customer_id
int64 1
5k
| age
int64 18
84
| gender
stringclasses 3
values | location
stringlengths 6
23
| income_bracket
stringclasses 4
values | occupation
stringclasses 639
values | education_level
stringclasses 4
values | marital_status
stringclasses 4
values | household_size
int64 1
7
| acquisition_channel
stringclasses 4
values | customer_segment
stringclasses 4
values | savings_account
bool 2
classes | credit_card
bool 2
classes | personal_loan
bool 2
classes | investment_account
bool 2
classes | insurance_product
bool 2
classes | active_products
int64 0
5
| app_logins_frequency
int64 0
99
| feature_usage_diversity
int64 1
9
| bill_payment_user
bool 2
classes | auto_savings_enabled
bool 2
classes | credit_utilization_ratio
float64 0
1
| international_transactions
int64 0
19
| failed_transactions
int64 0
9
| tx_count
int64 1
999
| avg_tx_value
float64 10.3
1,000
| total_tx_volume
int64 153
980k
| first_tx
stringdate 2021-01-01 00:00:00
2023-12-31 00:00:00
| last_tx
stringdate 2021-01-01 00:00:00
2023-12-31 00:00:00
| base_satisfaction
float64 1
5
| tx_satisfaction
float64 1
5
| product_satisfaction
float64 1
5
| satisfaction_score
int64 1
10
| nps_score
int64 -100
100
| last_survey_date
stringdate 2021-01-01 00:00:00
2023-12-31 00:00:00
| support_tickets_count
int64 0
19
| resolved_tickets_ratio
float64 0.5
1
| app_store_rating
float64 1
5
| feedback_sentiment
stringclasses 3
values | feature_requests
stringclasses 4
values | complaint_topics
stringclasses 4
values | clv_segment
stringclasses 3
values | monthly_transaction_count
float64 1
100
| average_transaction_value
float64 10
1,000
| total_transaction_volume
int64 384
1,000k
| transaction_frequency
float64 0
30
| last_transaction_date
stringdate 2021-01-26 00:00:00
2023-12-31 00:00:00
| preferred_transaction_type
stringclasses 3
values | first_transaction_date
stringdate 2021-01-01 00:00:00
2023-12-31 00:00:00
| weekend_transaction_ratio
float64 0
1
| avg_daily_transactions
float64 0
10
| customer_tenure
float64 0.01
20
| churn_probability
float64 0
1
| customer_lifetime_value
float64 103
100k
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
101 | 22 | F | Port Mikeside | Medium | Homeopath | High School | Widowed | 6 | Branch | New | true | true | true | true | true | 5 | 1 | 9 | true | false | 0.636208 | 0 | 2 | 795 | 212.867651 | 168,540 | 2023-05-15 | 2021-10-02 | 2.197646 | 3.498945 | 2.035138 | 1 | 7 | 2022-09-16 | 19 | 0.572305 | 2.689749 | Negative | Budgeting Tools | null | Low | 72.798699 | 39.711941 | 920,487 | 21.275802 | 2023-11-25 | Debit | 2023-05-15 00:00:00 | 0.186552 | 8.075598 | 6.310844 | 0.307395 | 41,658.23814 |
102 | 31 | Other | South David | High | Retail banker | Bachelor | Married | 1 | Referral | Premium | true | true | false | false | false | 2 | 19 | 7 | true | true | 0.83517 | 1 | 4 | 98 | 780.627911 | 76,440 | 2021-05-11 | 2023-10-26 | 4.802305 | 1.096513 | 1.46335 | 10 | 78 | 2021-06-03 | 9 | 0.998498 | 1.661513 | Positive | Budgeting Tools | Fees | High | 92.691756 | 157.405861 | 19,221 | 11.902991 | 2022-10-03 | Debit | 2021-05-11 00:00:00 | 0.826044 | 3.497149 | 12.911688 | 0.997645 | 58,866.68561 |
103 | 44 | F | Michaelton | Medium | Wellsite geologist | Master | Married | 3 | Marketing | New | false | false | true | true | false | 2 | 80 | 2 | true | false | 0.881731 | 19 | 3 | 934 | 412.989631 | 384,808 | 2023-02-28 | 2023-08-19 | 1.54424 | 3.640638 | 4.312488 | 2 | -98 | 2022-06-25 | 6 | 0.869591 | 3.956069 | Positive | null | null | Low | 48.509542 | 447.285188 | 730,924 | 24.690486 | 2023-11-14 | Transfer | 2023-02-28 00:00:00 | 0.481312 | 3.817901 | 14.508772 | 0.355528 | 78,968.87528 |
104 | 26 | M | Jasonbury | High | Archivist | Master | Widowed | 2 | Branch | Premium | false | true | true | true | true | 4 | 32 | 8 | false | true | 0.133241 | 14 | 8 | 843 | 904.798459 | 762,072 | 2023-02-21 | 2023-02-05 | 1.540339 | 1.257643 | 4.109679 | 8 | 51 | 2022-11-06 | 13 | 0.787236 | 4.755699 | Neutral | null | App Issues | High | 23.159474 | 201.910221 | 595,990 | 24.863582 | 2023-06-07 | Debit | 2023-02-21 00:00:00 | 0.093576 | 1.569971 | 8.332614 | 0.34408 | 32,524.40232 |
105 | 32 | Other | West Kimberlychester | Medium | Interior and spatial designer | Bachelor | Divorced | 4 | Online | Premium | true | true | true | true | true | 5 | 13 | 2 | false | true | 0.359741 | 9 | 0 | 505 | 942.557731 | 475,710 | 2023-08-17 | 2022-01-12 | 4.085119 | 2.475755 | 2.882941 | 5 | -13 | 2023-02-17 | 0 | 0.996109 | 3.308217 | Positive | Mobile Deposit | Transaction Delays | Medium | 32.142793 | 819.255244 | 823,019 | 4.800584 | 2023-09-16 | Transfer | 2023-08-17 00:00:00 | 0.75954 | 0.525315 | 9.113878 | 0.513904 | 89,854.03338 |
106 | 59 | M | East Michelle | High | Museum education officer | Master | Single | 1 | Branch | Regular | true | false | true | true | false | 3 | 95 | 2 | true | true | 0.805449 | 0 | 0 | 404 | 402.109115 | 162,408 | 2023-12-20 | 2023-03-05 | 2.247754 | 2.660992 | 1.468173 | 4 | -92 | 2022-07-07 | 11 | 0.583335 | 4.648221 | Positive | Mobile Deposit | Customer Service | High | 43.230868 | 712.996639 | 428,366 | 2.12919 | 2023-12-25 | Debit | 2023-12-20 00:00:00 | 0.467031 | 9.560564 | 17.482943 | 0.953217 | 86,026.27033 |
107 | 68 | F | South Angel | Premium | Psychotherapist, child | Master | Divorced | 3 | Marketing | Premium | true | true | false | true | true | 4 | 53 | 4 | false | true | 0.221306 | 19 | 4 | 478 | 981.067292 | 468,918 | 2022-05-30 | 2023-10-04 | 2.021064 | 3.572594 | 3.078218 | 2 | -68 | 2021-12-15 | 10 | 0.823832 | 4.244038 | Positive | International Transfers | null | Medium | 73.311668 | 959.189501 | 464,742 | 9.332927 | 2023-10-22 | Debit | 2022-05-30 00:00:00 | 0.786925 | 1.338729 | 7.344613 | 0.502244 | 85,277.54988 |
108 | 80 | F | Kimberlychester | High | Architect | PhD | Divorced | 5 | Marketing | New | true | false | true | false | true | 3 | 54 | 8 | false | false | 0.586198 | 17 | 7 | 939 | 37.495837 | 34,743 | 2021-01-24 | 2023-08-29 | 1.838184 | 2.321041 | 3.122103 | 2 | -87 | 2021-10-10 | 11 | 0.594151 | 4.800617 | Positive | Mobile Deposit | Fees | High | 11.450083 | 212.233092 | 793,668 | 5.831049 | 2023-02-12 | Credit | 2021-01-24 00:00:00 | 0.350207 | 9.400519 | 6.161667 | 0.637032 | 97,001.93107 |
109 | 69 | M | West Erik | Premium | Runner, broadcasting/film/video | PhD | Married | 2 | Branch | VIP | true | true | true | true | true | 5 | 36 | 7 | true | true | 0.780451 | 0 | 3 | 288 | 573.321326 | 165,024 | 2021-08-23 | 2021-10-09 | 2.011833 | 1.377191 | 3.524669 | 6 | -98 | 2023-08-02 | 19 | 0.754294 | 2.357122 | Negative | Mobile Deposit | null | Medium | 5.7053 | 354.916011 | 309,206 | 24.024874 | 2022-11-29 | Credit | 2021-08-23 00:00:00 | 0.913007 | 6.31868 | 14.001795 | 0.143623 | 84,758.51156 |
110 | 21 | Other | South Monicafort | Low | Presenter, broadcasting | High School | Single | 3 | Marketing | Premium | true | true | false | true | true | 4 | 87 | 2 | false | true | 0.223938 | 11 | 8 | 730 | 741.390374 | 540,930 | 2022-07-01 | 2021-12-02 | 4.956456 | 1.558498 | 3.102878 | 2 | -45 | 2021-09-03 | 11 | 0.519798 | 3.52858 | Neutral | International Transfers | App Issues | High | 99.774348 | 339.010634 | 538,316 | 15.98573 | 2022-12-12 | Credit | 2022-07-01 00:00:00 | 0.759244 | 9.870192 | 11.399087 | 0.311574 | 46,089.61004 |
111 | 40 | F | East Lisa | Medium | Psychologist, sport and exercise | High School | Married | 5 | Online | Regular | false | false | true | true | true | 3 | 83 | 6 | true | true | 0.402014 | 7 | 6 | 151 | 433.495548 | 65,383 | 2022-11-28 | 2022-01-31 | 2.814972 | 2.766931 | 1.398198 | 5 | 97 | 2021-09-16 | 11 | 0.671844 | 1.91381 | Positive | Mobile Deposit | App Issues | Medium | 35.752455 | 451.001301 | 472,521 | 19.79495 | 2023-10-01 | Debit | 2022-11-28 00:00:00 | 0.476258 | 4.516243 | 2.451951 | 0.177199 | 80,232.34572 |
112 | 32 | F | Baileybury | Low | Agricultural engineer | High School | Widowed | 1 | Marketing | New | true | false | true | true | false | 3 | 5 | 4 | true | false | 0.915116 | 8 | 2 | 553 | 662.141343 | 366,086 | 2021-08-17 | 2022-04-09 | 2.001031 | 3.290627 | 3.556074 | 9 | -21 | 2022-10-16 | 15 | 0.936655 | 3.95172 | Negative | Budgeting Tools | Fees | Low | 26.252522 | 122.251252 | 103,463 | 22.737716 | 2023-08-07 | Debit | 2021-08-17 00:00:00 | 0.971955 | 8.148529 | 19.036851 | 0.479377 | 67,073.24298 |
113 | 60 | Other | North Donna | Medium | Armed forces operational officer | PhD | Divorced | 1 | Referral | Regular | true | true | false | true | true | 4 | 32 | 1 | false | true | 0.356002 | 19 | 5 | 88 | 314.332099 | 27,632 | 2022-08-25 | 2021-03-08 | 1.252845 | 4.743512 | 4.962187 | 4 | 62 | 2021-10-31 | 14 | 0.879278 | 4.936654 | Positive | International Transfers | App Issues | Medium | 63.260644 | 747.935525 | 667,259 | 25.960514 | 2023-08-02 | Credit | 2022-08-25 00:00:00 | 0.460766 | 2.543594 | 14.267376 | 0.619386 | 13,883.69928 |
114 | 46 | F | Murphyland | High | Tour manager | High School | Divorced | 2 | Referral | Premium | true | true | false | false | true | 3 | 49 | 8 | true | true | 0.60472 | 1 | 5 | 2 | 86.636291 | 172 | 2023-06-10 | 2023-04-17 | 1.484534 | 3.219522 | 3.533884 | 6 | 44 | 2023-04-27 | 10 | 0.698425 | 2.286368 | Positive | Mobile Deposit | Fees | Medium | 93.208764 | 50.53838 | 249,369 | 17.253645 | 2023-07-17 | Debit | 2023-06-10 00:00:00 | 0.855556 | 0.683084 | 18.220332 | 0.310381 | 14,294.88523 |
115 | 53 | M | Michaelhaven | Low | Artist | High School | Widowed | 5 | Marketing | Premium | true | true | true | false | true | 4 | 91 | 8 | false | true | 0.433845 | 15 | 4 | 62 | 836.560904 | 51,832 | 2021-11-20 | 2021-01-31 | 3.627145 | 3.802693 | 2.451653 | 4 | 96 | 2023-07-05 | 2 | 0.585566 | 1.262192 | Neutral | Investment Analytics | Customer Service | High | 44.529327 | 673.667018 | 247,260 | 17.956417 | 2023-09-29 | Debit | 2021-11-20 00:00:00 | 0.283187 | 6.895778 | 5.992098 | 0.136133 | 63,501.42546 |
116 | 30 | F | Frazierside | Medium | Accountant, chartered | PhD | Single | 4 | Branch | Premium | true | true | false | true | false | 3 | 74 | 6 | false | false | 0.877034 | 13 | 7 | 745 | 303.39726 | 225,735 | 2023-07-19 | 2022-07-07 | 2.041729 | 1.759898 | 3.487352 | 8 | 89 | 2021-09-08 | 1 | 0.530991 | 4.893403 | Negative | Budgeting Tools | App Issues | Low | 81.271188 | 521.88873 | 765,349 | 20.258995 | 2023-11-08 | Debit | 2023-07-19 00:00:00 | 0.823391 | 8.932599 | 11.966443 | 0.22802 | 28,678.97316 |
117 | 49 | F | Sheilaville | Medium | Games developer | Bachelor | Divorced | 7 | Marketing | Premium | false | false | true | true | false | 2 | 99 | 7 | true | true | 0.424148 | 0 | 0 | 736 | 203.690657 | 149,408 | 2021-01-07 | 2023-04-26 | 3.22357 | 4.96421 | 3.235176 | 7 | 43 | 2023-12-05 | 11 | 0.976511 | 1.124748 | Negative | Mobile Deposit | Transaction Delays | Medium | 28.241878 | 851.712749 | 783,001 | 18.749746 | 2022-04-30 | Credit | 2021-01-07 00:00:00 | 0.609839 | 0.645308 | 4.920454 | 0.975132 | 67,665.56202 |
118 | 76 | Other | Gregoryview | Medium | Financial trader | PhD | Divorced | 7 | Referral | New | false | false | true | false | true | 2 | 83 | 3 | false | false | 0.359228 | 13 | 9 | 632 | 207.879879 | 130,824 | 2022-06-24 | 2022-04-01 | 3.210823 | 1.583781 | 1.380032 | 1 | 18 | 2023-12-17 | 18 | 0.716205 | 2.456839 | Positive | null | null | High | 53.96853 | 307.641019 | 852,106 | 26.898063 | 2022-10-08 | Transfer | 2022-06-24 00:00:00 | 0.628398 | 5.185652 | 10.937681 | 0.212068 | 74,953.14201 |
119 | 45 | M | North Candacestad | Medium | Multimedia programmer | Bachelor | Single | 1 | Online | VIP | false | false | false | false | true | 1 | 69 | 9 | false | true | 0.173273 | 19 | 3 | 565 | 824.334809 | 465,560 | 2023-10-23 | 2022-02-20 | 2.447854 | 3.25205 | 3.536513 | 10 | -88 | 2022-05-08 | 11 | 0.860202 | 3.238984 | Negative | null | Transaction Delays | Medium | 55.467475 | 378.751505 | 607,716 | 2.274075 | 2023-12-27 | Transfer | 2023-10-23 00:00:00 | 0.340423 | 6.697179 | 17.478588 | 0.150533 | 94,882.1978 |
120 | 83 | Other | Samuelhaven | High | Location manager | PhD | Married | 6 | Referral | Premium | false | true | true | false | true | 3 | 71 | 4 | false | true | 0.349242 | 16 | 6 | 57 | 75.079615 | 4,275 | 2022-01-01 | 2022-02-23 | 3.853733 | 4.787271 | 3.611684 | 10 | 6 | 2023-09-06 | 12 | 0.954102 | 4.127735 | Neutral | Investment Analytics | Customer Service | Medium | 24.29128 | 285.671955 | 679,646 | 8.711984 | 2023-02-07 | Debit | 2022-01-01 00:00:00 | 0.498248 | 7.053914 | 17.857801 | 0.562518 | 1,812.274926 |
121 | 59 | F | South Rachelborough | Low | Licensed conveyancer | High School | Widowed | 4 | Marketing | Regular | false | true | false | true | true | 3 | 82 | 2 | true | false | 0.669554 | 5 | 5 | 560 | 502.91597 | 281,120 | 2023-11-06 | 2021-05-16 | 1.133138 | 2.86736 | 2.399649 | 2 | -89 | 2023-10-01 | 0 | 0.868286 | 1.866197 | Negative | null | App Issues | Low | 57.656634 | 251.411485 | 624,991 | 0.825398 | 2023-12-11 | Debit | 2023-11-06 00:00:00 | 0.324583 | 0.488693 | 19.783412 | 0.997527 | 6,442.110198 |
122 | 62 | F | Bradleychester | Medium | Chartered management accountant | Master | Single | 4 | Marketing | New | true | true | true | true | true | 5 | 78 | 4 | false | true | 0.175811 | 7 | 6 | 207 | 202.359468 | 41,814 | 2021-08-06 | 2021-12-29 | 2.668267 | 4.612239 | 2.203354 | 10 | -27 | 2022-07-29 | 6 | 0.734215 | 1.216251 | Positive | Mobile Deposit | null | High | 58.056479 | 527.347166 | 273,230 | 26.077655 | 2023-10-07 | Credit | 2021-08-06 00:00:00 | 0.485806 | 8.656681 | 19.665706 | 0.208822 | 31,551.27651 |
123 | 79 | Other | New Saraside | High | Medical illustrator | Master | Widowed | 7 | Branch | New | true | true | false | true | false | 3 | 85 | 2 | false | false | 0.705374 | 17 | 2 | 646 | 655.252888 | 423,130 | 2022-09-04 | 2023-06-19 | 2.736601 | 3.349359 | 2.989079 | 7 | -91 | 2022-10-22 | 4 | 0.68457 | 3.78762 | Positive | Investment Analytics | null | Low | 58.303261 | 368.70577 | 478,263 | 14.826123 | 2023-09-19 | Debit | 2022-09-04 00:00:00 | 0.445723 | 3.236218 | 10.433244 | 0.482358 | 82,633.04779 |
124 | 74 | Other | West Ryan | High | Scientist, clinical (histocompatibility and immunogenetics) | Bachelor | Widowed | 3 | Marketing | New | false | true | true | true | true | 4 | 50 | 4 | true | false | 0.010647 | 7 | 2 | 912 | 801.016657 | 730,512 | 2023-11-06 | 2023-10-01 | 1.49811 | 4.408073 | 1.579511 | 9 | -49 | 2023-09-16 | 10 | 0.936561 | 1.388441 | Positive | null | null | Medium | 40.743243 | 636.012203 | 877,820 | 24.825243 | 2023-11-19 | Debit | 2023-11-06 00:00:00 | 0.969063 | 2.951317 | 6.206449 | 0.631359 | 72,320.12156 |
125 | 23 | Other | Cindyville | Medium | Haematologist | Bachelor | Divorced | 3 | Marketing | Regular | true | false | true | true | false | 3 | 65 | 2 | false | false | 0.366953 | 7 | 0 | 907 | 566.033869 | 513,362 | 2022-02-12 | 2022-10-28 | 1.061149 | 3.853221 | 1.367769 | 10 | 11 | 2022-04-08 | 12 | 0.659446 | 1.975431 | Neutral | Budgeting Tools | Customer Service | High | 63.892013 | 853.201703 | 665,025 | 17.555284 | 2022-03-22 | Transfer | 2022-02-12 00:00:00 | 0.080368 | 0.657108 | 18.553417 | 0.123533 | 81,245.87348 |
126 | 45 | M | Williamchester | High | Senior tax professional/tax inspector | Bachelor | Single | 1 | Online | VIP | true | true | true | false | false | 3 | 60 | 8 | false | true | 0.465935 | 1 | 6 | 621 | 618.725547 | 383,778 | 2021-11-10 | 2023-07-27 | 3.136638 | 3.352088 | 4.019204 | 10 | -4 | 2021-07-08 | 4 | 0.663571 | 2.071054 | Negative | Mobile Deposit | Customer Service | High | 34.711646 | 427.56048 | 103,118 | 3.358402 | 2022-03-29 | Credit | 2021-11-10 00:00:00 | 0.862638 | 5.892882 | 4.787917 | 0.547883 | 62,737.00575 |
127 | 45 | F | Richardport | Medium | Dealer | Master | Widowed | 4 | Online | Regular | false | true | true | true | true | 4 | 27 | 6 | false | true | 0.09612 | 15 | 3 | 302 | 627.226668 | 189,354 | 2023-02-05 | 2022-05-21 | 2.178772 | 1.463014 | 1.731616 | 1 | 66 | 2022-06-25 | 7 | 0.878453 | 4.351147 | Neutral | Budgeting Tools | Transaction Delays | Low | 39.751704 | 297.369901 | 771,788 | 2.315923 | 2023-11-21 | Debit | 2023-02-05 00:00:00 | 0.094935 | 4.105583 | 7.730952 | 0.113091 | 94,597.09093 |
128 | 61 | Other | East Robert | Medium | Ophthalmologist | Bachelor | Married | 3 | Online | Regular | false | true | false | true | true | 3 | 99 | 8 | false | false | 0.684097 | 12 | 8 | 73 | 577.275735 | 42,121 | 2021-11-27 | 2023-05-26 | 4.728691 | 2.164386 | 1.993719 | 6 | 4 | 2022-08-30 | 18 | 0.79291 | 3.317903 | Positive | Mobile Deposit | null | High | 5.080506 | 482.972601 | 999,560 | 1.179617 | 2022-02-25 | Credit | 2021-11-27 00:00:00 | 0.447609 | 9.480461 | 19.95113 | 0.441352 | 85,381.27826 |
129 | 47 | F | Byrdburgh | Low | Multimedia programmer | PhD | Widowed | 5 | Branch | Regular | true | true | true | true | true | 5 | 99 | 1 | false | true | 0.102757 | 13 | 4 | 57 | 226.882368 | 12,882 | 2023-12-23 | 2023-04-10 | 3.822756 | 1.484065 | 2.524609 | 10 | 8 | 2021-06-19 | 16 | 0.713987 | 2.806762 | Positive | Budgeting Tools | Customer Service | Medium | 95.643978 | 737.151701 | 353,563 | 8.53614 | 2023-12-28 | Debit | 2023-12-23 00:00:00 | 0.186198 | 1.142858 | 5.032116 | 0.986199 | 21,840.46201 |
130 | 79 | M | Richardtown | Medium | Surveyor, quantity | PhD | Divorced | 5 | Branch | Premium | true | false | true | true | true | 4 | 43 | 9 | true | false | 0.089962 | 6 | 4 | 963 | 656.975145 | 631,728 | 2021-01-02 | 2021-03-27 | 1.352465 | 3.192173 | 3.875671 | 3 | 68 | 2022-12-24 | 16 | 0.725279 | 1.102577 | Neutral | International Transfers | App Issues | Medium | 72.050795 | 656.961023 | 393,246 | 27.721028 | 2023-01-26 | Transfer | 2021-01-02 00:00:00 | 0.685029 | 2.644304 | 12.526462 | 0.270913 | 37,888.34323 |
131 | 79 | M | Justinchester | High | Community education officer | Master | Married | 5 | Referral | Premium | true | true | false | true | true | 4 | 81 | 2 | false | true | 0.367933 | 2 | 8 | 263 | 776.484329 | 204,088 | 2022-10-26 | 2023-02-19 | 3.621766 | 2.751965 | 3.266077 | 5 | 55 | 2022-05-12 | 15 | 0.791786 | 3.032463 | Negative | Investment Analytics | Fees | Medium | 74.19707 | 124.262199 | 868,957 | 22.502811 | 2023-10-22 | Transfer | 2022-10-26 00:00:00 | 0.620093 | 2.569818 | 3.590763 | 0.734634 | 39,933.99254 |
132 | 18 | M | Stevenmouth | Low | Fashion designer | PhD | Married | 5 | Branch | Regular | true | false | true | true | true | 4 | 11 | 8 | true | false | 0.738298 | 7 | 0 | 820 | 825.880475 | 676,500 | 2023-09-28 | 2022-10-03 | 4.501023 | 2.72115 | 2.830334 | 7 | 44 | 2022-02-26 | 7 | 0.718714 | 3.850661 | Neutral | International Transfers | App Issues | Medium | 78.870926 | 214.316033 | 716,141 | 9.253516 | 2023-12-21 | Transfer | 2023-09-28 00:00:00 | 0.241582 | 9.434107 | 4.056931 | 0.575745 | 65,566.89309 |
133 | 44 | M | New Thomas | Medium | Passenger transport manager | Bachelor | Single | 4 | Online | Regular | true | true | true | true | true | 5 | 82 | 4 | true | false | 0.963675 | 0 | 5 | 436 | 88.579321 | 38,368 | 2021-02-09 | 2023-03-19 | 4.827569 | 2.13133 | 4.936805 | 2 | -99 | 2021-06-09 | 11 | 0.658339 | 4.906635 | Neutral | null | Transaction Delays | High | 72.077146 | 343.082151 | 110,318 | 10.716658 | 2022-10-25 | Debit | 2021-02-09 00:00:00 | 0.44802 | 1.516499 | 2.084368 | 0.468157 | 69,054.45115 |
134 | 79 | F | Lake Christopher | High | Database administrator | Master | Married | 5 | Branch | Premium | false | true | false | true | true | 3 | 56 | 2 | true | true | 0.776018 | 16 | 7 | 30 | 403.730242 | 12,090 | 2021-08-18 | 2023-12-12 | 2.250763 | 4.269682 | 2.883697 | 4 | 100 | 2021-06-03 | 3 | 0.953041 | 2.930982 | Positive | Budgeting Tools | Transaction Delays | High | 86.912408 | 603.270843 | 42,224 | 17.317408 | 2023-06-06 | Credit | 2021-08-18 00:00:00 | 0.380641 | 9.883548 | 0.94066 | 0.908381 | 26,945.38862 |
135 | 20 | M | Clarencebury | Medium | Geophysical data processor | Bachelor | Single | 4 | Marketing | Premium | true | false | true | true | false | 3 | 25 | 1 | false | false | 0.466005 | 7 | 0 | 567 | 375.523423 | 212,625 | 2023-01-14 | 2021-03-20 | 2.751888 | 2.700142 | 3.348356 | 10 | -24 | 2023-10-10 | 19 | 0.753195 | 3.227819 | Positive | Mobile Deposit | Transaction Delays | Low | 3.2605 | 700.782303 | 718,174 | 26.284009 | 2023-04-07 | Debit | 2023-01-14 00:00:00 | 0.390623 | 9.072905 | 16.135016 | 0.661587 | 66,456.89157 |
136 | 44 | M | Jeffreyborough | Medium | Sales promotion account executive | PhD | Single | 7 | Branch | VIP | true | true | true | true | false | 4 | 24 | 4 | false | false | 0.272597 | 5 | 9 | 150 | 924.226404 | 138,600 | 2022-09-22 | 2023-12-03 | 3.581116 | 2.122236 | 1.330751 | 1 | -16 | 2021-05-04 | 4 | 0.599303 | 2.28571 | Positive | null | Fees | High | 11.349147 | 723.583731 | 209,968 | 22.900294 | 2023-11-16 | Transfer | 2022-09-22 00:00:00 | 0.080842 | 8.543049 | 17.174041 | 0.194668 | 13,116.76114 |
137 | 26 | Other | North Brandon | High | Estate agent | Bachelor | Married | 1 | Marketing | Regular | false | true | true | true | false | 3 | 91 | 1 | true | true | 0.301414 | 18 | 8 | 772 | 662.865742 | 511,064 | 2022-05-06 | 2021-08-12 | 4.637934 | 2.05633 | 2.087238 | 4 | -23 | 2022-03-12 | 6 | 0.582282 | 4.263035 | Negative | Mobile Deposit | Fees | Medium | 42.548339 | 981.523887 | 399,560 | 26.514055 | 2022-12-24 | Debit | 2022-05-06 00:00:00 | 0.222241 | 5.948968 | 0.787143 | 0.648842 | 30,630.83199 |
138 | 79 | M | Carrland | Low | IT technical support officer | Master | Single | 1 | Referral | New | true | true | true | false | false | 3 | 14 | 8 | false | true | 0.283699 | 10 | 7 | 5 | 478.049323 | 2,390 | 2021-04-29 | 2023-07-14 | 3.704192 | 2.230554 | 2.171425 | 3 | 4 | 2021-01-27 | 5 | 0.643815 | 3.161378 | Positive | Mobile Deposit | Customer Service | Low | 86.31398 | 81.755105 | 687,430 | 0.458716 | 2021-12-17 | Credit | 2021-04-29 00:00:00 | 0.30117 | 9.816189 | 14.84362 | 0.322728 | 22,094.93766 |
139 | 54 | Other | Perryshire | High | Merchant navy officer | Bachelor | Single | 5 | Marketing | VIP | false | true | true | true | true | 4 | 73 | 2 | false | true | 0.278323 | 7 | 5 | 918 | 960.059144 | 881,280 | 2022-05-09 | 2023-07-25 | 2.536943 | 4.315966 | 1.893889 | 3 | -86 | 2022-03-19 | 6 | 0.993262 | 2.504551 | Neutral | International Transfers | Transaction Delays | High | 29.636352 | 366.713849 | 180,019 | 29.305545 | 2022-11-04 | Credit | 2022-05-09 00:00:00 | 0.339836 | 2.909138 | 3.257307 | 0.217469 | 94,760.0962 |
140 | 68 | M | Lake Heather | Low | Artist | PhD | Married | 5 | Online | New | true | true | true | true | true | 5 | 97 | 8 | true | false | 0.069096 | 7 | 8 | 324 | 169.193681 | 54,756 | 2021-06-11 | 2021-03-28 | 1.36082 | 2.466351 | 2.185239 | 1 | 93 | 2023-08-17 | 10 | 0.962338 | 1.465934 | Negative | International Transfers | Transaction Delays | Low | 74.983644 | 274.250404 | 571,526 | 7.314479 | 2022-04-14 | Transfer | 2021-06-11 00:00:00 | 0.322732 | 3.410995 | 6.786632 | 0.647331 | 57,538.42741 |
141 | 61 | M | Rossberg | High | Medical secretary | High School | Divorced | 5 | Referral | VIP | false | true | true | false | false | 2 | 76 | 1 | true | true | 0.220446 | 9 | 2 | 509 | 367.931822 | 186,803 | 2021-06-25 | 2022-05-19 | 1.576837 | 1.97515 | 2.934574 | 4 | -67 | 2023-02-28 | 10 | 0.546046 | 4.567502 | Neutral | Budgeting Tools | null | Medium | 27.574535 | 34.656551 | 78,740 | 9.771665 | 2021-09-25 | Credit | 2021-06-25 00:00:00 | 0.917084 | 7.125597 | 1.809947 | 0.656764 | 57,633.07339 |
142 | 41 | Other | Port Michelleville | Medium | Insurance claims handler | Master | Widowed | 1 | Referral | Regular | true | true | true | true | false | 4 | 79 | 7 | false | false | 0.107927 | 9 | 3 | 360 | 632.769107 | 227,520 | 2023-09-23 | 2023-11-29 | 3.191312 | 4.556912 | 4.42513 | 4 | 64 | 2022-01-20 | 19 | 0.54214 | 4.205697 | Negative | International Transfers | Fees | Medium | 99.867627 | 997.281558 | 878,557 | 19.34607 | 2023-11-10 | Debit | 2023-09-23 00:00:00 | 0.003709 | 6.790273 | 5.146604 | 0.956437 | 63,288.18076 |
143 | 76 | M | Robinsonhaven | High | Doctor, hospital | Bachelor | Single | 3 | Referral | New | true | true | true | true | true | 5 | 52 | 7 | true | true | 0.007374 | 12 | 2 | 132 | 515.008057 | 67,980 | 2021-05-22 | 2023-03-22 | 1.953383 | 4.581253 | 3.579111 | 8 | 75 | 2023-09-26 | 0 | 0.690918 | 1.829098 | Positive | null | Transaction Delays | Low | 84.267638 | 457.231077 | 856,345 | 24.582852 | 2023-10-14 | Transfer | 2021-05-22 00:00:00 | 0.271568 | 8.356639 | 10.267379 | 0.868704 | 56,512.49331 |
144 | 49 | F | Williamsbury | Low | Technical author | Master | Single | 1 | Online | Premium | true | true | true | false | true | 4 | 94 | 5 | false | true | 0.285602 | 2 | 4 | 683 | 594.678435 | 405,702 | 2023-12-27 | 2021-03-22 | 2.798313 | 3.724818 | 4.192245 | 7 | 40 | 2021-08-03 | 14 | 0.756616 | 4.5004 | Negative | null | Transaction Delays | Medium | 46.673335 | 435.175732 | 877,917 | 10.23436 | 2023-12-29 | Debit | 2023-12-27 00:00:00 | 0.426671 | 7.45685 | 19.138936 | 0.156534 | 11,676.43236 |
145 | 69 | F | South Dennismouth | High | Mining engineer | Bachelor | Married | 5 | Marketing | VIP | true | true | false | false | true | 3 | 64 | 3 | true | true | 0.352191 | 16 | 0 | 877 | 764.045437 | 670,028 | 2021-09-15 | 2023-03-05 | 2.629425 | 4.303936 | 2.95132 | 4 | 69 | 2022-11-29 | 3 | 0.651792 | 3.229128 | Positive | International Transfers | App Issues | High | 88.845215 | 536.82993 | 354,838 | 20.783985 | 2021-11-24 | Debit | 2021-09-15 00:00:00 | 0.587231 | 6.692114 | 9.996778 | 0.562218 | 13,488.90141 |
146 | 79 | M | Stephaniemouth | Medium | Architectural technologist | High School | Widowed | 3 | Referral | New | true | true | true | true | false | 4 | 53 | 6 | false | false | 0.927433 | 14 | 0 | 527 | 699.128591 | 368,373 | 2021-09-20 | 2023-11-24 | 3.282023 | 4.32645 | 3.271758 | 1 | -94 | 2022-03-04 | 18 | 0.828053 | 4.082151 | Positive | Investment Analytics | Customer Service | High | 60.910136 | 729.914326 | 754,642 | 27.738641 | 2023-04-06 | Credit | 2021-09-20 00:00:00 | 0.996502 | 8.05642 | 17.782086 | 0.193878 | 86,200.53453 |
147 | 75 | F | Rivasside | Medium | Sub | PhD | Widowed | 3 | Online | VIP | true | true | true | false | false | 3 | 86 | 5 | false | true | 0.994822 | 5 | 1 | 380 | 660.548772 | 250,800 | 2023-09-01 | 2021-04-11 | 2.333878 | 3.787266 | 1.27705 | 8 | -66 | 2023-12-17 | 9 | 0.714285 | 3.605109 | Negative | Budgeting Tools | Customer Service | High | 13.870733 | 916.841964 | 320,881 | 16.208928 | 2023-10-15 | Debit | 2023-09-01 00:00:00 | 0.413654 | 9.866816 | 1.09875 | 0.399678 | 27,488.62182 |
148 | 69 | Other | Merrittfort | Medium | Archaeologist | Bachelor | Single | 2 | Referral | Regular | false | true | false | true | false | 2 | 77 | 9 | false | false | 0.579438 | 16 | 0 | 400 | 718.179215 | 287,200 | 2021-12-05 | 2022-01-24 | 2.842466 | 2.861075 | 1.565719 | 10 | -40 | 2023-11-19 | 5 | 0.768654 | 1.280677 | Positive | Mobile Deposit | Transaction Delays | Medium | 66.196102 | 672.927324 | 453,412 | 16.563591 | 2023-09-07 | Debit | 2021-12-05 00:00:00 | 0.075158 | 6.11441 | 9.369194 | 0.187306 | 38,135.52465 |
149 | 29 | M | Greenbury | High | Psychotherapist, dance movement | Bachelor | Married | 7 | Referral | New | true | true | true | false | true | 4 | 38 | 4 | true | true | 0.900984 | 0 | 2 | 234 | 783.716813 | 183,222 | 2022-06-27 | 2022-08-20 | 3.3279 | 4.782069 | 4.324669 | 1 | 14 | 2022-10-04 | 7 | 0.640299 | 1.994992 | Positive | Budgeting Tools | Transaction Delays | High | 52.132365 | 851.445082 | 111,591 | 21.141995 | 2023-03-14 | Transfer | 2022-06-27 00:00:00 | 0.374217 | 5.196536 | 1.393933 | 0.480855 | 46,890.94176 |
150 | 56 | M | Katiehaven | Premium | Astronomer | High School | Divorced | 4 | Online | New | false | true | true | true | true | 4 | 93 | 9 | false | true | 0.618226 | 2 | 1 | 596 | 218.388821 | 129,928 | 2023-12-17 | 2023-06-20 | 3.376338 | 2.313458 | 4.971143 | 6 | 82 | 2022-10-01 | 2 | 0.534729 | 2.690947 | Positive | Investment Analytics | App Issues | High | 21.038752 | 41.629907 | 149,723 | 3.847011 | 2023-12-25 | Transfer | 2023-12-17 00:00:00 | 0.772135 | 1.515109 | 5.814436 | 0.316469 | 645.842491 |
151 | 19 | Other | Simsview | Low | Optometrist | Master | Widowed | 7 | Branch | New | false | true | false | true | true | 3 | 50 | 6 | false | true | 0.497578 | 7 | 9 | 698 | 691.298938 | 482,318 | 2023-05-17 | 2023-03-27 | 2.871506 | 4.166512 | 4.13139 | 10 | 92 | 2023-07-19 | 1 | 0.846063 | 1.446705 | Negative | Investment Analytics | Fees | Medium | 9.001331 | 209.784013 | 946,522 | 21.381176 | 2023-07-19 | Debit | 2023-05-17 00:00:00 | 0.790538 | 3.958904 | 0.967164 | 0.718869 | 13,159.87616 |
152 | 20 | Other | Jonesport | Low | Engineer, maintenance (IT) | PhD | Divorced | 5 | Referral | VIP | false | true | true | true | true | 4 | 19 | 9 | false | true | 0.042683 | 7 | 6 | 458 | 667.837812 | 305,486 | 2022-03-10 | 2022-09-16 | 3.856436 | 1.909429 | 1.787037 | 3 | -16 | 2021-11-12 | 18 | 0.86308 | 2.490769 | Negative | Mobile Deposit | Transaction Delays | Medium | 88.486133 | 489.396682 | 910,665 | 4.794859 | 2023-10-28 | Debit | 2022-03-10 00:00:00 | 0.83271 | 5.52498 | 7.335946 | 0.18976 | 52,128.15942 |
153 | 73 | Other | West Matthew | High | Financial adviser | Bachelor | Married | 4 | Branch | Premium | false | true | false | false | false | 1 | 63 | 3 | true | true | 0.044596 | 10 | 7 | 289 | 707.961554 | 204,323 | 2022-02-16 | 2022-08-09 | 2.560895 | 3.605879 | 1.098075 | 6 | 4 | 2023-10-31 | 9 | 0.737004 | 1.144231 | Neutral | null | Fees | High | 39.039317 | 846.249796 | 829,732 | 28.825826 | 2023-05-05 | Debit | 2022-02-16 00:00:00 | 0.519676 | 0.472371 | 8.549051 | 0.708218 | 5,705.243309 |
154 | 76 | M | East Edwardfurt | Low | Paediatric nurse | Bachelor | Divorced | 2 | Referral | Premium | true | true | false | false | true | 3 | 88 | 1 | true | true | 0.030797 | 15 | 1 | 607 | 251.988162 | 152,357 | 2022-10-01 | 2023-08-03 | 4.151954 | 4.319698 | 1.157972 | 7 | -17 | 2021-08-05 | 18 | 0.931173 | 4.534188 | Positive | Investment Analytics | Customer Service | High | 88.635989 | 508.75083 | 227,202 | 5.411686 | 2023-11-13 | Transfer | 2022-10-01 00:00:00 | 0.566352 | 9.662152 | 6.859533 | 0.502968 | 73,683.45168 |
155 | 19 | Other | Lake Jason | Premium | Town planner | PhD | Married | 4 | Branch | Premium | true | false | true | false | true | 3 | 10 | 6 | true | false | 0.15008 | 0 | 3 | 230 | 288.429024 | 66,240 | 2023-03-29 | 2021-12-07 | 4.938435 | 3.893824 | 2.073416 | 2 | 46 | 2021-09-24 | 7 | 0.653123 | 1.172805 | Positive | International Transfers | Customer Service | Low | 74.708582 | 423.047656 | 646,564 | 13.703917 | 2023-10-14 | Debit | 2023-03-29 00:00:00 | 0.277154 | 0.841966 | 12.327848 | 0.037932 | 37,880.67938 |
156 | 19 | Other | Russellside | High | Visual merchandiser | High School | Single | 5 | Marketing | Regular | true | true | true | true | false | 4 | 89 | 4 | true | false | 0.076902 | 10 | 7 | 236 | 773.204407 | 182,428 | 2023-02-04 | 2023-05-16 | 4.037068 | 3.831944 | 4.52381 | 3 | 48 | 2022-03-25 | 17 | 0.86207 | 3.193456 | Negative | International Transfers | null | Medium | 3.95304 | 428.121915 | 148,033 | 23.836567 | 2023-02-16 | Credit | 2023-02-04 00:00:00 | 0.367251 | 9.975506 | 10.601862 | 0.636466 | 99,163.57734 |
157 | 71 | F | Perryborough | High | Surveyor, insurance | Master | Divorced | 2 | Branch | New | true | false | false | true | true | 3 | 51 | 4 | true | false | 0.194679 | 16 | 9 | 256 | 384.218094 | 98,304 | 2023-06-17 | 2022-08-26 | 4.119653 | 2.862932 | 1.852987 | 5 | 88 | 2023-01-15 | 11 | 0.790088 | 3.758312 | Negative | International Transfers | Fees | High | 81.595248 | 15.213737 | 932,485 | 9.531207 | 2023-10-14 | Transfer | 2023-06-17 00:00:00 | 0.382027 | 2.46119 | 4.508481 | 0.445459 | 25,426.10799 |
158 | 18 | F | Priceshire | Low | Psychiatrist | PhD | Single | 4 | Branch | Premium | true | true | true | true | false | 4 | 84 | 4 | false | false | 0.51921 | 12 | 0 | 961 | 923.792598 | 887,003 | 2023-11-26 | 2021-04-22 | 4.489026 | 4.599986 | 3.57078 | 1 | -83 | 2023-03-01 | 15 | 0.714706 | 2.17127 | Negative | null | Transaction Delays | Low | 23.923237 | 224.616992 | 391,708 | 15.708255 | 2023-12-09 | Transfer | 2023-11-26 00:00:00 | 0.539682 | 7.226865 | 4.275078 | 0.43012 | 27,711.04297 |
159 | 36 | M | Port Nicoleshire | Medium | Waste management officer | Master | Single | 1 | Branch | Premium | true | true | true | true | true | 5 | 53 | 1 | true | false | 0.503201 | 1 | 7 | 281 | 122.571168 | 34,282 | 2023-07-14 | 2023-11-25 | 1.413967 | 2.253059 | 1.553276 | 10 | -81 | 2023-07-16 | 8 | 0.606017 | 1.008551 | Positive | Investment Analytics | Transaction Delays | High | 42.403606 | 16.285046 | 588,908 | 2.048613 | 2023-09-28 | Transfer | 2023-07-14 00:00:00 | 0.847859 | 4.825192 | 9.337837 | 0.42263 | 96,423.68096 |
160 | 19 | F | Woodsstad | High | Marine scientist | High School | Married | 3 | Branch | New | true | true | false | true | false | 3 | 68 | 5 | true | false | 0.344183 | 4 | 7 | 293 | 180.754867 | 52,740 | 2021-09-05 | 2021-10-19 | 3.244555 | 4.625462 | 3.826159 | 3 | 0 | 2023-11-18 | 7 | 0.8304 | 3.215804 | Negative | null | App Issues | Medium | 36.255961 | 836.027849 | 522,480 | 22.08158 | 2022-06-30 | Credit | 2021-09-05 00:00:00 | 0.054621 | 0.552559 | 4.893604 | 0.05951 | 29,752.18048 |
161 | 70 | F | Karenchester | Premium | Adult guidance worker | High School | Divorced | 7 | Marketing | Regular | false | true | true | false | false | 2 | 6 | 9 | true | true | 0.665975 | 11 | 1 | 18 | 193.49569 | 3,474 | 2022-05-23 | 2023-08-08 | 3.687515 | 1.147943 | 1.588304 | 5 | -39 | 2022-02-20 | 3 | 0.580022 | 2.86008 | Positive | Mobile Deposit | null | High | 2.362349 | 779.443315 | 208,848 | 3.15719 | 2023-06-20 | Debit | 2022-05-23 00:00:00 | 0.924579 | 2.201305 | 11.415177 | 0.191408 | 66,959.42943 |
162 | 61 | Other | South Jeffrey | Premium | Secondary school teacher | PhD | Widowed | 2 | Online | VIP | false | true | true | false | true | 3 | 11 | 3 | true | true | 0.391924 | 14 | 2 | 281 | 292.61826 | 82,052 | 2022-04-06 | 2023-07-15 | 4.661064 | 3.400371 | 2.537811 | 5 | -70 | 2023-03-31 | 8 | 0.862551 | 1.747617 | Negative | International Transfers | Transaction Delays | Medium | 85.610944 | 56.248297 | 49,519 | 21.851882 | 2023-08-01 | Debit | 2022-04-06 00:00:00 | 0.875701 | 9.631444 | 19.725961 | 0.824282 | 68,640.3244 |
163 | 49 | Other | Tuckerfurt | Low | Electrical engineer | Bachelor | Divorced | 1 | Branch | VIP | false | true | false | true | true | 3 | 1 | 2 | false | true | 0.22024 | 6 | 8 | 376 | 901.627105 | 338,776 | 2021-05-12 | 2021-07-05 | 4.333719 | 3.490605 | 1.824251 | 1 | -80 | 2022-01-20 | 0 | 0.60748 | 1.368544 | Negative | Investment Analytics | Transaction Delays | Medium | 70.840351 | 42.029576 | 19,667 | 3.646935 | 2023-05-08 | Credit | 2021-05-12 00:00:00 | 0.530731 | 5.224626 | 0.320324 | 0.858111 | 83,292.29175 |
164 | 49 | F | Elizabethfurt | Low | Comptroller | High School | Widowed | 5 | Online | VIP | true | true | true | false | true | 4 | 20 | 2 | false | false | 0.692153 | 5 | 9 | 399 | 382.842651 | 152,418 | 2022-11-24 | 2023-10-23 | 2.556636 | 2.050955 | 2.106637 | 9 | -53 | 2021-05-21 | 10 | 0.508653 | 4.191059 | Negative | null | Customer Service | Low | 47.313797 | 597.895995 | 774,956 | 3.953946 | 2023-04-03 | Credit | 2022-11-24 00:00:00 | 0.673107 | 8.221079 | 7.63026 | 0.666621 | 96,993.55714 |
165 | 72 | F | Port Tanner | Low | Bookseller | High School | Single | 3 | Referral | New | true | true | false | false | true | 3 | 95 | 7 | true | false | 0.980204 | 4 | 4 | 964 | 466.807104 | 449,224 | 2021-02-13 | 2021-08-20 | 2.247896 | 4.016908 | 3.839538 | 1 | -21 | 2022-07-24 | 9 | 0.651523 | 1.780082 | Negative | Investment Analytics | Customer Service | Low | 39.465432 | 731.762103 | 346,369 | 21.808279 | 2023-04-20 | Transfer | 2021-02-13 00:00:00 | 0.813047 | 9.038897 | 15.275904 | 0.203629 | 56,810.30478 |
166 | 73 | F | New Amanda | High | Biochemist, clinical | PhD | Single | 7 | Online | Regular | false | true | true | true | true | 4 | 68 | 6 | false | true | 0.810705 | 14 | 6 | 547 | 428.557808 | 234,116 | 2022-04-17 | 2022-01-04 | 2.184746 | 1.768232 | 3.246599 | 1 | -94 | 2023-05-17 | 8 | 0.932069 | 2.69996 | Negative | Investment Analytics | Customer Service | High | 95.948118 | 79.700375 | 152,086 | 9.767752 | 2022-10-14 | Credit | 2022-04-17 00:00:00 | 0.796312 | 0.208883 | 5.404643 | 0.685562 | 54,790.65304 |
167 | 34 | M | Vargastown | Medium | Geologist, wellsite | PhD | Married | 2 | Branch | New | true | true | false | true | false | 3 | 90 | 2 | false | false | 0.414052 | 2 | 4 | 836 | 808.796029 | 675,488 | 2022-03-28 | 2021-10-05 | 2.000816 | 2.652489 | 1.403207 | 4 | -60 | 2021-12-03 | 0 | 0.514369 | 4.151502 | Positive | Budgeting Tools | Fees | Low | 87.629179 | 49.465716 | 723,996 | 8.805917 | 2022-07-31 | Credit | 2022-03-28 00:00:00 | 0.611608 | 7.218193 | 9.74164 | 0.365175 | 33,997.94302 |
168 | 55 | M | Lake Roymouth | Low | Art gallery manager | PhD | Widowed | 3 | Online | VIP | false | true | true | true | true | 4 | 94 | 1 | false | false | 0.375668 | 8 | 9 | 938 | 382.543477 | 358,316 | 2021-01-15 | 2023-03-17 | 2.236902 | 4.597202 | 4.337867 | 5 | 3 | 2022-09-22 | 7 | 0.531196 | 4.661663 | Neutral | Budgeting Tools | App Issues | Low | 98.523531 | 130.519844 | 788,832 | 8.742025 | 2022-12-23 | Credit | 2021-01-15 00:00:00 | 0.958465 | 4.211232 | 4.652806 | 0.688357 | 50,001.46994 |
169 | 41 | M | North Jorge | Medium | Community education officer | High School | Divorced | 6 | Marketing | Premium | false | false | true | false | true | 2 | 75 | 7 | false | true | 0.038649 | 16 | 1 | 125 | 834.173056 | 104,250 | 2021-05-26 | 2023-04-27 | 3.936564 | 2.576991 | 3.414101 | 4 | 6 | 2021-07-29 | 16 | 0.76689 | 2.594025 | Negative | International Transfers | Customer Service | High | 32.931916 | 859.547501 | 347,613 | 17.630522 | 2023-06-25 | Credit | 2021-05-26 00:00:00 | 0.851435 | 1.080347 | 13.896996 | 0.778188 | 87,267.21662 |
170 | 28 | F | Jasonmouth | Medium | Nurse, children's | Master | Married | 6 | Marketing | Premium | true | false | true | true | true | 4 | 35 | 6 | true | false | 0.657073 | 13 | 1 | 256 | 487.131286 | 124,672 | 2021-05-01 | 2022-10-25 | 1.46208 | 4.305281 | 2.129366 | 9 | -69 | 2021-10-29 | 12 | 0.502059 | 2.863393 | Neutral | Mobile Deposit | null | Medium | 63.565989 | 389.320776 | 473,378 | 15.190298 | 2023-02-07 | Transfer | 2021-05-01 00:00:00 | 0.027532 | 4.553256 | 2.438848 | 0.675273 | 19,890.10013 |
171 | 33 | F | Kathleenfurt | Premium | Forensic psychologist | High School | Married | 2 | Branch | Premium | true | true | true | true | false | 4 | 20 | 5 | false | false | 0.222624 | 6 | 0 | 852 | 250.881788 | 213,000 | 2022-04-14 | 2023-07-13 | 3.938602 | 1.39545 | 2.596162 | 2 | -94 | 2023-08-03 | 0 | 0.819318 | 3.842371 | Positive | Mobile Deposit | null | High | 30.659396 | 282.081566 | 420,967 | 2.364978 | 2023-11-21 | Credit | 2022-04-14 00:00:00 | 0.561363 | 9.449341 | 15.567137 | 0.491466 | 45,675.9534 |
172 | 76 | M | Karenchester | Medium | Seismic interpreter | PhD | Married | 2 | Online | VIP | true | true | false | true | false | 3 | 52 | 5 | false | true | 0.683518 | 14 | 5 | 12 | 436.487709 | 5,232 | 2021-05-19 | 2021-02-21 | 1.777487 | 1.457372 | 4.528045 | 7 | -61 | 2021-08-08 | 1 | 0.812183 | 1.612539 | Neutral | Investment Analytics | Fees | Medium | 7.067431 | 208.639079 | 393,921 | 19.507955 | 2022-05-19 | Debit | 2021-05-19 00:00:00 | 0.035271 | 4.728942 | 9.770261 | 0.853765 | 81,239.80221 |
173 | 20 | M | Maryfort | Medium | Company secretary | Bachelor | Divorced | 4 | Referral | Regular | true | true | true | false | true | 4 | 18 | 3 | false | true | 0.760169 | 6 | 6 | 606 | 402.715264 | 243,612 | 2021-03-06 | 2022-01-02 | 3.496183 | 1.71228 | 2.302442 | 2 | -25 | 2021-08-14 | 1 | 0.610553 | 4.358951 | Negative | International Transfers | null | High | 84.652828 | 668.383165 | 946,551 | 22.641409 | 2022-10-07 | Transfer | 2021-03-06 00:00:00 | 0.403178 | 2.329367 | 3.80579 | 0.38433 | 6,612.489046 |
174 | 37 | F | Lake Amberstad | Medium | Surveyor, commercial/residential | Bachelor | Married | 3 | Marketing | VIP | true | true | false | true | true | 4 | 2 | 5 | true | true | 0.879796 | 12 | 4 | 873 | 249.204071 | 217,377 | 2022-11-08 | 2023-07-19 | 3.384004 | 1.659911 | 2.117816 | 5 | 79 | 2022-05-08 | 13 | 0.717514 | 2.088242 | Negative | Mobile Deposit | null | Medium | 43.925417 | 888.130749 | 534,369 | 4.737196 | 2023-10-06 | Debit | 2022-11-08 00:00:00 | 0.065795 | 4.784934 | 10.311653 | 0.362835 | 79,593.84789 |
175 | 76 | Other | Lake Casey | Medium | Seismic interpreter | PhD | Divorced | 6 | Branch | New | false | false | true | true | true | 3 | 59 | 6 | true | false | 0.54825 | 13 | 2 | 150 | 131.194844 | 19,650 | 2021-05-26 | 2022-02-18 | 3.370474 | 4.913974 | 1.84226 | 4 | 16 | 2021-02-03 | 3 | 0.883097 | 2.664811 | Negative | null | null | High | 87.592555 | 827.591229 | 226,642 | 6.899004 | 2021-08-18 | Transfer | 2021-05-26 00:00:00 | 0.433388 | 4.608652 | 19.004433 | 0.21035 | 96,042.38209 |
176 | 53 | M | Port Anthonybury | Low | Accountant, chartered public finance | Bachelor | Married | 7 | Marketing | Regular | true | true | false | false | true | 3 | 80 | 7 | true | false | 0.829978 | 10 | 9 | 420 | 842.910793 | 353,640 | 2023-11-19 | 2023-07-21 | 2.242707 | 1.446712 | 4.151851 | 3 | 16 | 2023-08-02 | 0 | 0.60083 | 4.75361 | Positive | Budgeting Tools | Customer Service | Low | 44.713385 | 84.764814 | 99,005 | 23.838262 | 2023-12-29 | Debit | 2023-11-19 00:00:00 | 0.308521 | 2.98079 | 16.853135 | 0.802133 | 77,743.55912 |
177 | 36 | F | Port Andrew | Low | Games developer | High School | Widowed | 6 | Branch | Premium | true | false | true | true | true | 4 | 93 | 7 | true | false | 0.723185 | 17 | 9 | 418 | 520.439572 | 217,360 | 2022-05-03 | 2021-07-04 | 1.599772 | 1.597959 | 2.021147 | 9 | -43 | 2022-01-19 | 4 | 0.801565 | 4.880712 | Negative | Mobile Deposit | App Issues | Low | 5.520659 | 218.430555 | 117,316 | 14.154423 | 2023-09-13 | Debit | 2022-05-03 00:00:00 | 0.899345 | 5.049128 | 19.689166 | 0.363989 | 28,894.21357 |
178 | 84 | F | East David | High | Further education lecturer | Master | Single | 3 | Online | Regular | true | false | true | true | true | 4 | 99 | 8 | false | false | 0.352981 | 12 | 8 | 475 | 250.377179 | 118,750 | 2022-07-25 | 2022-05-28 | 4.167812 | 1.681963 | 2.896765 | 1 | -100 | 2022-07-01 | 3 | 0.719508 | 2.733914 | Negative | Budgeting Tools | Customer Service | Low | 5.71157 | 700.198162 | 259,954 | 9.801365 | 2023-04-25 | Transfer | 2022-07-25 00:00:00 | 0.872195 | 5.504594 | 6.597 | 0.020605 | 86,436.13753 |
179 | 36 | Other | New Staciemouth | Low | Editor, film/video | High School | Widowed | 6 | Online | Regular | true | true | true | true | false | 4 | 72 | 5 | true | true | 0.106429 | 11 | 7 | 921 | 431.87142 | 396,951 | 2023-09-22 | 2022-10-26 | 1.967144 | 3.393897 | 1.039996 | 10 | 83 | 2021-02-28 | 4 | 0.697131 | 2.075275 | Negative | Budgeting Tools | Fees | Medium | 69.79783 | 804.53865 | 807,499 | 9.762887 | 2023-12-25 | Transfer | 2023-09-22 00:00:00 | 0.298745 | 2.620363 | 19.664221 | 0.742911 | 98,981.56186 |
180 | 37 | F | Katieburgh | Medium | Sports development officer | PhD | Widowed | 7 | Online | VIP | false | true | false | true | true | 3 | 33 | 4 | false | true | 0.24217 | 1 | 1 | 423 | 609.804914 | 257,607 | 2022-03-15 | 2021-12-02 | 1.318093 | 2.97025 | 4.836397 | 8 | -67 | 2023-09-03 | 19 | 0.664672 | 1.548363 | Neutral | Investment Analytics | App Issues | Medium | 73.131658 | 258.838456 | 706,418 | 29.056793 | 2023-11-29 | Credit | 2022-03-15 00:00:00 | 0.60634 | 9.925899 | 7.866185 | 0.897451 | 35,170.44724 |
181 | 69 | F | Port Loriport | Medium | Public relations account executive | High School | Married | 1 | Online | Regular | true | false | true | false | false | 2 | 28 | 7 | true | false | 0.844578 | 9 | 2 | 972 | 722.541043 | 701,784 | 2021-09-28 | 2021-09-11 | 1.634258 | 3.893043 | 4.3328 | 8 | 92 | 2023-12-24 | 2 | 0.772309 | 1.622193 | Positive | Mobile Deposit | Transaction Delays | Medium | 98.499087 | 361.326331 | 927,369 | 12.36525 | 2022-01-23 | Debit | 2021-09-28 00:00:00 | 0.267457 | 3.683653 | 10.492437 | 0.813563 | 14,751.1674 |
182 | 50 | M | New Anthonyport | High | Research scientist (physical sciences) | Bachelor | Widowed | 6 | Online | VIP | false | true | true | true | true | 4 | 73 | 2 | true | true | 0.534422 | 10 | 6 | 571 | 623.923134 | 355,733 | 2023-08-27 | 2021-07-06 | 1.456521 | 2.371981 | 3.611011 | 1 | -47 | 2023-07-17 | 0 | 0.62562 | 3.040806 | Positive | Budgeting Tools | App Issues | Medium | 43.321155 | 969.843339 | 619,271 | 21.768641 | 2023-10-20 | Debit | 2023-08-27 00:00:00 | 0.315135 | 7.121657 | 12.86062 | 0.252652 | 69,868.36104 |
183 | 57 | M | Sandersborough | Medium | Fish farm manager | High School | Widowed | 6 | Branch | New | false | true | true | false | false | 2 | 56 | 8 | false | false | 0.665563 | 15 | 8 | 972 | 241.636747 | 234,252 | 2022-05-13 | 2021-08-22 | 3.859395 | 1.163291 | 2.227834 | 9 | -92 | 2022-12-22 | 14 | 0.818333 | 3.743123 | Negative | Investment Analytics | Customer Service | High | 81.56315 | 587.944702 | 517,300 | 7.143998 | 2022-07-17 | Transfer | 2022-05-13 00:00:00 | 0.077827 | 9.230409 | 18.954034 | 0.950448 | 96,153.81651 |
184 | 56 | Other | New Hannahbury | High | Scientist, clinical (histocompatibility and immunogenetics) | Master | Widowed | 5 | Marketing | Regular | false | true | true | true | false | 3 | 72 | 4 | false | true | 0.806074 | 16 | 1 | 725 | 119.295545 | 86,275 | 2023-08-27 | 2023-07-10 | 3.980836 | 2.384364 | 1.750363 | 3 | 87 | 2022-06-28 | 15 | 0.557127 | 2.451412 | Positive | Mobile Deposit | null | Medium | 30.372484 | 897.628878 | 181,398 | 14.217624 | 2023-10-22 | Debit | 2023-08-27 00:00:00 | 0.816611 | 1.605228 | 16.424587 | 0.947818 | 54,755.21063 |
185 | 18 | Other | Lake Kendraville | Medium | Engineer, biomedical | Bachelor | Married | 1 | Referral | Regular | true | true | false | true | false | 3 | 39 | 1 | false | true | 0.667043 | 13 | 9 | 434 | 83.021083 | 36,022 | 2023-04-14 | 2023-01-14 | 2.351697 | 4.095874 | 2.752139 | 6 | -80 | 2021-08-31 | 10 | 0.929187 | 1.956075 | Neutral | International Transfers | Fees | Low | 24.875314 | 402.053826 | 946,106 | 27.74598 | 2023-04-15 | Debit | 2023-04-14 00:00:00 | 0.034404 | 1.552809 | 14.787217 | 0.612001 | 84,353.65554 |
186 | 28 | F | West Amandastad | High | Multimedia specialist | Master | Divorced | 4 | Marketing | Regular | true | true | true | true | false | 4 | 49 | 2 | true | false | 0.856055 | 12 | 6 | 61 | 116.942612 | 7,076 | 2022-01-25 | 2021-06-24 | 4.05911 | 4.257907 | 1.8946 | 8 | 98 | 2021-06-22 | 5 | 0.882308 | 1.012424 | Negative | Mobile Deposit | null | Medium | 3.777566 | 229.590314 | 983,365 | 2.113858 | 2023-01-04 | Transfer | 2022-01-25 00:00:00 | 0.296778 | 3.972019 | 5.914685 | 0.947753 | 8,655.396699 |
187 | 74 | M | New Deborahtown | Low | Emergency planning/management officer | Master | Single | 2 | Online | Premium | false | true | true | true | true | 4 | 74 | 1 | true | false | 0.08636 | 16 | 7 | 161 | 352.304438 | 56,672 | 2021-07-13 | 2023-12-09 | 4.353717 | 3.854367 | 4.747998 | 4 | -18 | 2022-12-27 | 18 | 0.707888 | 2.16184 | Positive | null | Customer Service | Medium | 53.684953 | 881.371525 | 990,204 | 2.656983 | 2021-07-26 | Credit | 2021-07-13 00:00:00 | 0.272543 | 8.20499 | 10.812789 | 0.736037 | 54,382.55824 |
188 | 67 | Other | Shortville | Premium | Seismic interpreter | Master | Single | 7 | Marketing | VIP | false | true | false | false | true | 2 | 18 | 5 | false | false | 0.903647 | 4 | 5 | 391 | 361.410568 | 141,151 | 2021-07-18 | 2023-02-26 | 2.908596 | 2.615861 | 3.934112 | 9 | -6 | 2023-06-03 | 18 | 0.589095 | 3.519204 | Negative | null | App Issues | High | 24.744305 | 27.199439 | 960,198 | 19.990443 | 2021-12-30 | Credit | 2021-07-18 00:00:00 | 0.529197 | 6.388169 | 15.230521 | 0.765334 | 96,049.01359 |
189 | 40 | Other | Yumouth | Low | Bonds trader | High School | Divorced | 6 | Marketing | VIP | false | false | false | true | false | 1 | 21 | 1 | false | false | 0.812622 | 3 | 5 | 147 | 978.422439 | 143,766 | 2023-06-02 | 2023-11-14 | 4.307872 | 3.441352 | 3.758192 | 5 | 60 | 2022-03-11 | 5 | 0.697514 | 3.964027 | Neutral | null | null | Medium | 60.37471 | 813.534518 | 536,808 | 1.737518 | 2023-07-14 | Transfer | 2023-06-02 00:00:00 | 0.246649 | 4.526405 | 11.643038 | 0.640381 | 74,193.35859 |
190 | 48 | Other | South Gregory | Medium | Office manager | High School | Divorced | 7 | Branch | Premium | true | true | true | true | false | 4 | 50 | 9 | true | false | 0.903008 | 10 | 7 | 984 | 32.379817 | 31,488 | 2022-12-27 | 2021-11-24 | 3.015876 | 1.573601 | 3.714921 | 4 | 55 | 2021-11-05 | 17 | 0.8371 | 4.258977 | Positive | Mobile Deposit | Customer Service | Medium | 33.283864 | 649.641356 | 706,734 | 13.676464 | 2023-02-04 | Debit | 2022-12-27 00:00:00 | 0.364751 | 4.356243 | 3.810631 | 0.779127 | 4,176.013742 |
191 | 59 | F | Christinaside | High | Geologist, wellsite | High School | Widowed | 4 | Referral | VIP | true | true | false | false | true | 3 | 48 | 4 | false | true | 0.730858 | 16 | 2 | 660 | 635.95589 | 419,100 | 2023-05-18 | 2023-02-15 | 4.237119 | 2.007169 | 4.060692 | 5 | 77 | 2023-03-24 | 11 | 0.683075 | 3.088821 | Positive | null | Transaction Delays | Low | 72.715277 | 390.73572 | 562,225 | 13.504361 | 2023-09-26 | Debit | 2023-05-18 00:00:00 | 0.290967 | 5.90548 | 11.70484 | 0.093606 | 23,868.91045 |
192 | 24 | M | Marshallshire | Medium | Financial manager | High School | Single | 4 | Referral | New | false | true | true | true | false | 3 | 51 | 3 | true | true | 0.274394 | 2 | 7 | 133 | 516.054613 | 68,628 | 2023-04-22 | 2023-02-19 | 2.764519 | 1.987461 | 1.174696 | 9 | 17 | 2023-10-26 | 9 | 0.541188 | 4.689382 | Positive | International Transfers | Fees | Low | 65.028217 | 457.506752 | 589,158 | 7.022243 | 2023-10-09 | Credit | 2023-04-22 00:00:00 | 0.136019 | 2.59936 | 12.637228 | 0.168795 | 68,529.76024 |
193 | 33 | Other | Marcusbury | Premium | Designer, fashion/clothing | Bachelor | Divorced | 1 | Online | Premium | true | true | true | false | true | 4 | 21 | 9 | true | true | 0.113879 | 1 | 9 | 222 | 154.222471 | 34,188 | 2023-08-15 | 2021-03-31 | 1.235722 | 1.301721 | 2.033252 | 7 | -80 | 2023-06-02 | 11 | 0.554558 | 4.157009 | Neutral | Investment Analytics | Fees | Low | 94.034005 | 735.974224 | 38,551 | 17.200278 | 2023-09-08 | Credit | 2023-08-15 00:00:00 | 0.314641 | 8.274446 | 10.703049 | 0.661201 | 99,133.80771 |
194 | 77 | M | West Nicolebury | Medium | Brewing technologist | High School | Widowed | 7 | Branch | VIP | true | true | true | true | true | 5 | 61 | 4 | true | false | 0.129638 | 0 | 0 | 627 | 949.19976 | 595,023 | 2021-04-21 | 2021-12-16 | 1.881223 | 4.758345 | 3.302467 | 10 | 82 | 2023-11-07 | 16 | 0.848274 | 4.145752 | Negative | Investment Analytics | Customer Service | Low | 48.712371 | 665.791343 | 467,771 | 18.460284 | 2022-06-09 | Credit | 2021-04-21 00:00:00 | 0.752401 | 3.16999 | 13.624523 | 0.022204 | 80,724.78242 |
195 | 19 | Other | Hudsonfurt | High | Counsellor | Bachelor | Single | 2 | Branch | New | true | false | true | false | true | 3 | 59 | 1 | false | false | 0.498905 | 17 | 1 | 775 | 812.908295 | 629,300 | 2021-07-21 | 2022-11-18 | 2.214594 | 2.726265 | 1.873607 | 5 | -63 | 2022-11-15 | 0 | 0.9284 | 1.069566 | Negative | null | null | High | 26.584406 | 490.842584 | 429,444 | 2.586173 | 2023-02-19 | Credit | 2021-07-21 00:00:00 | 0.882742 | 5.882793 | 9.362638 | 0.94962 | 35,124.90768 |
196 | 18 | Other | Anthonymouth | High | Office manager | Master | Married | 5 | Branch | VIP | false | true | false | false | true | 2 | 79 | 2 | true | false | 0.390936 | 15 | 5 | 404 | 228.645115 | 92,112 | 2021-05-05 | 2021-11-04 | 2.762097 | 4.496058 | 3.399572 | 1 | 30 | 2021-04-19 | 14 | 0.914627 | 1.195484 | Neutral | null | Transaction Delays | Low | 44.160376 | 606.072534 | 630,140 | 19.731619 | 2022-11-21 | Debit | 2021-05-05 00:00:00 | 0.312141 | 0.419646 | 13.915848 | 0.673503 | 99,849.60919 |
197 | 65 | M | South Jason | Premium | Water engineer | Bachelor | Married | 4 | Branch | Premium | true | false | true | true | true | 4 | 80 | 4 | true | true | 0.654217 | 10 | 1 | 687 | 299.024638 | 205,413 | 2023-04-05 | 2021-11-29 | 2.89804 | 1.887183 | 4.834322 | 8 | 38 | 2023-06-23 | 11 | 0.87216 | 4.061371 | Neutral | Budgeting Tools | Fees | High | 95.327353 | 45.488391 | 771,575 | 25.896131 | 2023-05-11 | Debit | 2023-04-05 00:00:00 | 0.175541 | 3.774372 | 8.290897 | 0.821383 | 19,975.37785 |
198 | 29 | M | Matthewview | Premium | Hotel manager | PhD | Single | 5 | Branch | VIP | true | false | true | true | false | 3 | 6 | 1 | true | true | 0.503278 | 6 | 9 | 721 | 208.062117 | 149,968 | 2022-11-26 | 2021-10-24 | 4.902476 | 4.071443 | 2.328785 | 6 | 2 | 2022-07-13 | 17 | 0.880016 | 2.213916 | Positive | Mobile Deposit | Fees | High | 60.499131 | 298.871368 | 811,783 | 11.942894 | 2023-10-22 | Debit | 2022-11-26 00:00:00 | 0.991387 | 6.848554 | 8.114784 | 0.814664 | 27,015.65962 |
199 | 54 | M | New Stacyland | High | Doctor, hospital | High School | Single | 2 | Referral | New | true | true | false | false | true | 3 | 52 | 6 | true | false | 0.12532 | 4 | 1 | 757 | 315.349098 | 238,455 | 2021-08-12 | 2022-01-02 | 2.901352 | 4.216363 | 4.029508 | 10 | 9 | 2023-01-28 | 4 | 0.99034 | 2.129993 | Negative | null | Transaction Delays | Medium | 62.107359 | 93.294729 | 216,302 | 0.346537 | 2023-12-14 | Transfer | 2021-08-12 00:00:00 | 0.689582 | 1.028259 | 12.438128 | 0.757016 | 55,701.15106 |
200 | 49 | F | Lake Richard | High | Scientist, research (maths) | PhD | Married | 2 | Referral | New | true | true | true | true | true | 5 | 30 | 7 | true | false | 0.002246 | 17 | 2 | 98 | 235.643813 | 23,030 | 2022-05-25 | 2021-04-16 | 2.486138 | 1.018316 | 2.733941 | 9 | -48 | 2021-07-20 | 0 | 0.577995 | 2.183192 | Neutral | Mobile Deposit | Transaction Delays | High | 95.280891 | 735.718131 | 165,909 | 15.301316 | 2023-03-14 | Transfer | 2022-05-25 00:00:00 | 0.767866 | 7.721759 | 17.107034 | 0.201488 | 27,972.99619 |
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