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
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
201 | 26 | Other | Lake Thomas | Medium | Teacher, music | Bachelor | Married | 1 | Marketing | New | false | true | true | true | false | 3 | 3 | 1 | true | true | 0.128313 | 3 | 2 | 135 | 265.261498 | 35,775 | 2022-01-28 | 2023-05-10 | 2.442835 | 1.136379 | 3.867143 | 9 | -66 | 2021-04-11 | 5 | 0.772663 | 4.007848 | Neutral | Budgeting Tools | null | Medium | 97.168465 | 340.154066 | 15,448 | 0.634941 | 2022-05-09 | Debit | 2022-01-28 00:00:00 | 0.243552 | 2.490126 | 15.817859 | 0.322062 | 40,393.95107 |
202 | 36 | F | Westtown | Low | Information systems manager | High School | Single | 7 | Referral | VIP | true | true | true | false | false | 3 | 92 | 6 | true | false | 0.146739 | 7 | 3 | 459 | 521.427945 | 239,139 | 2022-01-25 | 2022-09-23 | 4.543558 | 4.684163 | 1.253459 | 7 | -16 | 2023-02-23 | 1 | 0.631432 | 3.710929 | Neutral | International Transfers | Customer Service | Low | 93.986362 | 45.266364 | 204,464 | 27.226968 | 2022-09-15 | Credit | 2022-01-25 00:00:00 | 0.431706 | 9.003461 | 13.372872 | 0.556508 | 89,955.2824 |
203 | 65 | M | West Jeffreybury | High | Orthoptist | PhD | Widowed | 3 | Branch | Premium | true | true | false | true | true | 4 | 6 | 3 | false | false | 0.719919 | 5 | 8 | 722 | 344.156684 | 248,368 | 2023-07-08 | 2022-09-26 | 2.539687 | 3.27527 | 2.458598 | 2 | 58 | 2023-05-16 | 11 | 0.615138 | 1.198321 | Negative | Budgeting Tools | Fees | High | 52.4746 | 663.677668 | 376,820 | 13.364568 | 2023-09-22 | Credit | 2023-07-08 00:00:00 | 0.657444 | 3.917142 | 15.198639 | 0.247593 | 47,725.82513 |
204 | 20 | Other | Elizabethstad | Premium | Human resources officer | High School | Divorced | 7 | Marketing | VIP | true | true | false | true | true | 4 | 93 | 7 | true | true | 0.285281 | 0 | 8 | 990 | 494.93959 | 489,060 | 2021-10-15 | 2023-07-03 | 4.140553 | 2.138135 | 3.902565 | 4 | -93 | 2022-02-02 | 10 | 0.704646 | 4.165379 | Positive | null | Transaction Delays | High | 71.9922 | 699.304952 | 611,158 | 0.548206 | 2022-07-22 | Debit | 2021-10-15 00:00:00 | 0.230129 | 7.710598 | 6.548033 | 0.38394 | 82,164.44223 |
205 | 37 | F | Transtad | High | Designer, interior/spatial | Bachelor | Divorced | 6 | Referral | Regular | true | false | true | true | false | 3 | 2 | 2 | true | false | 0.093637 | 6 | 1 | 852 | 40.362725 | 34,080 | 2023-05-15 | 2022-08-15 | 1.996801 | 1.744152 | 4.383938 | 9 | 59 | 2022-08-26 | 8 | 0.668312 | 2.750868 | Neutral | Investment Analytics | Customer Service | Medium | 37.621841 | 314.319188 | 312,275 | 14.284677 | 2023-11-01 | Credit | 2023-05-15 00:00:00 | 0.251159 | 5.975672 | 11.849796 | 0.818112 | 75,986.8991 |
206 | 41 | Other | Barajasside | Premium | Advertising art director | PhD | Single | 1 | Marketing | Premium | true | true | true | true | true | 5 | 24 | 2 | true | false | 0.755379 | 5 | 1 | 576 | 744.072122 | 428,544 | 2022-01-11 | 2022-01-06 | 2.715708 | 4.271462 | 2.666969 | 3 | -78 | 2022-01-23 | 11 | 0.827105 | 3.961554 | Positive | Budgeting Tools | Transaction Delays | Medium | 92.323704 | 39.396137 | 525,345 | 17.291724 | 2023-05-17 | Debit | 2022-01-11 00:00:00 | 0.936341 | 4.182536 | 6.3593 | 0.787578 | 92,005.41856 |
207 | 71 | F | Michaelmouth | High | Financial manager | Bachelor | Divorced | 7 | Referral | Regular | false | false | true | false | true | 2 | 33 | 4 | false | false | 0.940486 | 0 | 5 | 322 | 928.996024 | 298,816 | 2022-07-25 | 2021-08-29 | 3.295488 | 1.774367 | 3.20461 | 8 | 0 | 2023-04-05 | 13 | 0.707395 | 4.786316 | Negative | Mobile Deposit | Fees | High | 88.434084 | 551.688023 | 557,450 | 27.199717 | 2023-08-24 | Credit | 2022-07-25 00:00:00 | 0.08993 | 4.26292 | 15.691237 | 0.666772 | 59,371.78675 |
208 | 50 | M | Kristopherbury | Low | Personnel officer | PhD | Married | 5 | Online | VIP | false | true | true | true | false | 3 | 32 | 8 | false | false | 0.100482 | 6 | 4 | 775 | 996.485728 | 771,900 | 2023-08-06 | 2021-09-27 | 3.25777 | 4.37498 | 4.86391 | 1 | -98 | 2021-12-28 | 6 | 0.642591 | 3.546142 | Negative | Mobile Deposit | Fees | Low | 70.18443 | 610.789829 | 899,433 | 6.757536 | 2023-08-20 | Credit | 2023-08-06 00:00:00 | 0.648566 | 0.34737 | 3.660524 | 0.068622 | 88,590.66282 |
209 | 41 | F | Lake Jamesville | Medium | Conservator, furniture | Master | Married | 7 | Referral | Premium | true | false | true | false | true | 3 | 94 | 3 | true | false | 0.963059 | 13 | 4 | 91 | 208.585552 | 18,928 | 2022-05-27 | 2022-02-20 | 3.318207 | 3.489198 | 2.819841 | 8 | 37 | 2022-07-20 | 16 | 0.541882 | 3.729768 | Neutral | Mobile Deposit | Fees | Low | 15.590829 | 930.871101 | 561,308 | 17.181197 | 2023-02-12 | Credit | 2022-05-27 00:00:00 | 0.503367 | 6.96841 | 0.297275 | 0.66203 | 56,879.83073 |
210 | 53 | Other | East Javier | Medium | Merchandiser, retail | Master | Divorced | 1 | Marketing | Regular | true | true | true | true | true | 5 | 87 | 8 | true | true | 0.950265 | 5 | 6 | 783 | 390.182722 | 305,370 | 2021-06-04 | 2021-01-08 | 3.965261 | 3.640809 | 1.943092 | 7 | -44 | 2023-12-21 | 19 | 0.645419 | 2.358368 | Positive | Budgeting Tools | Customer Service | Medium | 36.442411 | 970.686691 | 857,965 | 16.006121 | 2023-09-18 | Debit | 2021-06-04 00:00:00 | 0.70835 | 8.369018 | 14.736217 | 0.138395 | 46,121.46052 |
211 | 55 | Other | Hillshire | Low | Seismic interpreter | Master | Single | 2 | Online | VIP | true | false | true | false | true | 3 | 37 | 7 | false | true | 0.523118 | 9 | 8 | 339 | 973.925407 | 329,847 | 2023-06-27 | 2022-06-03 | 3.040453 | 2.749884 | 1.082586 | 10 | 50 | 2023-10-08 | 0 | 0.741949 | 3.48822 | Neutral | International Transfers | Transaction Delays | Low | 93.447256 | 142.88968 | 978,001 | 3.228008 | 2023-11-17 | Credit | 2023-06-27 00:00:00 | 0.261456 | 2.131318 | 1.249899 | 0.045865 | 41,693.85095 |
212 | 42 | Other | Tinaborough | Medium | Plant breeder/geneticist | Master | Married | 4 | Branch | Premium | false | true | true | true | true | 4 | 3 | 5 | true | false | 0.295765 | 17 | 0 | 34 | 220.002869 | 7,480 | 2021-07-20 | 2021-01-26 | 1.733066 | 1.144333 | 4.687505 | 3 | 66 | 2023-11-29 | 6 | 0.803532 | 3.866662 | Positive | Budgeting Tools | Transaction Delays | Medium | 81.012493 | 554.849694 | 483,004 | 28.851199 | 2022-02-13 | Credit | 2021-07-20 00:00:00 | 0.006379 | 8.195887 | 7.608878 | 0.821938 | 52,060.13092 |
213 | 35 | Other | Jeremyburgh | Premium | Engineer, site | Master | Widowed | 6 | Marketing | New | true | true | true | true | false | 4 | 47 | 4 | true | false | 0.138092 | 15 | 4 | 834 | 544.066207 | 453,696 | 2021-04-14 | 2023-07-29 | 3.324309 | 3.218924 | 1.217391 | 2 | 96 | 2023-06-07 | 4 | 0.819656 | 2.04335 | Positive | Investment Analytics | Customer Service | Medium | 13.596408 | 417.728655 | 403,432 | 9.228478 | 2023-03-25 | Debit | 2021-04-14 00:00:00 | 0.009159 | 7.465584 | 12.412341 | 0.122985 | 96,329.43021 |
214 | 83 | M | Alexisside | High | Civil Service administrator | Bachelor | Widowed | 6 | Branch | New | true | true | true | true | true | 5 | 73 | 2 | true | true | 0.823854 | 11 | 4 | 924 | 801.287484 | 740,124 | 2021-01-31 | 2023-10-17 | 2.191998 | 3.855132 | 1.954582 | 4 | 22 | 2021-08-12 | 4 | 0.60472 | 2.324388 | Positive | International Transfers | null | Medium | 95.819287 | 844.671334 | 958,239 | 21.722983 | 2023-10-25 | Credit | 2021-01-31 00:00:00 | 0.89981 | 8.814837 | 19.813529 | 0.148545 | 2,949.507264 |
215 | 71 | F | West Brandon | Medium | Insurance claims handler | Master | Married | 3 | Branch | New | false | false | true | true | true | 3 | 88 | 9 | true | true | 0.60474 | 10 | 4 | 706 | 38.210146 | 26,828 | 2021-07-11 | 2023-10-19 | 2.202135 | 1.01223 | 4.426308 | 1 | -58 | 2021-04-13 | 8 | 0.704432 | 1.359022 | Positive | Budgeting Tools | Transaction Delays | Low | 12.060353 | 842.467051 | 284,266 | 23.55161 | 2023-10-19 | Debit | 2021-07-11 00:00:00 | 0.8065 | 9.109918 | 9.332716 | 0.20553 | 52,006.80517 |
216 | 52 | M | New Kellyberg | Low | Food technologist | Bachelor | Married | 2 | Marketing | Regular | true | true | true | true | false | 4 | 60 | 4 | true | false | 0.651299 | 7 | 8 | 267 | 114.037424 | 30,438 | 2022-04-30 | 2021-01-12 | 1.514401 | 1.104043 | 4.757292 | 9 | 67 | 2022-05-25 | 3 | 0.701568 | 4.064713 | Positive | Budgeting Tools | App Issues | Low | 2.539715 | 588.657771 | 522,258 | 20.695826 | 2023-08-03 | Debit | 2022-04-30 00:00:00 | 0.674891 | 2.538382 | 14.479966 | 0.323931 | 68,518.88827 |
217 | 78 | M | Garciatown | Medium | Charity fundraiser | Master | Divorced | 6 | Branch | Regular | true | false | true | false | true | 3 | 64 | 5 | false | false | 0.860877 | 14 | 5 | 198 | 204.594189 | 40,392 | 2021-12-07 | 2023-10-08 | 4.639918 | 4.628254 | 3.662111 | 8 | 94 | 2021-08-16 | 0 | 0.507456 | 3.511787 | Positive | Investment Analytics | Fees | Low | 47.518639 | 148.620024 | 154,742 | 3.543842 | 2022-09-27 | Credit | 2021-12-07 00:00:00 | 0.136026 | 1.444525 | 17.121422 | 0.015275 | 13,819.32058 |
218 | 58 | M | Taylormouth | Medium | Psychologist, counselling | High School | Single | 6 | Marketing | VIP | true | true | true | true | true | 5 | 80 | 2 | true | true | 0.443944 | 11 | 7 | 952 | 461.003451 | 438,872 | 2023-04-13 | 2022-05-03 | 1.259525 | 3.721393 | 2.034789 | 8 | -63 | 2022-03-26 | 19 | 0.942067 | 2.535748 | Positive | Mobile Deposit | App Issues | Medium | 90.767579 | 418.33926 | 127,719 | 11.343243 | 2023-04-26 | Debit | 2023-04-13 00:00:00 | 0.565619 | 8.816199 | 16.222984 | 0.319493 | 61,334.5692 |
219 | 50 | Other | Jackton | Medium | Architect | Master | Divorced | 4 | Marketing | New | true | true | true | true | true | 5 | 70 | 2 | true | false | 0.368108 | 6 | 7 | 407 | 25.057277 | 10,175 | 2023-09-22 | 2022-03-21 | 1.150926 | 4.162877 | 2.072702 | 8 | 76 | 2021-08-24 | 7 | 0.836953 | 3.132586 | Neutral | null | Fees | Low | 13.697554 | 82.409213 | 308,141 | 24.863183 | 2023-12-25 | Transfer | 2023-09-22 00:00:00 | 0.300405 | 7.918702 | 17.585826 | 0.053934 | 86,727.92478 |
220 | 50 | Other | Shelleyfort | Low | Newspaper journalist | High School | Single | 5 | Referral | Regular | false | true | false | true | true | 3 | 77 | 2 | false | false | 0.762305 | 15 | 5 | 494 | 436.95419 | 215,384 | 2023-09-13 | 2023-09-02 | 3.899567 | 1.106047 | 3.021714 | 9 | 71 | 2021-04-19 | 0 | 0.831108 | 3.7095 | Negative | Budgeting Tools | Customer Service | Low | 6.263892 | 33.935421 | 621,152 | 24.677054 | 2023-09-29 | Credit | 2023-09-13 00:00:00 | 0.190712 | 0.264744 | 11.024775 | 0.018685 | 20,621.17345 |
221 | 31 | Other | Port Cameronfort | Medium | Horticulturist, amenity | Bachelor | Widowed | 5 | Online | New | false | true | true | true | true | 4 | 60 | 2 | false | true | 0.29722 | 3 | 5 | 522 | 169.899091 | 88,218 | 2022-03-14 | 2023-07-19 | 3.819381 | 2.602787 | 4.73651 | 3 | -97 | 2021-03-15 | 9 | 0.789158 | 1.732967 | Neutral | Mobile Deposit | null | High | 79.317522 | 843.166849 | 813,327 | 7.33557 | 2023-11-09 | Transfer | 2022-03-14 00:00:00 | 0.242548 | 7.368819 | 19.870141 | 0.408134 | 69,064.79066 |
222 | 38 | F | New Crystalton | Medium | Newspaper journalist | Master | Widowed | 5 | Branch | VIP | true | false | true | false | true | 3 | 0 | 9 | false | false | 0.327926 | 0 | 9 | 481 | 851.241089 | 409,331 | 2023-04-02 | 2023-04-20 | 2.402111 | 3.988507 | 4.787259 | 7 | -45 | 2022-06-30 | 6 | 0.730393 | 3.708555 | Positive | Investment Analytics | App Issues | Medium | 48.104433 | 906.590577 | 958,931 | 16.145973 | 2023-06-05 | Credit | 2023-04-02 00:00:00 | 0.223204 | 3.366 | 17.800398 | 0.689294 | 32,770.18518 |
223 | 65 | Other | East Lisa | Premium | Designer, graphic | PhD | Single | 1 | Branch | Premium | true | true | false | true | true | 4 | 5 | 5 | true | true | 0.381091 | 0 | 7 | 723 | 491.475985 | 354,993 | 2021-05-01 | 2023-06-24 | 3.962297 | 1.366031 | 2.722367 | 1 | -90 | 2022-05-04 | 5 | 0.612398 | 3.513962 | Positive | Budgeting Tools | Transaction Delays | High | 99.980409 | 760.955891 | 442,229 | 24.614035 | 2022-10-31 | Credit | 2021-05-01 00:00:00 | 0.645603 | 4.286965 | 6.634824 | 0.440931 | 65,455.84654 |
224 | 37 | F | Christopherbury | Low | Marine scientist | Bachelor | Divorced | 5 | Online | Regular | true | true | true | false | true | 4 | 73 | 6 | false | true | 0.856358 | 14 | 0 | 203 | 80.497239 | 16,240 | 2021-12-04 | 2021-06-12 | 2.950973 | 1.753499 | 2.284614 | 1 | 38 | 2021-05-15 | 2 | 0.696214 | 3.590581 | Negative | Budgeting Tools | null | Medium | 13.198882 | 632.603043 | 351,762 | 18.383363 | 2023-01-22 | Credit | 2021-12-04 00:00:00 | 0.568837 | 6.039286 | 9.710914 | 0.981147 | 77,818.59526 |
225 | 25 | Other | New Kathybury | Low | Midwife | Master | Married | 5 | Online | Regular | true | true | true | true | false | 4 | 20 | 4 | false | false | 0.779115 | 13 | 8 | 920 | 468.208819 | 430,560 | 2023-02-16 | 2021-01-14 | 3.913027 | 3.035429 | 2.54815 | 8 | 86 | 2023-12-26 | 9 | 0.588194 | 2.300531 | Neutral | Investment Analytics | Transaction Delays | High | 5.702947 | 174.519479 | 583,100 | 6.400624 | 2023-07-13 | Debit | 2023-02-16 00:00:00 | 0.165175 | 9.553337 | 8.126776 | 0.796241 | 17,153.36133 |
226 | 24 | Other | Hayesmouth | Low | Horticultural therapist | Bachelor | Single | 1 | Online | Premium | true | true | false | false | true | 3 | 66 | 2 | false | true | 0.291418 | 14 | 8 | 444 | 485.445026 | 215,340 | 2021-01-05 | 2022-05-17 | 3.183037 | 4.573472 | 1.934375 | 7 | 75 | 2021-07-26 | 6 | 0.907729 | 1.603377 | Positive | Mobile Deposit | App Issues | Medium | 29.496803 | 463.969465 | 350,273 | 23.964591 | 2022-05-14 | Debit | 2021-01-05 00:00:00 | 0.599158 | 1.059185 | 12.965732 | 0.582387 | 55,642.95947 |
227 | 84 | M | Michellechester | Medium | Archivist | PhD | Divorced | 4 | Online | Regular | true | true | true | true | true | 5 | 82 | 3 | true | false | 0.143612 | 1 | 7 | 888 | 306.696202 | 271,728 | 2023-03-11 | 2022-07-24 | 3.929804 | 2.315373 | 1.688231 | 9 | 46 | 2022-07-19 | 7 | 0.605482 | 2.564736 | Neutral | Mobile Deposit | Customer Service | Low | 11.220217 | 357.780374 | 702,975 | 24.944353 | 2023-06-22 | Credit | 2023-03-11 00:00:00 | 0.293096 | 0.123392 | 12.734142 | 0.072053 | 18,598.73569 |
228 | 34 | M | Ashleyton | High | Embryologist, clinical | Master | Widowed | 2 | Online | VIP | true | true | true | false | true | 4 | 27 | 3 | true | true | 0.392793 | 15 | 3 | 604 | 374.088973 | 225,896 | 2022-06-28 | 2022-03-02 | 4.090679 | 4.311259 | 3.735562 | 6 | -97 | 2022-04-09 | 1 | 0.63863 | 1.375966 | Positive | Budgeting Tools | null | High | 8.350651 | 466.725672 | 389,145 | 27.568324 | 2022-07-27 | Transfer | 2022-06-28 00:00:00 | 0.428662 | 6.545863 | 2.582764 | 0.828137 | 6,131.013115 |
229 | 50 | M | Port Jaredborough | High | Operational researcher | PhD | Married | 6 | Referral | Regular | true | true | true | true | true | 5 | 65 | 8 | true | false | 0.624552 | 4 | 0 | 621 | 970.864524 | 602,370 | 2023-07-21 | 2021-04-11 | 2.134254 | 1.036779 | 2.039379 | 9 | -70 | 2023-04-09 | 7 | 0.506356 | 1.653818 | Negative | Budgeting Tools | Transaction Delays | Medium | 99.652405 | 497.204111 | 506,236 | 25.116729 | 2023-08-28 | Transfer | 2023-07-21 00:00:00 | 0.187309 | 0.039731 | 14.137277 | 0.947686 | 69,369.40625 |
230 | 65 | F | Donnaburgh | Medium | Estate manager/land agent | Master | Widowed | 3 | Marketing | Regular | true | true | true | true | true | 5 | 26 | 8 | true | true | 0.676247 | 10 | 1 | 12 | 254.738551 | 3,048 | 2022-08-08 | 2022-01-14 | 2.540968 | 1.728129 | 4.320498 | 8 | 8 | 2023-03-14 | 9 | 0.687214 | 3.215596 | Positive | International Transfers | Transaction Delays | Medium | 90.798028 | 68.528187 | 826,049 | 19.016086 | 2023-03-13 | Debit | 2022-08-08 00:00:00 | 0.328328 | 9.936829 | 3.400409 | 0.445572 | 59,573.78971 |
231 | 76 | F | East Andrea | High | Merchandiser, retail | High School | Single | 6 | Online | Premium | true | false | true | true | true | 4 | 31 | 6 | true | true | 0.20043 | 10 | 0 | 121 | 679.820509 | 82,159 | 2023-05-17 | 2021-10-31 | 3.017772 | 2.161284 | 1.989194 | 1 | -65 | 2023-03-16 | 13 | 0.854902 | 4.701618 | Negative | Mobile Deposit | null | Low | 53.225557 | 523.386373 | 950,502 | 13.955303 | 2023-12-21 | Debit | 2023-05-17 00:00:00 | 0.865705 | 0.695667 | 8.365587 | 0.764364 | 12,434.75846 |
232 | 39 | Other | North Ricky | Medium | Librarian, public | Bachelor | Widowed | 5 | Referral | VIP | true | true | true | false | false | 3 | 11 | 8 | true | false | 0.249402 | 0 | 2 | 732 | 664.441215 | 486,048 | 2023-09-24 | 2021-04-23 | 1.762164 | 3.836471 | 3.200579 | 8 | -50 | 2021-07-27 | 4 | 0.589132 | 1.891255 | Negative | International Transfers | Customer Service | Medium | 4.562969 | 865.721904 | 780,076 | 29.939037 | 2023-12-14 | Debit | 2023-09-24 00:00:00 | 0.353136 | 4.734373 | 4.68569 | 0.404863 | 52,797.40962 |
233 | 47 | F | Carterbury | High | Speech and language therapist | PhD | Widowed | 5 | Online | New | true | true | true | true | true | 5 | 64 | 3 | true | true | 0.930101 | 1 | 8 | 887 | 428.114113 | 379,636 | 2021-11-14 | 2022-12-16 | 4.881355 | 3.317162 | 3.840712 | 10 | -51 | 2022-03-27 | 12 | 0.755683 | 3.146473 | Positive | null | App Issues | Medium | 84.761958 | 877.141971 | 685,910 | 29.449462 | 2022-11-05 | Transfer | 2021-11-14 00:00:00 | 0.811032 | 4.783185 | 16.715079 | 0.246346 | 49,685.77429 |
234 | 55 | Other | Jasminemouth | Low | Embryologist, clinical | Bachelor | Single | 7 | Online | New | true | true | true | true | true | 5 | 45 | 7 | true | false | 0.38506 | 0 | 5 | 517 | 932.82357 | 481,844 | 2022-01-24 | 2021-03-17 | 4.696551 | 2.057534 | 3.610659 | 5 | -46 | 2022-07-04 | 9 | 0.969365 | 1.632189 | Neutral | null | App Issues | Medium | 37.39137 | 296.217945 | 833,356 | 14.367326 | 2022-02-23 | Transfer | 2022-01-24 00:00:00 | 0.12026 | 2.588142 | 14.877519 | 0.110549 | 82,182.51776 |
235 | 68 | F | Lake Jesusview | Medium | Hospital doctor | PhD | Married | 6 | Branch | Premium | true | true | true | true | false | 4 | 39 | 5 | true | true | 0.314143 | 2 | 4 | 787 | 771.849204 | 606,777 | 2022-08-31 | 2021-10-25 | 4.107912 | 3.325987 | 1.45347 | 9 | 30 | 2023-10-12 | 19 | 0.719256 | 3.147464 | Positive | null | Customer Service | Medium | 73.114585 | 786.688724 | 600,623 | 22.7442 | 2023-06-21 | Credit | 2022-08-31 00:00:00 | 0.253664 | 0.605154 | 16.665354 | 0.976113 | 95,716.18329 |
236 | 71 | F | South Danny | High | Engineer, agricultural | Bachelor | Single | 6 | Branch | VIP | true | true | true | true | true | 5 | 92 | 9 | true | false | 0.69571 | 19 | 7 | 328 | 30.838818 | 9,840 | 2022-03-22 | 2021-03-08 | 1.793151 | 4.559045 | 2.099431 | 9 | 97 | 2022-02-26 | 11 | 0.897329 | 4.01801 | Negative | Mobile Deposit | Fees | Low | 74.50631 | 426.51922 | 315,883 | 10.082942 | 2023-11-11 | Transfer | 2022-03-22 00:00:00 | 0.608109 | 7.488284 | 10.554267 | 0.153363 | 24,165.698 |
237 | 25 | F | Lake Edward | High | Advice worker | Bachelor | Divorced | 7 | Branch | Premium | true | true | false | true | false | 3 | 8 | 9 | false | true | 0.467877 | 0 | 9 | 236 | 490.763348 | 115,640 | 2021-04-30 | 2022-09-04 | 2.812352 | 2.877583 | 1.066139 | 1 | -91 | 2021-12-17 | 9 | 0.899189 | 4.251312 | Negative | Budgeting Tools | Transaction Delays | Low | 88.349128 | 942.186546 | 41,577 | 5.806249 | 2022-05-28 | Debit | 2021-04-30 00:00:00 | 0.095595 | 8.762396 | 3.534713 | 0.906181 | 43,428.7053 |
238 | 44 | M | Margaretland | High | Chartered accountant | Bachelor | Single | 5 | Branch | Premium | true | false | false | true | true | 3 | 81 | 5 | false | false | 0.246802 | 16 | 2 | 549 | 122.849034 | 66,978 | 2021-05-05 | 2022-11-10 | 4.709135 | 3.784292 | 3.361298 | 3 | 6 | 2022-02-21 | 0 | 0.826125 | 3.798696 | Positive | Mobile Deposit | App Issues | Medium | 99.89181 | 36.873093 | 745,386 | 27.276076 | 2023-04-29 | Credit | 2021-05-05 00:00:00 | 0.416572 | 3.169526 | 10.010972 | 0.932691 | 96,651.54811 |
239 | 44 | F | East Laurashire | Medium | Psychotherapist, dance movement | High School | Single | 1 | Marketing | New | true | true | false | true | true | 4 | 61 | 6 | true | true | 0.409297 | 1 | 9 | 28 | 294.024511 | 8,232 | 2022-10-05 | 2021-06-29 | 3.448849 | 2.382014 | 3.464721 | 3 | -18 | 2022-12-13 | 6 | 0.683038 | 1.809769 | Positive | Mobile Deposit | Transaction Delays | Medium | 91.345406 | 742.912264 | 362,410 | 1.253741 | 2023-11-28 | Transfer | 2022-10-05 00:00:00 | 0.751224 | 8.416791 | 17.506127 | 0.882434 | 35,640.03782 |
240 | 38 | M | Scottmouth | Medium | Multimedia programmer | Master | Married | 1 | Marketing | VIP | true | true | true | false | true | 4 | 99 | 1 | true | false | 0.144195 | 13 | 2 | 300 | 246.318988 | 73,800 | 2021-04-28 | 2021-04-11 | 2.541732 | 3.850468 | 2.902748 | 3 | -100 | 2022-08-13 | 9 | 0.879817 | 2.798779 | Negative | Budgeting Tools | null | Low | 77.311665 | 857.188187 | 987,785 | 22.273661 | 2021-11-05 | Debit | 2021-04-28 00:00:00 | 0.131052 | 9.112547 | 17.354442 | 0.71614 | 6,681.501531 |
241 | 47 | M | Hollyview | Premium | Insurance account manager | High School | Divorced | 1 | Branch | VIP | false | true | true | true | true | 4 | 15 | 4 | true | true | 0.279564 | 19 | 4 | 171 | 757.993039 | 129,447 | 2021-04-13 | 2021-08-12 | 1.366349 | 4.46811 | 3.536341 | 10 | 72 | 2022-08-13 | 16 | 0.969976 | 4.26851 | Negative | Budgeting Tools | Customer Service | Medium | 35.091586 | 567.151893 | 566,045 | 25.298007 | 2021-08-10 | Transfer | 2021-04-13 00:00:00 | 0.00581 | 9.787624 | 3.453272 | 0.407485 | 57,319.00719 |
242 | 45 | F | Kimton | Low | Paramedic | Bachelor | Widowed | 3 | Branch | Premium | true | true | true | true | true | 5 | 98 | 1 | false | false | 0.418463 | 1 | 0 | 197 | 256.633748 | 50,432 | 2023-09-04 | 2023-05-04 | 1.400571 | 3.266754 | 4.405137 | 6 | -2 | 2021-01-07 | 4 | 0.636069 | 3.941818 | Negative | Budgeting Tools | Customer Service | Low | 89.975979 | 430.553484 | 2,732 | 21.676004 | 2023-11-14 | Credit | 2023-09-04 00:00:00 | 0.831834 | 6.993563 | 12.172114 | 0.442756 | 25,966.47443 |
243 | 81 | Other | Navarroview | Low | Health service manager | PhD | Widowed | 2 | Online | New | false | false | true | true | true | 3 | 99 | 4 | true | false | 0.517994 | 17 | 6 | 840 | 992.896949 | 833,280 | 2023-10-27 | 2022-01-01 | 3.713174 | 2.544651 | 2.017957 | 8 | -24 | 2021-07-13 | 15 | 0.750788 | 4.211586 | Neutral | Mobile Deposit | null | Low | 29.840146 | 235.204683 | 952,924 | 26.468996 | 2023-11-20 | Transfer | 2023-10-27 00:00:00 | 0.135451 | 4.323979 | 13.157256 | 0.367037 | 49,025.63599 |
244 | 78 | Other | North Jeremyshire | Low | Horticultural therapist | Bachelor | Widowed | 5 | Online | VIP | false | true | true | false | true | 3 | 67 | 1 | false | true | 0.741657 | 7 | 2 | 752 | 137.021177 | 103,024 | 2023-12-24 | 2021-11-27 | 2.246123 | 4.017012 | 3.153007 | 3 | 79 | 2022-01-15 | 0 | 0.800158 | 1.380201 | Negative | International Transfers | Fees | High | 65.256596 | 42.44935 | 953,015 | 8.239948 | 2023-12-30 | Transfer | 2023-12-24 00:00:00 | 0.618963 | 8.457253 | 12.857411 | 0.361618 | 11,174.30685 |
245 | 65 | Other | Port Emilyview | Medium | Scientific laboratory technician | Master | Widowed | 4 | Branch | Premium | true | false | false | true | true | 3 | 39 | 4 | false | false | 0.384944 | 7 | 1 | 728 | 417.525144 | 303,576 | 2021-11-19 | 2022-08-06 | 2.986923 | 4.824474 | 1.540814 | 3 | 60 | 2023-10-28 | 9 | 0.797192 | 3.910668 | Neutral | null | Transaction Delays | Medium | 98.718362 | 897.536657 | 493,235 | 23.564158 | 2022-12-10 | Debit | 2021-11-19 00:00:00 | 0.627212 | 4.559413 | 1.322867 | 0.890352 | 54,297.0498 |
246 | 36 | F | Port Katelynfort | Medium | Teaching laboratory technician | High School | Married | 6 | Branch | Regular | false | true | false | false | true | 2 | 34 | 6 | true | true | 0.545705 | 6 | 6 | 632 | 494.49663 | 312,208 | 2021-04-27 | 2021-12-30 | 4.006258 | 1.272632 | 1.938952 | 6 | -28 | 2023-09-04 | 12 | 0.708361 | 2.772244 | Neutral | International Transfers | Fees | Low | 90.067103 | 104.775289 | 408,597 | 21.42519 | 2022-08-03 | Debit | 2021-04-27 00:00:00 | 0.841111 | 7.821498 | 2.40788 | 0.222415 | 17,144.32018 |
247 | 21 | Other | Moonburgh | Medium | Set designer | Master | Divorced | 6 | Branch | New | true | false | true | true | true | 4 | 82 | 9 | false | false | 0.951006 | 10 | 0 | 276 | 438.471481 | 120,888 | 2023-11-07 | 2023-07-22 | 1.731274 | 3.065613 | 2.219414 | 7 | -3 | 2022-09-18 | 16 | 0.7718 | 2.427616 | Positive | null | Transaction Delays | High | 56.285239 | 916.740714 | 587,581 | 29.566305 | 2023-12-06 | Transfer | 2023-11-07 00:00:00 | 0.453849 | 9.124054 | 8.191138 | 0.351411 | 91,686.96014 |
248 | 52 | M | Waltersfort | Medium | Risk analyst | PhD | Married | 5 | Online | VIP | true | true | false | true | true | 4 | 59 | 2 | true | false | 0.818316 | 19 | 0 | 355 | 102.394043 | 36,210 | 2021-06-14 | 2023-01-08 | 1.310551 | 1.728027 | 3.847551 | 7 | -18 | 2022-05-04 | 9 | 0.527925 | 1.646848 | Negative | Mobile Deposit | Fees | Low | 12.683922 | 586.006802 | 912,656 | 27.379561 | 2021-10-18 | Credit | 2021-06-14 00:00:00 | 0.359733 | 6.418159 | 18.233415 | 0.732264 | 4,501.469454 |
249 | 81 | Other | South Michaelmouth | Premium | Advice worker | Master | Single | 5 | Branch | VIP | false | true | true | true | true | 4 | 69 | 2 | true | false | 0.237009 | 6 | 8 | 134 | 233.495476 | 31,222 | 2022-01-16 | 2021-03-15 | 2.506579 | 2.096083 | 1.587911 | 8 | 42 | 2021-12-15 | 18 | 0.532211 | 1.952326 | Neutral | International Transfers | Transaction Delays | Medium | 78.997072 | 518.938472 | 594,607 | 1.905371 | 2023-09-22 | Transfer | 2022-01-16 00:00:00 | 0.973623 | 7.206805 | 5.082567 | 0.107802 | 35,249.83134 |
250 | 66 | F | Elizabethburgh | Low | Equities trader | High School | Divorced | 5 | Branch | VIP | false | true | true | true | true | 4 | 94 | 6 | false | false | 0.213483 | 6 | 6 | 325 | 525.555991 | 170,625 | 2021-05-21 | 2021-07-10 | 1.649732 | 3.544576 | 3.78525 | 5 | -77 | 2022-10-08 | 9 | 0.965883 | 3.4007 | Neutral | Mobile Deposit | Fees | Medium | 57.066279 | 755.869353 | 769,527 | 3.93451 | 2023-06-24 | Credit | 2021-05-21 00:00:00 | 0.04446 | 7.501366 | 4.941225 | 0.734755 | 22,072.03417 |
251 | 34 | Other | Robertfort | Medium | Clinical embryologist | PhD | Divorced | 6 | Marketing | New | true | false | true | true | true | 4 | 90 | 6 | false | true | 0.662696 | 16 | 2 | 970 | 801.822804 | 776,970 | 2021-05-20 | 2022-09-05 | 3.041425 | 4.839172 | 1.374596 | 6 | 0 | 2021-05-23 | 17 | 0.775553 | 3.808587 | Negative | Budgeting Tools | Transaction Delays | High | 58.58207 | 494.550539 | 403 | 29.965622 | 2022-06-10 | Transfer | 2021-05-20 00:00:00 | 0.639747 | 8.173644 | 8.370666 | 0.729159 | 87,446.97387 |
252 | 61 | M | Elainefurt | Medium | Merchandiser, retail | Master | Widowed | 7 | Marketing | Premium | true | false | true | true | true | 4 | 2 | 3 | false | false | 0.59533 | 14 | 4 | 885 | 691.515224 | 611,535 | 2022-04-27 | 2022-10-24 | 3.211069 | 4.412156 | 3.71874 | 6 | -39 | 2021-12-08 | 7 | 0.597609 | 3.178559 | Neutral | Budgeting Tools | null | Medium | 54.677982 | 384.963805 | 229,282 | 18.424354 | 2023-06-26 | Transfer | 2022-04-27 00:00:00 | 0.70199 | 3.429358 | 14.012079 | 0.352582 | 82,388.33843 |
253 | 47 | F | South Christopherview | High | Financial controller | High School | Widowed | 5 | Online | Regular | false | true | false | false | true | 2 | 52 | 2 | false | false | 0.546873 | 6 | 1 | 220 | 549.038127 | 120,780 | 2023-04-07 | 2023-01-25 | 1.442292 | 2.030412 | 4.131829 | 9 | -16 | 2022-01-19 | 15 | 0.632244 | 4.860524 | Neutral | null | Customer Service | High | 33.645987 | 996.316318 | 87,136 | 2.823757 | 2023-11-04 | Debit | 2023-04-07 00:00:00 | 0.107269 | 9.057294 | 8.112537 | 0.861533 | 94,878.16294 |
254 | 63 | Other | Darrellfurt | Medium | Surveyor, commercial/residential | High School | Widowed | 6 | Marketing | VIP | false | false | true | false | true | 2 | 99 | 3 | true | false | 0.154171 | 19 | 4 | 128 | 977.810712 | 125,056 | 2021-09-03 | 2023-02-16 | 4.171519 | 1.096689 | 4.607888 | 9 | -68 | 2022-11-12 | 19 | 0.851963 | 1.747915 | Negative | null | Transaction Delays | High | 12.600766 | 811.49699 | 948,889 | 9.851962 | 2022-11-22 | Credit | 2021-09-03 00:00:00 | 0.27289 | 8.929891 | 18.390378 | 0.402495 | 3,126.007962 |
255 | 23 | F | Lake Mollymouth | High | Restaurant manager, fast food | Bachelor | Widowed | 2 | Online | New | true | false | true | true | false | 3 | 58 | 4 | false | false | 0.362618 | 16 | 8 | 780 | 763.360804 | 595,140 | 2022-05-20 | 2021-05-19 | 1.093347 | 3.39733 | 4.320031 | 3 | -6 | 2023-07-22 | 2 | 0.846029 | 3.298086 | Positive | Mobile Deposit | App Issues | High | 29.238217 | 684.66326 | 480,193 | 11.473668 | 2022-08-07 | Debit | 2022-05-20 00:00:00 | 0.161236 | 7.612507 | 18.559102 | 0.82636 | 89,780.19644 |
256 | 54 | F | Brownhaven | Low | Scientist, physiological | Master | Single | 4 | Referral | VIP | true | true | true | true | true | 5 | 35 | 4 | false | true | 0.759371 | 18 | 9 | 629 | 867.870504 | 545,343 | 2021-03-23 | 2023-05-26 | 2.376537 | 3.13543 | 3.557939 | 5 | -38 | 2021-10-18 | 11 | 0.829065 | 3.971367 | Positive | null | Fees | Medium | 80.148785 | 988.389867 | 985,594 | 2.164726 | 2021-03-24 | Debit | 2021-03-23 00:00:00 | 0.340552 | 0.104312 | 18.977873 | 0.91049 | 27,526.71143 |
257 | 41 | F | Cindyfort | High | Editor, magazine features | PhD | Widowed | 1 | Branch | Premium | true | true | true | true | false | 4 | 65 | 7 | true | false | 0.723588 | 13 | 4 | 399 | 22.589243 | 8,778 | 2021-06-17 | 2021-05-13 | 1.18718 | 2.841103 | 4.150585 | 7 | -79 | 2021-01-27 | 5 | 0.624972 | 1.961444 | Negative | null | Fees | Low | 8.173996 | 72.642951 | 261,192 | 18.627966 | 2021-11-06 | Debit | 2021-06-17 00:00:00 | 0.954557 | 6.052393 | 6.657431 | 0.237079 | 84,349.21752 |
258 | 63 | Other | Wolfborough | Medium | Health and safety adviser | Bachelor | Married | 7 | Online | Regular | true | true | false | true | true | 4 | 36 | 4 | false | true | 0.165174 | 19 | 0 | 451 | 224.013283 | 101,024 | 2023-05-09 | 2022-08-23 | 3.828363 | 2.900917 | 3.87532 | 1 | 54 | 2023-08-30 | 16 | 0.91676 | 1.173355 | Neutral | null | App Issues | Low | 66.206492 | 673.813974 | 562,689 | 28.41817 | 2023-07-28 | Credit | 2023-05-09 00:00:00 | 0.455676 | 8.486777 | 9.118894 | 0.66236 | 76,081.37616 |
259 | 70 | F | Andreaport | Low | Learning disability nurse | Master | Divorced | 4 | Marketing | VIP | false | false | false | true | true | 2 | 78 | 6 | false | true | 0.42686 | 4 | 7 | 599 | 722.646199 | 432,478 | 2023-12-07 | 2023-08-23 | 4.514061 | 3.366831 | 2.893171 | 3 | 18 | 2023-05-27 | 16 | 0.532439 | 1.954441 | Negative | Budgeting Tools | Customer Service | Medium | 32.479767 | 203.743463 | 128,737 | 21.077045 | 2023-12-30 | Credit | 2023-12-07 00:00:00 | 0.586781 | 8.371621 | 14.59896 | 0.922824 | 41,614.52786 |
260 | 77 | Other | Gilmorefort | High | Contractor | Master | Single | 5 | Referral | New | true | true | false | true | true | 4 | 86 | 6 | true | false | 0.442714 | 11 | 5 | 575 | 285.518218 | 163,875 | 2022-10-10 | 2021-10-03 | 2.392679 | 2.5882 | 4.147507 | 7 | 46 | 2022-11-16 | 15 | 0.710926 | 1.027607 | Neutral | null | Customer Service | High | 32.84758 | 689.802893 | 921,650 | 25.755295 | 2023-04-29 | Credit | 2022-10-10 00:00:00 | 0.748305 | 8.582062 | 18.926784 | 0.607829 | 48,483.93888 |
261 | 80 | M | North Teresabury | High | Psychologist, occupational | PhD | Single | 4 | Marketing | Premium | false | true | true | true | true | 4 | 43 | 3 | true | false | 0.508582 | 11 | 1 | 885 | 360.434883 | 318,600 | 2022-06-19 | 2021-09-07 | 2.312843 | 1.684996 | 1.021349 | 3 | -90 | 2021-02-12 | 15 | 0.881808 | 2.832918 | Negative | Budgeting Tools | null | Medium | 52.766283 | 169.360245 | 447,453 | 27.723707 | 2023-02-20 | Credit | 2022-06-19 00:00:00 | 0.298771 | 9.054391 | 12.464474 | 0.198639 | 79,628.35019 |
262 | 49 | Other | West Andrea | Low | Travel agency manager | Bachelor | Divorced | 5 | Online | Regular | false | false | true | true | true | 3 | 63 | 9 | false | false | 0.461158 | 1 | 5 | 500 | 594.829079 | 297,000 | 2022-02-23 | 2022-07-17 | 3.777258 | 2.036606 | 4.217163 | 6 | -88 | 2021-12-30 | 7 | 0.61913 | 1.175151 | Positive | Mobile Deposit | null | Medium | 40.086634 | 694.63618 | 247,228 | 29.438979 | 2022-12-04 | Credit | 2022-02-23 00:00:00 | 0.813761 | 9.059712 | 9.774037 | 0.819821 | 42,913.99543 |
263 | 50 | M | Davisville | Low | Biomedical engineer | Bachelor | Divorced | 4 | Referral | New | true | true | false | true | false | 3 | 50 | 5 | false | false | 0.501716 | 3 | 8 | 932 | 547.235337 | 509,804 | 2022-10-06 | 2022-11-06 | 4.48614 | 1.255497 | 4.69635 | 8 | -30 | 2022-06-25 | 15 | 0.620223 | 4.005958 | Positive | Investment Analytics | App Issues | High | 83.146335 | 162.639868 | 828,067 | 24.33945 | 2023-01-03 | Credit | 2022-10-06 00:00:00 | 0.995287 | 8.701765 | 11.667016 | 0.539464 | 50,834.40521 |
264 | 84 | Other | Valentineberg | Low | Librarian, public | PhD | Divorced | 3 | Marketing | VIP | true | false | false | false | true | 2 | 5 | 9 | true | false | 0.813144 | 1 | 2 | 7 | 228.552503 | 1,596 | 2022-05-04 | 2023-12-16 | 4.548577 | 1.2242 | 4.65471 | 8 | -77 | 2021-06-07 | 17 | 0.500672 | 4.602096 | Negative | Mobile Deposit | null | High | 87.704157 | 877.544952 | 431,712 | 15.489609 | 2022-06-05 | Transfer | 2022-05-04 00:00:00 | 0.541779 | 1.154047 | 4.054661 | 0.983777 | 59,988.39089 |
265 | 35 | F | Cantuport | High | Applications developer | Bachelor | Single | 4 | Referral | New | true | true | true | true | true | 5 | 96 | 6 | false | true | 0.389468 | 4 | 4 | 257 | 879.899777 | 225,903 | 2022-06-28 | 2023-04-28 | 3.337102 | 4.469606 | 4.99424 | 8 | 73 | 2021-12-16 | 12 | 0.747142 | 2.283226 | Positive | Budgeting Tools | Customer Service | Medium | 80.566587 | 922.645186 | 99,538 | 2.105783 | 2022-11-12 | Credit | 2022-06-28 00:00:00 | 0.63239 | 3.069034 | 18.287174 | 0.343643 | 75,538.37429 |
266 | 42 | Other | Robertfort | Low | Horticultural consultant | High School | Married | 1 | Branch | Regular | true | false | false | false | true | 2 | 68 | 6 | false | false | 0.552025 | 19 | 6 | 328 | 631.50161 | 206,968 | 2023-03-22 | 2023-12-11 | 3.376086 | 1.501521 | 2.115226 | 1 | 52 | 2021-01-20 | 6 | 0.959306 | 3.350355 | Positive | Investment Analytics | App Issues | High | 91.689699 | 456.735055 | 830,236 | 1.589775 | 2023-05-26 | Transfer | 2023-03-22 00:00:00 | 0.293687 | 0.297495 | 12.922118 | 0.202486 | 52,644.74535 |
267 | 71 | F | Sanchezside | Medium | Barista | PhD | Married | 1 | Branch | Premium | true | true | true | true | true | 5 | 20 | 9 | false | false | 0.606767 | 1 | 9 | 219 | 688.527008 | 150,672 | 2021-09-26 | 2022-03-06 | 3.477462 | 1.275691 | 1.547231 | 3 | 10 | 2022-12-23 | 11 | 0.756338 | 4.303471 | Negative | Mobile Deposit | Transaction Delays | Medium | 52.744565 | 161.766017 | 295,879 | 22.886523 | 2022-02-09 | Transfer | 2021-09-26 00:00:00 | 0.148336 | 3.755828 | 4.128725 | 0.924597 | 35,634.58744 |
268 | 75 | M | South James | Low | Horticulturist, amenity | Master | Divorced | 7 | Referral | Premium | true | true | false | true | false | 3 | 56 | 5 | false | false | 0.942305 | 12 | 1 | 945 | 830.240224 | 784,350 | 2022-09-07 | 2022-03-05 | 3.032439 | 4.305497 | 2.970198 | 5 | 78 | 2023-08-29 | 16 | 0.966773 | 2.050005 | Negative | Budgeting Tools | Transaction Delays | Low | 34.585739 | 512.055412 | 340,479 | 7.597476 | 2023-08-21 | Transfer | 2022-09-07 00:00:00 | 0.619829 | 7.78184 | 8.75107 | 0.588901 | 66,316.52119 |
269 | 84 | Other | Port Chad | High | Field trials officer | PhD | Single | 4 | Marketing | VIP | true | true | true | false | true | 4 | 27 | 3 | false | true | 0.654736 | 2 | 0 | 662 | 111.418959 | 73,482 | 2023-07-26 | 2021-04-30 | 3.123665 | 4.814177 | 2.37004 | 6 | -38 | 2021-01-03 | 12 | 0.607716 | 3.828191 | Positive | Budgeting Tools | App Issues | Low | 26.40845 | 110.322155 | 807,540 | 12.226885 | 2023-09-20 | Transfer | 2023-07-26 00:00:00 | 0.24085 | 2.410338 | 4.523357 | 0.682616 | 63,669.60641 |
270 | 63 | F | Morganhaven | High | Engineer, energy | High School | Widowed | 6 | Marketing | VIP | true | false | false | true | true | 3 | 84 | 3 | false | false | 0.130683 | 14 | 4 | 308 | 479.296144 | 147,532 | 2022-10-10 | 2021-08-12 | 1.37872 | 1.822955 | 2.829086 | 3 | 64 | 2023-09-28 | 5 | 0.697426 | 4.579568 | Negative | Mobile Deposit | Transaction Delays | High | 82.529522 | 483.52212 | 32,468 | 24.109455 | 2023-02-24 | Credit | 2022-10-10 00:00:00 | 0.445006 | 2.363777 | 14.638582 | 0.071653 | 55,598.46392 |
271 | 41 | M | Loriport | High | Engineer, technical sales | PhD | Single | 6 | Marketing | VIP | true | true | true | true | true | 5 | 23 | 2 | false | true | 0.582458 | 18 | 3 | 863 | 95.448832 | 81,985 | 2021-05-29 | 2023-12-20 | 4.930563 | 4.029158 | 2.451436 | 7 | 49 | 2022-05-22 | 15 | 0.995796 | 3.746501 | Neutral | International Transfers | null | High | 27.892377 | 459.539507 | 402,225 | 18.493236 | 2023-02-16 | Transfer | 2021-05-29 00:00:00 | 0.498638 | 0.473112 | 15.325282 | 0.69291 | 60,594.70091 |
272 | 49 | M | Maryshire | Low | Engineer, manufacturing | Master | Divorced | 6 | Branch | VIP | true | true | true | true | true | 5 | 91 | 2 | false | true | 0.661919 | 15 | 8 | 555 | 82.62765 | 45,510 | 2021-01-20 | 2021-06-29 | 1.247539 | 1.650175 | 4.420199 | 6 | -79 | 2023-08-26 | 13 | 0.899765 | 3.720785 | Neutral | Mobile Deposit | App Issues | Low | 69.832187 | 241.329466 | 440,159 | 23.976316 | 2021-04-11 | Credit | 2021-01-20 00:00:00 | 0.013469 | 5.894237 | 17.073057 | 0.256905 | 39,428.13016 |
273 | 64 | Other | Grimesmouth | Premium | Marine scientist | Master | Single | 4 | Online | Regular | false | true | true | true | true | 4 | 74 | 6 | true | true | 0.009502 | 13 | 9 | 295 | 724.017187 | 213,580 | 2023-07-28 | 2023-09-18 | 2.921448 | 3.722997 | 3.170682 | 6 | -98 | 2021-08-13 | 6 | 0.787815 | 1.427743 | Negative | Mobile Deposit | App Issues | High | 35.58855 | 668.381985 | 515,284 | 16.552869 | 2023-08-15 | Debit | 2023-07-28 00:00:00 | 0.401903 | 7.019477 | 17.308148 | 0.324783 | 37,911.69562 |
274 | 40 | M | Reedside | High | Engineer, biomedical | PhD | Single | 6 | Online | VIP | true | false | true | false | true | 3 | 62 | 8 | false | true | 0.075306 | 3 | 3 | 715 | 791.819866 | 565,565 | 2021-07-24 | 2022-08-12 | 4.141622 | 3.718953 | 4.171606 | 2 | 80 | 2021-04-03 | 17 | 0.543539 | 1.634219 | Positive | null | Customer Service | Low | 53.370895 | 12.04792 | 59,360 | 6.119387 | 2022-02-22 | Credit | 2021-07-24 00:00:00 | 0.387891 | 0.488798 | 7.045076 | 0.775918 | 87,036.5369 |
275 | 83 | F | Gibsonmouth | High | Secondary school teacher | PhD | Single | 2 | Referral | New | true | true | true | true | false | 4 | 21 | 8 | true | true | 0.018998 | 16 | 6 | 171 | 61.927339 | 10,431 | 2021-05-31 | 2023-05-25 | 3.332304 | 2.717214 | 2.192386 | 10 | -77 | 2021-02-05 | 18 | 0.565237 | 3.344507 | Neutral | Mobile Deposit | null | High | 85.186242 | 825.813119 | 751,046 | 23.44845 | 2023-06-12 | Credit | 2021-05-31 00:00:00 | 0.209069 | 3.944572 | 18.066833 | 0.635424 | 84,988.6428 |
276 | 44 | M | Lake John | Medium | Furniture designer | High School | Widowed | 4 | Marketing | Regular | false | true | true | true | true | 4 | 33 | 8 | true | true | 0.048253 | 11 | 4 | 438 | 844.042744 | 369,672 | 2022-03-13 | 2022-10-11 | 1.384478 | 4.528048 | 2.578779 | 6 | -19 | 2022-08-19 | 6 | 0.720127 | 1.761443 | Neutral | Mobile Deposit | null | Low | 17.273179 | 167.34049 | 312,222 | 21.15038 | 2023-06-04 | Transfer | 2022-03-13 00:00:00 | 0.032664 | 6.111141 | 8.422959 | 0.895935 | 37,979.81489 |
277 | 19 | M | Hallchester | Medium | Theatre manager | High School | Divorced | 1 | Referral | Regular | false | false | true | false | true | 2 | 36 | 7 | false | false | 0.089665 | 1 | 4 | 661 | 288.485724 | 190,368 | 2023-11-03 | 2022-06-16 | 3.22173 | 1.484198 | 2.145522 | 10 | -51 | 2022-04-13 | 6 | 0.907465 | 2.868669 | Neutral | Investment Analytics | Transaction Delays | Low | 31.282315 | 180.796709 | 591,221 | 15.161117 | 2023-11-30 | Transfer | 2023-11-03 00:00:00 | 0.143794 | 9.027099 | 18.543996 | 0.719829 | 74,598.78307 |
278 | 34 | F | West Juliefurt | High | International aid/development worker | Master | Divorced | 7 | Online | VIP | false | false | true | true | true | 3 | 40 | 2 | false | false | 0.957815 | 19 | 5 | 117 | 658.367893 | 76,986 | 2022-06-28 | 2023-12-13 | 4.621381 | 2.906195 | 4.885835 | 5 | 75 | 2023-12-12 | 16 | 0.870692 | 4.480557 | Neutral | Mobile Deposit | Transaction Delays | High | 8.422475 | 657.739167 | 806,636 | 16.704653 | 2023-02-09 | Credit | 2022-06-28 00:00:00 | 0.843214 | 1.488904 | 13.050106 | 0.409638 | 77,476.41711 |
279 | 50 | M | Mcneilberg | Low | Community education officer | Bachelor | Divorced | 6 | Online | Regular | true | true | true | false | true | 4 | 80 | 2 | true | true | 0.206721 | 13 | 7 | 15 | 688.809162 | 10,320 | 2021-09-29 | 2022-12-26 | 3.487928 | 3.40697 | 2.781678 | 3 | -50 | 2023-10-28 | 1 | 0.927269 | 4.80358 | Negative | Investment Analytics | App Issues | Medium | 36.648083 | 741.077183 | 840,728 | 1.681763 | 2022-12-04 | Transfer | 2021-09-29 00:00:00 | 0.158184 | 7.076872 | 15.765486 | 0.432231 | 78,114.1611 |
280 | 26 | M | Hannaberg | Medium | Nutritional therapist | Bachelor | Married | 3 | Marketing | New | true | true | true | true | true | 5 | 78 | 7 | false | false | 0.204558 | 2 | 3 | 860 | 699.44991 | 601,140 | 2022-12-16 | 2021-09-23 | 4.117295 | 4.03618 | 2.63894 | 1 | -73 | 2021-12-09 | 13 | 0.702613 | 2.651375 | Positive | Budgeting Tools | App Issues | Low | 70.073263 | 488.209718 | 294,348 | 21.315569 | 2023-08-22 | Credit | 2022-12-16 00:00:00 | 0.776519 | 2.591552 | 18.142934 | 0.634125 | 32,249.95476 |
281 | 60 | M | Mollymouth | High | Environmental education officer | Bachelor | Married | 6 | Referral | Regular | true | true | true | true | true | 5 | 92 | 4 | true | false | 0.857419 | 15 | 8 | 678 | 583.721198 | 395,274 | 2021-05-21 | 2023-10-14 | 2.849987 | 1.570743 | 4.359411 | 9 | 66 | 2021-10-28 | 10 | 0.788736 | 1.60327 | Positive | Investment Analytics | Transaction Delays | Low | 56.099961 | 550.334939 | 986,237 | 22.392166 | 2022-05-22 | Transfer | 2021-05-21 00:00:00 | 0.188818 | 5.641375 | 2.064498 | 0.209359 | 81,449.72389 |
282 | 65 | M | New Reneetown | High | Counsellor | Bachelor | Divorced | 1 | Marketing | Regular | true | false | true | true | false | 3 | 97 | 6 | true | false | 0.752757 | 7 | 5 | 379 | 122.107219 | 46,238 | 2022-05-16 | 2023-12-01 | 2.248379 | 3.139724 | 4.028332 | 8 | -27 | 2021-07-12 | 8 | 0.653998 | 4.652557 | Neutral | null | Transaction Delays | High | 34.896313 | 70.336943 | 806,856 | 19.995328 | 2022-06-01 | Transfer | 2022-05-16 00:00:00 | 0.534555 | 6.728961 | 7.909099 | 0.486733 | 57,637.20631 |
283 | 56 | F | South Monica | Premium | Civil engineer, consulting | Master | Single | 2 | Online | New | true | false | false | false | true | 2 | 42 | 9 | false | true | 0.675815 | 11 | 7 | 279 | 120.583053 | 33,480 | 2023-01-27 | 2023-10-17 | 1.800416 | 2.819838 | 4.681382 | 6 | -3 | 2021-07-24 | 6 | 0.769066 | 2.870129 | Positive | Mobile Deposit | App Issues | High | 44.317959 | 700.675693 | 13,890 | 13.401584 | 2023-03-16 | Transfer | 2023-01-27 00:00:00 | 0.58543 | 0.073846 | 18.834775 | 0.077726 | 85,997.57094 |
284 | 59 | M | North Terrance | High | Chemical engineer | Bachelor | Single | 4 | Online | New | true | false | false | true | false | 2 | 21 | 5 | false | false | 0.421735 | 8 | 3 | 603 | 149.545864 | 89,847 | 2022-08-07 | 2023-10-06 | 4.396867 | 2.665655 | 4.017363 | 7 | -11 | 2022-09-16 | 2 | 0.808155 | 2.158951 | Negative | Budgeting Tools | Transaction Delays | Medium | 23.700887 | 640.676451 | 815,039 | 0.749389 | 2023-12-05 | Credit | 2022-08-07 00:00:00 | 0.72415 | 1.581464 | 10.028348 | 0.464285 | 9,831.13451 |
285 | 43 | F | Matthewfurt | Medium | Chief Marketing Officer | Bachelor | Divorced | 6 | Marketing | Regular | true | false | false | false | false | 1 | 90 | 4 | true | true | 0.031177 | 0 | 8 | 211 | 921.709599 | 194,331 | 2021-11-20 | 2022-01-04 | 3.826047 | 2.437356 | 2.388214 | 2 | -1 | 2022-11-19 | 7 | 0.758009 | 4.974594 | Positive | International Transfers | App Issues | Low | 63.995344 | 161.959629 | 389,491 | 19.444678 | 2023-02-26 | Transfer | 2021-11-20 00:00:00 | 0.095352 | 6.996886 | 15.64755 | 0.241403 | 47,709.161 |
286 | 67 | M | Port Markside | Low | Tourism officer | PhD | Widowed | 3 | Referral | Premium | true | true | true | true | true | 5 | 14 | 3 | false | true | 0.82654 | 0 | 8 | 749 | 218.326567 | 163,282 | 2023-06-17 | 2022-04-22 | 1.711583 | 4.987707 | 2.207258 | 6 | 47 | 2023-07-16 | 17 | 0.599039 | 4.598316 | Positive | null | Customer Service | Low | 17.160946 | 88.543036 | 924,111 | 22.708942 | 2023-11-21 | Debit | 2023-06-17 00:00:00 | 0.608367 | 1.963002 | 18.529499 | 0.912337 | 90,573.64725 |
287 | 42 | M | Finleyfort | Medium | Programme researcher, broadcasting/film/video | Bachelor | Widowed | 7 | Branch | Regular | true | true | true | true | false | 4 | 20 | 7 | false | false | 0.860796 | 8 | 0 | 336 | 161.525182 | 54,096 | 2022-09-12 | 2022-08-18 | 3.20692 | 1.680417 | 3.738272 | 5 | 63 | 2023-10-02 | 3 | 0.669692 | 2.72815 | Neutral | null | Customer Service | Medium | 28.534674 | 266.826413 | 627,347 | 11.215561 | 2022-10-18 | Debit | 2022-09-12 00:00:00 | 0.65161 | 8.130151 | 15.425049 | 0.769963 | 79,984.57396 |
288 | 41 | M | New Caseyport | Medium | Secondary school teacher | PhD | Single | 1 | Marketing | New | true | true | false | false | true | 3 | 51 | 7 | true | true | 0.481793 | 14 | 0 | 204 | 988.578944 | 201,552 | 2023-12-20 | 2022-02-01 | 3.838785 | 4.011936 | 1.518585 | 10 | 50 | 2022-12-20 | 12 | 0.814658 | 1.202155 | Neutral | International Transfers | null | Low | 71.953904 | 69.573259 | 615,377 | 12.28475 | 2023-12-25 | Credit | 2023-12-20 00:00:00 | 0.939749 | 7.146067 | 6.111998 | 0.094969 | 28,436.35684 |
289 | 30 | M | Lake Christopher | Medium | Psychologist, prison and probation services | Master | Single | 7 | Online | New | true | true | true | true | true | 5 | 3 | 7 | false | false | 0.644884 | 9 | 6 | 819 | 14.335188 | 11,466 | 2021-01-17 | 2021-01-04 | 3.272139 | 2.507636 | 1.355281 | 1 | 52 | 2022-06-12 | 15 | 0.786949 | 3.337375 | Negative | Mobile Deposit | App Issues | Low | 32.17474 | 294.18733 | 481,210 | 5.113888 | 2021-11-19 | Credit | 2021-01-17 00:00:00 | 0.349037 | 8.456041 | 11.988778 | 0.793869 | 25,614.34074 |
290 | 77 | F | Port Cynthiaville | Low | Community pharmacist | PhD | Married | 7 | Branch | New | false | false | false | true | true | 2 | 46 | 5 | false | false | 0.477654 | 16 | 2 | 791 | 778.913806 | 615,398 | 2022-09-06 | 2021-08-31 | 4.797933 | 3.596348 | 4.177801 | 2 | -93 | 2023-09-24 | 4 | 0.724215 | 3.866149 | Neutral | Budgeting Tools | Customer Service | High | 74.771157 | 529.373638 | 824,038 | 19.335264 | 2023-07-28 | Credit | 2022-09-06 00:00:00 | 0.623752 | 7.165041 | 2.948986 | 0.601522 | 3,619.900456 |
291 | 24 | F | Jacksonport | Medium | Sport and exercise psychologist | High School | Widowed | 3 | Marketing | Premium | false | true | true | false | false | 2 | 17 | 8 | true | false | 0.296159 | 1 | 6 | 179 | 846.735653 | 151,434 | 2021-08-01 | 2021-02-19 | 1.739192 | 4.953195 | 3.543616 | 9 | 81 | 2022-06-04 | 0 | 0.531161 | 1.021159 | Negative | International Transfers | null | Low | 14.293267 | 578.88632 | 890,440 | 23.28582 | 2022-06-08 | Debit | 2021-08-01 00:00:00 | 0.788312 | 6.854237 | 5.885164 | 0.528032 | 88,176.07816 |
292 | 74 | F | North Markton | High | Art therapist | PhD | Single | 5 | Branch | New | true | false | true | true | false | 3 | 70 | 2 | false | true | 0.540295 | 2 | 0 | 967 | 665.511599 | 643,055 | 2021-10-03 | 2023-08-11 | 3.857378 | 2.910962 | 1.875471 | 7 | -95 | 2023-01-17 | 13 | 0.726865 | 2.324808 | Neutral | International Transfers | Transaction Delays | Medium | 70.983403 | 940.892239 | 673,743 | 17.979456 | 2022-07-12 | Credit | 2021-10-03 00:00:00 | 0.829007 | 8.388549 | 2.227439 | 0.186453 | 71,500.18806 |
293 | 53 | Other | Michaelchester | Premium | Training and development officer | Bachelor | Single | 1 | Marketing | VIP | false | false | true | true | false | 2 | 79 | 4 | false | true | 0.688599 | 9 | 0 | 370 | 975.11178 | 360,750 | 2022-06-26 | 2021-08-30 | 3.466082 | 4.297796 | 3.677998 | 5 | -44 | 2023-07-29 | 4 | 0.783249 | 1.377708 | Neutral | null | Fees | Medium | 47.808555 | 372.007171 | 560,924 | 19.308954 | 2023-08-13 | Credit | 2022-06-26 00:00:00 | 0.301069 | 4.20057 | 13.326909 | 0.763636 | 72,962.11255 |
294 | 62 | M | East Amanda | High | Engineer, civil (contracting) | PhD | Divorced | 5 | Online | VIP | true | false | false | true | false | 2 | 34 | 1 | true | false | 0.154556 | 18 | 6 | 248 | 340.065474 | 84,320 | 2021-08-25 | 2022-03-01 | 4.675699 | 1.303758 | 2.237891 | 9 | -29 | 2021-01-28 | 13 | 0.609395 | 4.516134 | Negative | Mobile Deposit | null | Low | 51.672025 | 17.914796 | 751,995 | 26.167199 | 2021-12-26 | Debit | 2021-08-25 00:00:00 | 0.334391 | 8.918586 | 3.957108 | 0.538155 | 24,892.34472 |
295 | 37 | M | East Gregory | High | Financial adviser | PhD | Married | 3 | Marketing | Premium | true | true | true | true | true | 5 | 75 | 6 | false | true | 0.530715 | 8 | 3 | 46 | 97.084001 | 4,462 | 2021-08-08 | 2023-04-30 | 4.450308 | 3.218416 | 2.13659 | 7 | 60 | 2022-12-24 | 19 | 0.507203 | 1.167777 | Neutral | Mobile Deposit | Fees | Medium | 47.241966 | 29.777028 | 551,016 | 27.52983 | 2022-05-15 | Transfer | 2021-08-08 00:00:00 | 0.789329 | 9.86379 | 2.955657 | 0.303476 | 54,348.30207 |
296 | 82 | F | Harveybury | High | Therapist, horticultural | Master | Widowed | 4 | Branch | New | true | true | true | true | false | 4 | 6 | 6 | false | false | 0.77596 | 17 | 1 | 761 | 248.284014 | 188,728 | 2021-11-15 | 2023-04-28 | 3.59384 | 2.528615 | 2.093687 | 7 | -35 | 2022-09-09 | 10 | 0.756069 | 4.801497 | Negative | Investment Analytics | null | High | 26.83762 | 487.23013 | 485,839 | 20.337105 | 2022-09-11 | Credit | 2021-11-15 00:00:00 | 0.583179 | 7.599133 | 16.03951 | 0.228441 | 72,017.65732 |
297 | 25 | Other | Durhamberg | Premium | Chemist, analytical | Master | Widowed | 4 | Referral | New | false | true | false | false | true | 2 | 40 | 3 | true | false | 0.475591 | 2 | 4 | 750 | 108.182815 | 81,000 | 2022-07-12 | 2021-04-04 | 2.743831 | 3.796662 | 3.027078 | 5 | 83 | 2022-11-15 | 0 | 0.68961 | 1.140316 | Negative | International Transfers | Fees | Medium | 64.64154 | 288.106594 | 727,717 | 5.057931 | 2022-08-08 | Debit | 2022-07-12 00:00:00 | 0.090435 | 2.456302 | 10.21413 | 0.753092 | 42,294.87841 |
298 | 33 | M | South Dana | High | Engineer, civil (consulting) | Bachelor | Married | 4 | Online | VIP | true | true | true | true | false | 4 | 9 | 1 | true | false | 0.156894 | 8 | 4 | 246 | 492.164456 | 121,032 | 2022-08-01 | 2022-11-15 | 1.656347 | 1.147472 | 4.765416 | 5 | 94 | 2023-11-27 | 3 | 0.844929 | 1.135707 | Neutral | International Transfers | Fees | High | 32.300803 | 177.727615 | 241,730 | 3.478965 | 2023-01-16 | Credit | 2022-08-01 00:00:00 | 0.288875 | 4.277775 | 14.703239 | 0.057762 | 10,295.27519 |
299 | 31 | F | Scotttown | High | Research officer, government | High School | Single | 7 | Online | VIP | true | true | true | true | true | 5 | 61 | 5 | false | true | 0.869725 | 10 | 3 | 94 | 965.18355 | 90,710 | 2022-03-08 | 2022-12-18 | 4.211474 | 2.79087 | 4.793707 | 3 | -99 | 2023-09-19 | 18 | 0.562899 | 2.735287 | Positive | International Transfers | Customer Service | Low | 45.208992 | 579.589617 | 40,459 | 25.096973 | 2022-10-10 | Transfer | 2022-03-08 00:00:00 | 0.656466 | 4.14198 | 9.444017 | 0.619769 | 33,394.28755 |
300 | 32 | M | Santanaside | Premium | Engineer, technical sales | High School | Widowed | 5 | Branch | Regular | false | true | true | true | false | 3 | 64 | 1 | false | false | 0.673859 | 8 | 8 | 829 | 522.395231 | 432,738 | 2022-12-04 | 2022-03-11 | 4.2978 | 2.978253 | 3.185546 | 4 | -27 | 2021-08-19 | 6 | 0.770891 | 2.412026 | Negative | null | App Issues | Low | 28.82894 | 112.226614 | 437,761 | 19.531914 | 2023-04-08 | Transfer | 2022-12-04 00:00:00 | 0.385826 | 5.253316 | 7.361612 | 0.989579 | 61,700.53241 |
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