
0
0
0
0.141
0.0002
9.3817
0
11,447,241,261
Trustmark Bank
312
1,633,303.2
2,069,536.86
17.9523
17.9115
0.0399
0.9601
0.3693
0.6367
0.25
0.177
0
0
0
0
0.1375
0
13.5501
0.0002
11,471,507,452
UNITY NATIONAL BANK
160
62,598,414.86
60,099,183.57
16.8752
16.8934
-0.0184
1.0184
0.5682
0.3993
0.25
0
0
0.021
0
0.0002
0.125
0
12.4535
0
12,202,795,223
HERITAGE BANK LIMITED
168
21,320,766.81
21,713,051.45
17.1994
17.0298
0.156
0.844
0.533
0.1292
0.25
0
0
0.0053
0
0
0.1481
0
12.7238
0
12,305,639,216
PROSPERITY BANK LIMITED
162
29,486,102.84
24,886,818.59
17.2668
17.2849
-0.0183
1.0183
0.6345
1.064
0.8333
0
0
0.0047
0
0.0001
0.1446
0
12.1639
0.0016
12,878,101,014
Paramount Banking Corporation
332
31,541,400.76
32,118,116.88
17.4629
17.5022
-0.04
1.04
0.4621
1.4028
0.8333
0
0
0.0146
0
0
0.1242
0
12.4014
0.0017
13,598,629,960
Cornerstone Bank of India
322
38,375,967.48
39,912,903.34
16.2124
16.2654
-0.0544
1.0544
0.5837
0.9593
0.75
0
0
0
0
0
0.1313
0
11.1641
0.0018
14,122,077,088
Synergy Bank Limited
320
10,988,756
11,586,748.84
17.7439
17.7612
-0.0174
1.0174
0.6191
1.2228
0.5833
0
0
0
0
0
0.097
0
12.6466
0
14,654,775,355
Trustmark Bank
330
50,822,916.36
51,709,711.58
16.3941
16.3678
0.0259
0.9741
0.3601
0.6623
0.25
0
0
0.0163
0
0
0.1111
0
11.9866
0.0014
14,765,922,344
PARAMOUNT BANKING CORPORATION
162
13,178,560.25
12,836,645.13
17.2405
17.2667
-0.0266
1.0266
0.3632
0.6194
0.25
0
0
0.0221
0
0
0.0843
0
12.8348
0.0021
14,810,748,746
SYNERGY BANK LIMITED
166
30,720,939.47
31,539,358.14
17.6032
17.5312
0.0694
0.9306
0.261
0.4711
0.25
0
0
0.0147
0
0
0.0988
0
13.1734
0
14,881,785,352
METROPOLITAN BANK
162
44,152,619.73
41,087,401.92
16.1944
16.3573
-0.1769
1.1769
0.7692
1.6974
0.8333
0.366
0
0.0003
0
0.0003
0.0943
0
11.2102
0
16,012,081,629
Prosperity Bank Limited
318
10,792,809
12,701,934.94
18.4006
18.4016
-0.001
1.001
0.4182
0.83
0.25
0
0
0.0076
0
0
0.0932
0
14.0129
0.0024
16,326,761,553
ROYAL COMMERCE BANK
161
98,016,654.2
98,113,685.41
16.0317
16.1078
-0.0792
1.0792
0.7989
1.5759
0.9167
0
0
0.0143
0
0.0004
0.1083
0
11.0142
0
16,458,699,767
Paramount Banking Corporation
314
9,171,859.04
9,898,032.92
16.6308
16.6607
-0.0304
1.0304
0.4902
0.2944
0.25
0
0
0.0092
0
0
0.0988
0
12.2514
0.0007
17,070,262,016
CITADEL BANK OF INDIA
162
16,697,959.82
17,205,234.61
16.9196
16.8804
0.0384
0.9616
0.7418
1.2254
0.5833
0
0
0.0003
0
0.0002
0.0964
0
11.7882
0
17,646,731,106
Milestone Banking Solutions
332
22,288,183.82
21,432,193.88
18.796
18.8078
-0.0118
1.0118
0.325
0.077
0.25
0
0
0
0
0
0.1024
0
14.3831
0.0007
17,809,366,258
PROGRESSIVE NATIONAL BANK
166
145,552,336.21
147,275,674.13
18.6655
18.6145
0.0498
0.9502
0.401
0.5432
0.25
0
0
0
0
0
0.1258
0
14.2646
0.0004
19,231,389,954
PARAMOUNT BANKING CORPORATION
159
127,743,679.47
121,386,308.49
20.9759
20.9734
0.0025
0.9975
0.4995
0.8306
0.25
0
0
0.0023
0.001
0
0.0859
0
15.8809
0
19,571,944,444
ZENITH BANK OF INDIA
326
1,287,435,904.3
1,284,224,170.62
17.2456
17.2657
-0.0204
1.0204
0.6178
1.8805
0.9167
0
0
0
0
0
0.1615
0
12.1743
0.0007
19,772,027,205
Velocity Banking Corporation
322
30,878,173.16
31,506,729.1
17.3262
17.3477
-0.0218
1.0218
0.5016
1.1116
0.8333
0
0
0.0063
0
0
0.152
0
12.1954
0
20,590,572,906
Velocity Banking Corporation
342
33,471,358.46
34,200,411.44
17.4187
17.4555
-0.0375
1.0375
0.4086
0.6305
0.25
0
0
0
0
0
0.1083
0
12.381
0.0008
20,958,186,436
INDUSBANK LIMITED
314
36,713,463
38,089,553.6
19.2611
19.2668
-0.0057
1.0057
0.27
0.1291
0.25
0
0
0.0172
0
0.0001
0.1429
0
14.14
0.0003
20,991,457,357
INDUSBANK LIMITED
336
231,740,042.74
233,065,409.88
17.6117
17.6532
-0.0424
1.0424
0.3526
0.2465
0.25
0
0
0.0304
0
0
0.1474
0
13.276
0
21,831,182,025
HERITAGE BANK LIMITED
156
44,532,044.87
46,419,308.62
18.4056
18.445
-0.0402
1.0402
0.2589
0.5157
0.25
0
0
0.0095
0
0
0.1235
0
14.031
0.0079
22,016,692,575
PROGRESSIVE NATIONAL BANK
162
98,500,672.52
102,457,153.85
17.035
17.0902
-0.0568
1.0568
0.6549
1.8452
0.75
0
0
0.0197
0
0
0.0909
0
11.9571
0
22,079,126,167
Zenith Bank of India
330
25,015,762.26
26,435,811.5
18.9355
18.9763
-0.0416
1.0416
0.2636
0.3271
0.25
0
0
0.0054
0
0
0.0949
0
13.8935
0.0019
22,643,911,066
PROSPERITY BANK LIMITED
316
167,335,190.48
174,302,864.02
17.505
17.5208
-0.0159
1.0159
0.558
0.9423
1
0
0
0.0045
0
0
0.1463
0
12.413
0
22,809,696,940
Prosperity Bank Limited
328
40,023,251.5
40,661,181.42
18.557
18.4423
0.1083
0.8917
0.3697
0.4128
0.25
0
0
0.0067
0
0
0.0409
0
13.3596
0.0025
23,045,836,964
PROGRESSIVE NATIONAL BANK
342
114,599,546.4
102,190,538.12
16.7196
16.7133
0.0063
0.9937
0.5939
1.51
0.75
0
0
0
0
0
0.1195
0
11.6476
0
23,628,882,378
Milestone Banking Solutions
318
18,249,178.98
18,134,438.54
18.0401
18.0738
-0.0342
1.0342
0.3584
0.584
0.25
0
0
0
0
0
0.0932
0
12.9757
0.0004
23,908,718,914
UNITY NATIONAL BANK
322
68,347,046.94
70,686,603.12
16.5036
16.4947
0.0089
0.9911
0.5006
1.4694
0.5833
0
0
0.0141
0
0
0.1341
0
11.3993
0.0021
24,803,708,563
Prosperity Bank Limited
328
14,703,424.26
14,572,647.26
17.6204
17.6375
-0.0172
1.0172
0.541
1.3265
0.8333
0
0
0.0094
0
0
0.131
0
12.505
0
25,917,303,966
Velocity Banking Corporation
336
44,921,387.6
45,694,281.18
18.1287
18.1419
-0.0133
1.0133
0.6931
0.6897
0.5833
0
0
0.0037
0
0
0.1582
0
13.0727
0
26,530,104,061
Zenith Bank of India
316
74,677,970.46
75,667,816.9
18.4262
18.4412
-0.0151
1.0151
0.3606
0.2695
0.25
0.2431
0
0
0
0
0.1887
0
14.058
0.0037
27,149,236,267
UNITY NATIONAL BANK
159
100,558,406.34
102,074,434.39
18.9031
18.8998
0.0033
0.9967
0.3831
2.0001
0.9167
0
0
0.0039
0
0
0.0854
0
13.8016
0.0005
27,432,086,127
Citadel Bank of India
328
162,005,226.2
161,466,478.58
16.478
16.4497
0.0279
0.9721
0.4904
1.4909
0.9167
0
0
0.0384
0
0
0.0756
0
11.3164
0
28,326,369,767
Prosperity Bank Limited
344
14,331,209.02
13,931,605.36
17.4606
17.5126
-0.0534
1.0534
0.4872
0.6527
0.25
0.1927
0
0.0159
0
0.0001
0.1
0
13.0443
0.0007
28,418,326,200
TRUSTMARK BANK
170
38,286,093.59
40,330,422.11
17.0953
16.9482
0.1369
0.8631
0.4088
1.5227
0.75
0
0
0.0207
0
0
0.1173
0
11.9369
0.0013
28,579,606,781
Unity National Bank
324
26,571,369.52
22,934,974.78
17.4803
17.5067
-0.0267
1.0267
0.4642
1.3075
0.8333
0
0
0.0096
0
0.0002
0.122
0
12.3937
0
29,429,783,003
Prosperity Bank Limited
328
39,049,048.56
40,091,226.64
17.9448
17.9927
-0.0491
1.0491
0.5947
1.8088
0.8333
0
0
0
0
0
0.1019
0
12.9128
0
30,330,738,461
IndusBank Limited
314
62,132,250.56
65,182,233.28
17.7186
17.744
-0.0257
1.0257
0.4866
1.9464
0.6667
0
0
0.0014
0
0
0.0955
0
12.6751
0
30,438,140,548
Velocity Banking Corporation
314
49,556,538.32
50,827,885.42
16.5847
16.4593
0.1179
0.8821
0.3579
1.379
0.8333
0
0
0
0
0
0.1572
0
11.4551
0
30,688,915,576
Metropolitan Bank
318
15,945,726.6
14,066,209.04
16.1504
16.0746
0.073
0.927
0.5807
1.8455
0.8333
0
0
0
0
0
0.1062
0
11.0381
0
31,205,880,445
Royal Commerce Bank
320
10,328,667.54
9,574,328.18
18.1201
18.1235
-0.0034
1.0034
0.6012
0.4917
0.25
0.3257
0
0
0
0
0.1338
0
13.7587
0.0015
31,756,224,809
PROSPERITY BANK LIMITED
157
74,038,765.08
74,289,171.18
19.5929
19.5668
0.0258
0.9742
0.3906
0.0582
0.25
0
0
0.0123
0
0
0.0602
0
14.4679
0
32,365,443,600
HERITAGE BANK LIMITED
332
322,906,468.78
314,584,681.46
16.5885
16.6067
-0.0184
1.0184
0.5171
1.3816
0.9167
0
0
0.0097
0
0.0002
0.1447
0
11.5287
0
32,777,244,028
Metropolitan Bank
318
16,005,779.54
16,300,422.7
17.6249
17.443
0.1663
0.8337
0.6301
1.0956
0.75
0
0
0.0126
0
0.0003
0.1394
0
12.4322
0.001
32,876,875,052
Zenith Bank of India
330
45,124,035.5
37,618,664.88
18.7054
18.7268
-0.0216
1.0216
0.5514
0.0804
0.25
0
0
0.0147
0
0
0.1566
0
14.2973
0.0014
32,902,987,530
CORNERSTONE BANK OF INDIA
166
132,932,515.14
135,810,243.42
19.0037
19.046
-0.0432
1.0432
0.597
1.346
0.9167
0
0
0
0
0
0.1529
0
13.9688
0
33,326,806,934
Unity National Bank
314
179,144,944.82
186,890,395.6
18.9332
18.9201
0.013
0.987
0.4327
0.3739
0.25
0
0
0
0
0
0.1139
0
14.5572
0.0005
33,812,359,982
HERITAGE BANK LIMITED
158
166,949,783.69
164,771,804.16
18.6259
18.5946
0.0308
0.9692
0.2787
0.6704
0.25
0
0
0
0
0.0001
0.1266
0
13.5478
0
34,068,224,171
INDUSBANK LIMITED
316
122,773,541.98
118,997,957.4
16.4754
16.5639
-0.0925
1.0925
0.3649
1.1179
0.8333
0
0
0.0073
0
0
0.1152
0
11.4147
0
34,724,033,396
IndusBank Limited
330
14,294,094.56
15,616,789.42
18.4206
18.3467
0.0713
0.9287
0.3535
0.389
0.25
0
0
0.0093
0
0.0001
0.1131
0
13.9535
0.0027
35,138,592,445
CORNERSTONE BANK OF INDIA
168
99,995,835.06
92,871,002.68
19.096
19.0857
0.0102
0.9898
0.5607
0.3412
0.25
0.2011
0
0
0.0245
0
0.1472
0
14.6903
0.002
35,241,427,512
METROPOLITAN BANK
163
196,461,187.23
194,461,601.45
15.1249
15.0187
0.1007
0.8993
0.2122
1.3751
0.9167
0
0
0.0267
0
0.0021
0.1294
0
9.9374
0
35,522,670,848
Velocity Banking Corporation
340
3,703,746.46
3,330,674
17.6188
17.7174
-0.1036
1.1036
0.3779
0.1658
0.25
0
0
0
0
0
0.0897
0
13.3126
0.0008
36,606,732,752
INDUSBANK LIMITED
156
44,847,766.06
49,493,909.21
19.387
19.4073
-0.0205
1.0205
0.3548
0.4172
0.25
0
0
0.045
0
0
0.1346
0
15.0405
0.0002
36,647,942,606
HERITAGE BANK LIMITED
156
262,833,857.52
268,223,379.05
17.6859
17.7198
-0.0345
1.0345
0.4874
0.884
0.8333
0
0
0.0047
0
0
0.1529
0
12.6468
0
37,186,125,578
Heritage Bank Limited
314
47,961,400.58
49,616,902.38
17.1056
17.1499
-0.0453
1.0453
0.4453
1.626
0.75
0
0
0.0341
0
0
0.1212
0
12.0221
0.004
38,441,805,277
Paramount Banking Corporation
330
26,846,222.44
28,061,488.92
15.8829
15.9013
-0.0186
1.0186
0.368
1.341
0.6667
0
0
0
0
0
0.098
0
10.8617
0
39,454,357,357
Citadel Bank of India
306
7,904,236.62
8,051,289.02
17.2627
17.4163
-0.1659
1.1659
0.3975
0.099
0.25
0
0
0.0127
0
0
0.15
0
12.9604
0.0035
40,000,246,936
PARAMOUNT BANKING CORPORATION
160
31,413,415.57
36,626,404.71
18.2496
18.2898
-0.0411
1.0411
0.4899
0.4147
0.25
0
0
0
0
0
0.1538
0
13.9132
0.0002
40,346,983,264
PROGRESSIVE NATIONAL BANK
156
84,272,387.2
87,733,197.78
18.6618
18.6864
-0.0249
1.0249
0.3749
0.1838
0.25
0
0
0.0136
0
0
0.0988
0
14.2797
0
41,861,926,355
ZENITH BANK OF INDIA
162
127,262,802.47
130,436,309.45
17.6795
17.7156
-0.0367
1.0367
0.4801
1.159
0.9167
0
0
0.0001
0
0.0001
0.0859
0
12.6039
0
41,894,697,953
Cornerstone Bank of India
326
47,654,008.72
49,404,729.32
16.854
16.8662
-0.0123
1.0123
0.5282
1.5657
0.8333
0
0
0.0092
0
0.0004
0.0756
0
11.7126
0
42,030,628,886
Metropolitan Bank
344
20,873,792.5
21,130,203.52
18.3127
18.3058
0.0069
0.9931
0.5554
0.9872
0.8333
0
0
0.0066
0
0
0.0683
0
13.2278
0.0013
42,146,130,224
Royal Commerce Bank
322
89,761,988.18
89,144,953.78
16.8161
16.8612
-0.0462
1.0462
0.5197
1.5096
0.8333
0
0
0
0
0
0.1667
0
11.7149
0.0021
42,629,316,013
Prosperity Bank Limited
336
20,096,609.82
21,024,848.94
17.1396
17.1872
-0.0487
1.0487
0.5261
1.3027
0.8333
0
0
0
0
0
0.0745
0
12.0823
0
43,021,457,839
Citadel Bank of India
322
27,774,616.92
29,126,797.02
18.2381
18.2199
0.018
0.982
0.773
1.0356
0.6667
0
0
0
0
0
0.1437
0
13.1538
0
43,435,427,973
Cornerstone Bank of India
320
83,309,146.66
81,808,045
18.8426
18.856
-0.0135
1.0135
0.707
1.5923
0.75
0
0
0.0053
0
0
0.0833
0
13.7995
0
43,757,578,572
Trustmark Bank
312
152,490,828.9
154,545,239.16
17.1628
17.2199
-0.0587
1.0587
0.6664
1.0879
0.75
0
0
0.0005
0
0.0005
0.1313
0
12.1166
0
44,790,182,329
Prosperity Bank Limited
320
28,425,937.42
30,094,413.04
18.6241
18.6676
-0.0444
1.0444
0.3386
0.0366
0.25
0
0
0
0
0
0.1474
0
14.2894
0.0053
44,826,835,244
INDUSBANK LIMITED
156
122,564,541.45
128,005,364.83
17.9299
17.6483
0.2454
0.7546
0.5801
0.9226
0.25
0.3314
0
0.0206
0
0
0.1166
0
13.3984
0.0053
45,433,700,303
PROSPERITY BANK LIMITED
163
61,214,719.79
46,193,149.42
18.9046
18.9101
-0.0055
1.0055
0.2446
0.4177
0.25
0
0
0
0
0
0.131
0
14.4766
0.0018
45,520,887,066
CITADEL BANK OF INDIA
168
162,246,594.33
163,137,710.19
15.3035
15.3387
-0.0358
1.0358
0.6348
1.5105
0.6667
0
0
0.0207
0
0
0.1049
0
10.2337
0
45,868,010,091
Velocity Banking Corporation
324
4,428,271.4
4,586,891.56
17.5785
17.6231
-0.0456
1.0456
0.3179
1.2763
0.8333
0
0
0
0
0
0.1731
0
12.5512
0
46,552,707,646
Velocity Banking Corporation
312
43,076,254.32
45,039,562.92
18.3052
18.2295
0.0729
0.9271
0.5496
1.5811
0.8333
0
0
0.0094
0
0
0.1049
0
13.1804
0
46,743,771,886
Cornerstone Bank of India
324
89,089,625.34
82,597,519.14
18.069
18.0169
0.0508
0.9492
0.5152
0.3889
0.25
0
0
0.0133
0
0.0001
0.122
0
13.6366
0.0032
47,315,310,556
ROYAL COMMERCE BANK
164
70,351,239.44
66,776,781.9
18.3524
18.3432
0.0091
0.9909
0.5982
1.9568
0.75
0
0
0.0006
0
0.0002
0.1018
0
13.2298
0
47,803,927,299
Milestone Banking Solutions
334
93,400,159.92
92,546,935.38
16.2989
16.3998
-0.1062
1.1062
0.6231
1.4606
0.75
0
0
0
0
0
0.1582
0.0001
11.2881
0.005
48,507,051,395
Trustmark Bank
316
11,982,312.74
13,254,292.02
18.2176
18.2435
-0.0263
1.0263
0.3882
0.6273
0.25
0
0
0.018
0
0.0001
0.1071
0
13.7999
0.0028
48,630,549,472
SYNERGY BANK LIMITED
168
81,623,076.06
83,766,363.68
18.2139
18.2544
-0.0413
1.0413
0.3657
0.454
0.25
0
0
0
0
0
0.15
0
13.8523
0.0006
48,838,733,909
CORNERSTONE BANK OF INDIA
160
81,322,572.07
84,680,460.46
19.2673
19.3634
-0.1008
1.1008
0.3998
0.6084
0.25
0
0
0
0
0
0.1355
0
14.9662
0.0007
49,610,465,463
CORNERSTONE BANK OF INDIA
155
233,184,363.81
256,690,823.84
18.8136
18.5066
0.2644
0.7356
0.4266
0.4474
0.25
0.1758
0
0.0087
0
0
0.0696
0
14.3024
0.0009
51,164,221,247
PARAMOUNT BANKING CORPORATION
158
148,136,292.5
108,972,299.45
19.9769
19.9988
-0.0222
1.0222
0.3951
0.5357
0.25
0.1689
0
0
0
0
0.1548
0
15.6377
0.0048
51,632,953,636
VELOCITY BANKING CORPORATION
155
474,095,371.32
484,604,878.21
17.2126
17.2566
-0.045
1.045
0.3872
0.2994
0.25
0.1865
0
0
0
0
0.1613
0
12.8845
0.0005
51,998,733,572
HERITAGE BANK LIMITED
155
29,876,433.12
31,220,111.62
18.7754
18.7369
0.0378
0.9622
0.456
0.5261
0.25
0
0
0.0198
0
0
0.1018
0
13.6383
0.0016
52,934,702,276
MILESTONE BANKING SOLUTIONS
334
142,570,969.48
137,188,830.36
14.5824
14.5902
-0.0078
1.0078
0.3293
0.743
0.25
0.2517
0
0.0304
0
0.0018
0.1302
0.0007
10.1496
0.0048
53,627,143,844
METROPOLITAN BANK
169
2,153,140.27
2,169,939.67
19.1976
19.0903
0.1017
0.8983
0.3063
0.3222
0.25
0
0
0.0239
0
0
0.1024
0
14.7265
0.0012
54,063,535,360
TRUSTMARK BANK
166
217,475,925.67
195,348,915.69
17.3413
17.3848
-0.0445
1.0445
0.4274
1.2753
0.75
0
0
0.0134
0
0
0.1288
0
12.2696
0.0013
54,197,674,225
Milestone Banking Solutions
326
33,981,032.46
35,492,002.96
15.0366
15.1456
-0.1151
1.1151
0.5989
1.2128
0.9167
0
0
0
0
0
0.1572
0.0008
10.0237
0.0018
54,364,147,693
Royal Commerce Bank
318
3,390,944.36
3,781,292.52
17.6574
17.6208
0.0359
0.9641
0.6774
1.231
0.9167
0
0
0.0001
0
0.0001
0.0788
0
12.5333
0
54,383,552,337
Cornerstone Bank of India
330
46,613,469.82
44,939,123.48
15.4366
15.6199
-0.2012
1.2012
0.4537
0.7502
0.8333
0
0
0.0033
0
0.0039
0.1257
0
10.4145
0
55,692,698,165
Milestone Banking Solutions
334
5,058,501.4
6,076,352.62
17.8815
17.8925
-0.011
1.011
0.2922
1.1666
0.6667
0
0
0.0058
0
0.0001
0.092
0
12.7932
0.0012
55,851,278,628
Milestone Banking Solutions
326
58,321,827.1
58,964,799.74
17.399
17.4778
-0.082
1.082
0.7455
1.4697
0.9167
0
0
0
0
0
0.1266
0
12.3766
0
55,894,027,550
Synergy Bank Limited
316
35,999,681.74
38,951,605.98
17.9463
17.9261
0.02
0.98
0.4988
0.2879
0.25
0
0
0
0
0
0.1887
0
13.5605
0
55,968,639,138
HERITAGE BANK LIMITED
159
62,226,866.74
60,980,922.08
18.0595
17.9974
0.0602
0.9398
0.3985
0.5043
0.25
0
0
0
0
0
0.1132
0
13.6532
0.0002
56,450,365,356
CITADEL BANK OF INDIA
159
69,683,616.98
65,491,293.4
15.1581
15.2044
-0.0473
1.0473
0.1931
0.6452
0.25
0.1702
0
0
0
0
0.1097
0
10.8313
0.001
56,461,679,761
METROPOLITAN BANK
155
3,829,084.18
4,010,390.81
End of preview.

Indian Banking Financial Profiles & Tax Slabs Dataset (FY 2025–26)

This dataset contains 10,000 comprehensive financial behavioral profiles constructed by fusing 4 real Indian financial distributions:

  1. Agami Indian Banking Statements: Ingested 51,945 real transactions across 200 Indian corporate bank accounts to calibrate realistic credit CV, transaction frequency, and salary timing.
  2. Kaggle 2024 UPI Dataset: 250,000 real UPI transactions calibrating payment rails and micro-spend densities.
  3. Kaggle Indian Credit Card Spending: 26,052 credit card records calibrating discretionary vs. fixed obligation ratios.
  4. Indian Tech Salaries Corpus: 20,960 compensation data points calibrating base salaries and bonus lump sums.

Files

  • user_profiles.csv: Master 10,000-profile matrix with 16 engineered features, raw annual income, statutory tax slab (Classes 0–6), and ground-truth persona labels.
  • real_user_profiles_agami.csv: 200 real Indian accounts feature vectors for out-of-distribution holdout evaluation.
  • synthetic_transactions.csv: Sample transaction streams with timestamps, payment modes (UPI/NEFT/IMPS/ACH), categories, and narrations.
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